Privacy Concerns in Talent Analytics What Do Employees Think

Matthew Kugler and Deborah Weiss

A Workforce Science Project Study

Northwestern University Pritzker School of Law

Background

bull Much discussion in the popular press of privacy and talent analytics Concern about overreaching companies

bull Very little in published literature on what companies actually do

bull Apparently no public non-anecdotal evidence of what employees think

Two (Pilot) Studies

bull Survey of workshop participantsbull What do you (and other companies that you are familiar with) look at For what

purposes

bull Survey of American adults (65 FT 18 PT Median age = 37)bull How comfortable would you be with an employer looking at each of the following

sources (or considering each of the following things) for those purposes (1-5)bull (not many differences by employment status)

bull Do you think employers actually considerhellip(Yes No DK)

bull Used more than expectedbull LinkedInbull Commute length

bull Used (much) less than expectedbull Monitoring for computer misusebull Prior absenteeismbull Physical healthbull Arrest (not conviction) recordsbull Wellness databull Family statusbull Badge data

Rsup2 = 06102

00100200300400500600700800900

1000

0 20 40 60 80 100

ldquoEm

ploy

errdquo

Surv

ey A

ctua

l Use

Percent Expecting that Employers Use

ldquoActualrdquo v Expected Use

bull Low comfort low expected use (red)bull Credit Habits

bull Political views

bull Religious views

bull Social media connections

bull Romantic preferences

bull Moderate expected use low comfort (yellow)

bull Social media content

bull Credit report

bull FacebookInstagram

Rsup2 = 06297

100

150

200

250

300

350

400

450

0 20 40 60 80 100

Leve

l of

Com

fort

(1-5

)

Percent Expecting that Employers Use

Comfort by Expected Use

Potential latent factors

bull Some thoughts on what might be driving differences responses across question

bull Whether the information appears predictive

bull Does it need to be direct or is that just correlated

bull Zones of private conduct

bull Moral commitment ndash equal treatment regardless of X factor

bull Surprise think strategic concealment

(Tentative) Conclusions and Questions

bull Comfort is likely being driven by a combination of factors (justice privacy equity norms) This will need to be unpacked

bull Questions for the roombull What should we be asking about that we are not

bull Is ldquocomfortrdquo the right question

bull Are some of these topics considered by HR rather than by talent analytics

bull Where can we find a more systematic study of what employers do

Below Above

Think Used

Actual() Use

Political Views 210 (138) 391 201 00Religious Affiliation 223 (147) 309 199 00Social Media Connections 237 (138) 264 288 188Unconventional Romantic 241 (148) 264 193 63Social Media Content 245 (141) 224 552 313High Risk Hobbies 277 (142) 156 239 125Homeowner 287 (142) 132 213 125Social Media Typos 288 (150) 126 291 250Legal Recreational Drugs 299 (156) 110 469 67Mental Health 299 (156) 102 572 250Reading Habits 301 (146) 101 132 188

Comfort

Mean

Topics

Below Above

Think Used

Actual() Use

Web Browser 305 (147) 98 86 63Family Status 315 (146) 81 516 188Physical Health 315 (149) 81 584 125Illegal Drugs 353 (156) 51 815 500Commute Length 370 (124) 30 457 563Previous Employer Views 394 (119) 20 869 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Internal Company Data (P R T)Below Above

Think Used

Actual() Use

Badge and sensor data tracking movements within company 281 (149) 138 472 118Which health plan is used 310 (140) 86 450 118Participation in wellness programs 313 (139) 87 483 118Non-anonymous engagement and effectiveness surveys 328 (130) 57 630 647HR data on salaries raises job rotations 335 (125) 57 671 706Internal computer data computer misuse 336 (136) 61 746 235Internal emails tracking helping patterns 340 (129) 54 522 118Internal company social media 352 (125) 43 688 294Badge and sensor data compliance with safety rules 357 (132) 38 591 118

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending Habits 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133Civil Records 299 (151) 114 414 67Psyc and Behavoiral 306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sources of Information

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133

Comfort

Mean

Sources of Information

Below Above

Think Used

Actual() Use

Psyc and Behavoiral Questions

306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

• Privacy Concerns in Talent Analytics What Do Employees Think
• Background
• Two (Pilot) Studies
• Slide Number 4
• Slide Number 5
• Potential latent factors
• (Tentative) Conclusions and Questions
• Topics
• Internal Company Data (P R T)
• Sources of Information
• Sources of Information

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Badge and sensor data tracking movements within company		281		(149)		138		472		118		4					not predictive so unfair
	Which health plan is used		310		(140)		86		450		118		6					zone of privacy
	Participation in wellness programs		313		(139)		87		483		118		7					would be misunderstood
	Non-anonymous engagement and effectiveness surveys		328		(130)		57		630		647		9					value judgment accepted cost
	HR data on salaries raises job rotations		335		(125)		57		671		706		8					useful zone of privacy Unguarded interaction
	Internal computer data computer misuse		336		(136)		61		746		235		2
	Internal emails tracking helping patterns		340		(129)		54		522		118		1
	Internal company social media		352		(125)		43		688		294		3
	Badge and sensor data compliance with safety rules		357		(132)		38		591		118		5					Internal emails tracking helping patterns
Source		CreditHabits		184		(120)		622		172		00		22					Internal computer data compliance with computer use policy
	CreditReport		248		(147)		210		523		250		23					Internal company social media
	FacebookInsta		271		(140)		165		603		313		15					Badge and sensor data tracking movements within company
	TestLegalDrug		287		(158)		123		453		200		25					Badge and sensor data compliance with safety rules
	Bankruptcies		296		(150)		116		404		133		20					Which health plan is used
	CivilRecords		299		(151)		114		414		67		21					Participation in wellness programs
	PsycandBehavQuestions		306		(137)		94		586		563		13					HR data on salaries raises job rotations
	DrivingRecords		327		(147)		79		445		125		19					Non-anonymous engagement and effectiveness surveys
	ArrestRecords		333		(156)		72		554		133		18
	TestIllegalDrug		378		(145)		37		871		800		24
	OldConvic		381		(142)		32		673		400		17
	PriorAbsenteeism		388		(127)		25		666		188		11
	Schooltranscripts		395		(125)		22		650		375		10
	LinkedIn		401		(122)		16		788		875		14
	RecentConvic		414		(127)		18		895		813		16
	References		433		(102)		10		920		813		12
Topic		Politicalviews		210		(138)		391		201		00		42
	religiousaffil		223		(147)		309		199		00		43
	SocialMediaConnections		237		(138)		264		288		188		30
	UnConRomantic		241		(148)		264		193		63		39
	SocialMediaContent		245		(141)		224		552		313		28
	HighRiskHobbies		277		(142)		156		239		125		35
	Homeowner		287		(142)		132		213		125		34
	SocialMediaTypos		288		(150)		126		291		250		29
	LegalRecDrugs		299		(156)		110		469		67		37
	MetalHealth		299		(156)		102		572		250		40
	ReadingHabits		301		(146)		101		132		188		31
	WebBrowser		305		(147)		98		86		63		32
	FamilyStatus		315		(146)		81		516		188		38
	PhysicalHealth		315		(149)		81		584		125		41
	IllegalDrugs		353		(156)		51		815		500		36
	CommuteLength		370		(124)		30		457		563		33
	PreviousEmployerViews		394		(119)		20		869		813		27
	NumJobs5years		416		(111)		14		911		938		26
Goal		Recruiting		351		(117)		38
	Retention		344		(117)		43
	GeneralPolicies		351		(116)		33
	Promotion		332		(127)		55
	TrackMoraleEvalManagers		327		(121)		58

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Web Browser		305		(147)		98		86		63		15					Badge and sensor data tracking movements within company
	Family Status		315		(146)		81		516		188		25					Badge and sensor data compliance with safety rules
	Physical Health		315		(149)		81		584		125		20					Which health plan is used
	Illegal Drugs		353		(156)		51		815		500		21					Participation in wellness programs
	Commute Length		370		(124)		30		457		563		13					HR data on salaries raises job rotations
	Previous Employer Views		394		(119)		20		869		813
	Number of Jobs in Last 5 Years		416		(111)		14		911		938

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Political Views		210		(138)		391		201		00		4					not predictive so unfair
	Religious Affiliation		223		(147)		309		199		00		6					zone of privacy
	Social Media Connections		237		(138)		264		288		188		7					would be misunderstood
	Unconventional Romantic		241		(148)		264		193		63		9					value judgment accepted cost
	Social Media Content		245		(141)		224		552		313		8					useful zone of privacy Unguarded interaction
	High Risk Hobbies		277		(142)		156		239		125		2
	Homeowner		287		(142)		132		213		125		1
	Social Media Typos		288		(150)		126		291		250		3
	Legal Recreational Drugs		299		(156)		110		469		67		5					Internal emails tracking helping patterns
Source		Mental Health		299		(156)		102		572		250		22					Internal computer data compliance with computer use policy
	Reading Habits		301		(146)		101		132		188		23					Internal company social media

Background

bull Much discussion in the popular press of privacy and talent analytics Concern about overreaching companies

bull Very little in published literature on what companies actually do

bull Apparently no public non-anecdotal evidence of what employees think

Two (Pilot) Studies

bull Survey of workshop participantsbull What do you (and other companies that you are familiar with) look at For what

purposes

bull Survey of American adults (65 FT 18 PT Median age = 37)bull How comfortable would you be with an employer looking at each of the following

sources (or considering each of the following things) for those purposes (1-5)bull (not many differences by employment status)

bull Do you think employers actually considerhellip(Yes No DK)

bull Used more than expectedbull LinkedInbull Commute length

bull Used (much) less than expectedbull Monitoring for computer misusebull Prior absenteeismbull Physical healthbull Arrest (not conviction) recordsbull Wellness databull Family statusbull Badge data

Rsup2 = 06102

00100200300400500600700800900

1000

0 20 40 60 80 100

ldquoEm

ploy

errdquo

Surv

ey A

ctua

l Use

Percent Expecting that Employers Use

ldquoActualrdquo v Expected Use

bull Low comfort low expected use (red)bull Credit Habits

bull Political views

bull Religious views

bull Social media connections

bull Romantic preferences

bull Moderate expected use low comfort (yellow)

bull Social media content

bull Credit report

bull FacebookInstagram

Rsup2 = 06297

100

150

200

250

300

350

400

450

0 20 40 60 80 100

Leve

l of

Com

fort

(1-5

)

Percent Expecting that Employers Use

Comfort by Expected Use

Potential latent factors

bull Some thoughts on what might be driving differences responses across question

bull Whether the information appears predictive

bull Does it need to be direct or is that just correlated

bull Zones of private conduct

bull Moral commitment ndash equal treatment regardless of X factor

bull Surprise think strategic concealment

(Tentative) Conclusions and Questions

bull Comfort is likely being driven by a combination of factors (justice privacy equity norms) This will need to be unpacked

bull Questions for the roombull What should we be asking about that we are not

bull Is ldquocomfortrdquo the right question

bull Are some of these topics considered by HR rather than by talent analytics

bull Where can we find a more systematic study of what employers do

Below Above

Think Used

Actual() Use

Political Views 210 (138) 391 201 00Religious Affiliation 223 (147) 309 199 00Social Media Connections 237 (138) 264 288 188Unconventional Romantic 241 (148) 264 193 63Social Media Content 245 (141) 224 552 313High Risk Hobbies 277 (142) 156 239 125Homeowner 287 (142) 132 213 125Social Media Typos 288 (150) 126 291 250Legal Recreational Drugs 299 (156) 110 469 67Mental Health 299 (156) 102 572 250Reading Habits 301 (146) 101 132 188

Comfort

Mean

Topics

Below Above

Think Used

Actual() Use

Web Browser 305 (147) 98 86 63Family Status 315 (146) 81 516 188Physical Health 315 (149) 81 584 125Illegal Drugs 353 (156) 51 815 500Commute Length 370 (124) 30 457 563Previous Employer Views 394 (119) 20 869 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Internal Company Data (P R T)Below Above

Think Used

Actual() Use

Badge and sensor data tracking movements within company 281 (149) 138 472 118Which health plan is used 310 (140) 86 450 118Participation in wellness programs 313 (139) 87 483 118Non-anonymous engagement and effectiveness surveys 328 (130) 57 630 647HR data on salaries raises job rotations 335 (125) 57 671 706Internal computer data computer misuse 336 (136) 61 746 235Internal emails tracking helping patterns 340 (129) 54 522 118Internal company social media 352 (125) 43 688 294Badge and sensor data compliance with safety rules 357 (132) 38 591 118

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending Habits 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133Civil Records 299 (151) 114 414 67Psyc and Behavoiral 306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sources of Information

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133

Comfort

Mean

Sources of Information

Below Above

Think Used

Actual() Use

Psyc and Behavoiral Questions

306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

• Privacy Concerns in Talent Analytics What Do Employees Think
• Background
• Two (Pilot) Studies
• Slide Number 4
• Slide Number 5
• Potential latent factors
• (Tentative) Conclusions and Questions
• Topics
• Internal Company Data (P R T)
• Sources of Information
• Sources of Information

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Badge and sensor data tracking movements within company		281		(149)		138		472		118		4					not predictive so unfair
	Which health plan is used		310		(140)		86		450		118		6					zone of privacy
	Participation in wellness programs		313		(139)		87		483		118		7					would be misunderstood
	Non-anonymous engagement and effectiveness surveys		328		(130)		57		630		647		9					value judgment accepted cost
	HR data on salaries raises job rotations		335		(125)		57		671		706		8					useful zone of privacy Unguarded interaction
	Internal computer data computer misuse		336		(136)		61		746		235		2
	Internal emails tracking helping patterns		340		(129)		54		522		118		1
	Internal company social media		352		(125)		43		688		294		3
	Badge and sensor data compliance with safety rules		357		(132)		38		591		118		5					Internal emails tracking helping patterns
Source		CreditHabits		184		(120)		622		172		00		22					Internal computer data compliance with computer use policy
	CreditReport		248		(147)		210		523		250		23					Internal company social media
	FacebookInsta		271		(140)		165		603		313		15					Badge and sensor data tracking movements within company
	TestLegalDrug		287		(158)		123		453		200		25					Badge and sensor data compliance with safety rules
	Bankruptcies		296		(150)		116		404		133		20					Which health plan is used
	CivilRecords		299		(151)		114		414		67		21					Participation in wellness programs
	PsycandBehavQuestions		306		(137)		94		586		563		13					HR data on salaries raises job rotations
	DrivingRecords		327		(147)		79		445		125		19					Non-anonymous engagement and effectiveness surveys
	ArrestRecords		333		(156)		72		554		133		18
	TestIllegalDrug		378		(145)		37		871		800		24
	OldConvic		381		(142)		32		673		400		17
	PriorAbsenteeism		388		(127)		25		666		188		11
	Schooltranscripts		395		(125)		22		650		375		10
	LinkedIn		401		(122)		16		788		875		14
	RecentConvic		414		(127)		18		895		813		16
	References		433		(102)		10		920		813		12
Topic		Politicalviews		210		(138)		391		201		00		42
	religiousaffil		223		(147)		309		199		00		43
	SocialMediaConnections		237		(138)		264		288		188		30
	UnConRomantic		241		(148)		264		193		63		39
	SocialMediaContent		245		(141)		224		552		313		28
	HighRiskHobbies		277		(142)		156		239		125		35
	Homeowner		287		(142)		132		213		125		34
	SocialMediaTypos		288		(150)		126		291		250		29
	LegalRecDrugs		299		(156)		110		469		67		37
	MetalHealth		299		(156)		102		572		250		40
	ReadingHabits		301		(146)		101		132		188		31
	WebBrowser		305		(147)		98		86		63		32
	FamilyStatus		315		(146)		81		516		188		38
	PhysicalHealth		315		(149)		81		584		125		41
	IllegalDrugs		353		(156)		51		815		500		36
	CommuteLength		370		(124)		30		457		563		33
	PreviousEmployerViews		394		(119)		20		869		813		27
	NumJobs5years		416		(111)		14		911		938		26
Goal		Recruiting		351		(117)		38
	Retention		344		(117)		43
	GeneralPolicies		351		(116)		33
	Promotion		332		(127)		55
	TrackMoraleEvalManagers		327		(121)		58

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Web Browser		305		(147)		98		86		63		15					Badge and sensor data tracking movements within company
	Family Status		315		(146)		81		516		188		25					Badge and sensor data compliance with safety rules
	Physical Health		315		(149)		81		584		125		20					Which health plan is used
	Illegal Drugs		353		(156)		51		815		500		21					Participation in wellness programs
	Commute Length		370		(124)		30		457		563		13					HR data on salaries raises job rotations
	Previous Employer Views		394		(119)		20		869		813
	Number of Jobs in Last 5 Years		416		(111)		14		911		938

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Political Views		210		(138)		391		201		00		4					not predictive so unfair
	Religious Affiliation		223		(147)		309		199		00		6					zone of privacy
	Social Media Connections		237		(138)		264		288		188		7					would be misunderstood
	Unconventional Romantic		241		(148)		264		193		63		9					value judgment accepted cost
	Social Media Content		245		(141)		224		552		313		8					useful zone of privacy Unguarded interaction
	High Risk Hobbies		277		(142)		156		239		125		2
	Homeowner		287		(142)		132		213		125		1
	Social Media Typos		288		(150)		126		291		250		3
	Legal Recreational Drugs		299		(156)		110		469		67		5					Internal emails tracking helping patterns
Source		Mental Health		299		(156)		102		572		250		22					Internal computer data compliance with computer use policy
	Reading Habits		301		(146)		101		132		188		23					Internal company social media

Two (Pilot) Studies

bull Survey of workshop participantsbull What do you (and other companies that you are familiar with) look at For what

purposes

bull Survey of American adults (65 FT 18 PT Median age = 37)bull How comfortable would you be with an employer looking at each of the following

sources (or considering each of the following things) for those purposes (1-5)bull (not many differences by employment status)

bull Do you think employers actually considerhellip(Yes No DK)

bull Used more than expectedbull LinkedInbull Commute length

bull Used (much) less than expectedbull Monitoring for computer misusebull Prior absenteeismbull Physical healthbull Arrest (not conviction) recordsbull Wellness databull Family statusbull Badge data

Rsup2 = 06102

00100200300400500600700800900

1000

0 20 40 60 80 100

ldquoEm

ploy

errdquo

Surv

ey A

ctua

l Use

Percent Expecting that Employers Use

ldquoActualrdquo v Expected Use

bull Low comfort low expected use (red)bull Credit Habits

bull Political views

bull Religious views

bull Social media connections

bull Romantic preferences

bull Moderate expected use low comfort (yellow)

bull Social media content

bull Credit report

bull FacebookInstagram

Rsup2 = 06297

100

150

200

250

300

350

400

450

0 20 40 60 80 100

Leve

l of

Com

fort

(1-5

)

Percent Expecting that Employers Use

Comfort by Expected Use

Potential latent factors

bull Some thoughts on what might be driving differences responses across question

bull Whether the information appears predictive

bull Does it need to be direct or is that just correlated

bull Zones of private conduct

bull Moral commitment ndash equal treatment regardless of X factor

bull Surprise think strategic concealment

(Tentative) Conclusions and Questions

bull Comfort is likely being driven by a combination of factors (justice privacy equity norms) This will need to be unpacked

bull Questions for the roombull What should we be asking about that we are not

bull Is ldquocomfortrdquo the right question

bull Are some of these topics considered by HR rather than by talent analytics

bull Where can we find a more systematic study of what employers do

Below Above

Think Used

Actual() Use

Political Views 210 (138) 391 201 00Religious Affiliation 223 (147) 309 199 00Social Media Connections 237 (138) 264 288 188Unconventional Romantic 241 (148) 264 193 63Social Media Content 245 (141) 224 552 313High Risk Hobbies 277 (142) 156 239 125Homeowner 287 (142) 132 213 125Social Media Typos 288 (150) 126 291 250Legal Recreational Drugs 299 (156) 110 469 67Mental Health 299 (156) 102 572 250Reading Habits 301 (146) 101 132 188

Comfort

Mean

Topics

Below Above

Think Used

Actual() Use

Web Browser 305 (147) 98 86 63Family Status 315 (146) 81 516 188Physical Health 315 (149) 81 584 125Illegal Drugs 353 (156) 51 815 500Commute Length 370 (124) 30 457 563Previous Employer Views 394 (119) 20 869 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Internal Company Data (P R T)Below Above

Think Used

Actual() Use

Badge and sensor data tracking movements within company 281 (149) 138 472 118Which health plan is used 310 (140) 86 450 118Participation in wellness programs 313 (139) 87 483 118Non-anonymous engagement and effectiveness surveys 328 (130) 57 630 647HR data on salaries raises job rotations 335 (125) 57 671 706Internal computer data computer misuse 336 (136) 61 746 235Internal emails tracking helping patterns 340 (129) 54 522 118Internal company social media 352 (125) 43 688 294Badge and sensor data compliance with safety rules 357 (132) 38 591 118

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending Habits 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133Civil Records 299 (151) 114 414 67Psyc and Behavoiral 306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sources of Information

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133

Comfort

Mean

Sources of Information

Below Above

Think Used

Actual() Use

Psyc and Behavoiral Questions

306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

• Privacy Concerns in Talent Analytics What Do Employees Think
• Background
• Two (Pilot) Studies
• Slide Number 4
• Slide Number 5
• Potential latent factors
• (Tentative) Conclusions and Questions
• Topics
• Internal Company Data (P R T)
• Sources of Information
• Sources of Information

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Badge and sensor data tracking movements within company		281		(149)		138		472		118		4					not predictive so unfair
	Which health plan is used		310		(140)		86		450		118		6					zone of privacy
	Participation in wellness programs		313		(139)		87		483		118		7					would be misunderstood
	Non-anonymous engagement and effectiveness surveys		328		(130)		57		630		647		9					value judgment accepted cost
	HR data on salaries raises job rotations		335		(125)		57		671		706		8					useful zone of privacy Unguarded interaction
	Internal computer data computer misuse		336		(136)		61		746		235		2
	Internal emails tracking helping patterns		340		(129)		54		522		118		1
	Internal company social media		352		(125)		43		688		294		3
	Badge and sensor data compliance with safety rules		357		(132)		38		591		118		5					Internal emails tracking helping patterns
Source		CreditHabits		184		(120)		622		172		00		22					Internal computer data compliance with computer use policy
	CreditReport		248		(147)		210		523		250		23					Internal company social media
	FacebookInsta		271		(140)		165		603		313		15					Badge and sensor data tracking movements within company
	TestLegalDrug		287		(158)		123		453		200		25					Badge and sensor data compliance with safety rules
	Bankruptcies		296		(150)		116		404		133		20					Which health plan is used
	CivilRecords		299		(151)		114		414		67		21					Participation in wellness programs
	PsycandBehavQuestions		306		(137)		94		586		563		13					HR data on salaries raises job rotations
	DrivingRecords		327		(147)		79		445		125		19					Non-anonymous engagement and effectiveness surveys
	ArrestRecords		333		(156)		72		554		133		18
	TestIllegalDrug		378		(145)		37		871		800		24
	OldConvic		381		(142)		32		673		400		17
	PriorAbsenteeism		388		(127)		25		666		188		11
	Schooltranscripts		395		(125)		22		650		375		10
	LinkedIn		401		(122)		16		788		875		14
	RecentConvic		414		(127)		18		895		813		16
	References		433		(102)		10		920		813		12
Topic		Politicalviews		210		(138)		391		201		00		42
	religiousaffil		223		(147)		309		199		00		43
	SocialMediaConnections		237		(138)		264		288		188		30
	UnConRomantic		241		(148)		264		193		63		39
	SocialMediaContent		245		(141)		224		552		313		28
	HighRiskHobbies		277		(142)		156		239		125		35
	Homeowner		287		(142)		132		213		125		34
	SocialMediaTypos		288		(150)		126		291		250		29
	LegalRecDrugs		299		(156)		110		469		67		37
	MetalHealth		299		(156)		102		572		250		40
	ReadingHabits		301		(146)		101		132		188		31
	WebBrowser		305		(147)		98		86		63		32
	FamilyStatus		315		(146)		81		516		188		38
	PhysicalHealth		315		(149)		81		584		125		41
	IllegalDrugs		353		(156)		51		815		500		36
	CommuteLength		370		(124)		30		457		563		33
	PreviousEmployerViews		394		(119)		20		869		813		27
	NumJobs5years		416		(111)		14		911		938		26
Goal		Recruiting		351		(117)		38
	Retention		344		(117)		43
	GeneralPolicies		351		(116)		33
	Promotion		332		(127)		55
	TrackMoraleEvalManagers		327		(121)		58

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Web Browser		305		(147)		98		86		63		15					Badge and sensor data tracking movements within company
	Family Status		315		(146)		81		516		188		25					Badge and sensor data compliance with safety rules
	Physical Health		315		(149)		81		584		125		20					Which health plan is used
	Illegal Drugs		353		(156)		51		815		500		21					Participation in wellness programs
	Commute Length		370		(124)		30		457		563		13					HR data on salaries raises job rotations
	Previous Employer Views		394		(119)		20		869		813
	Number of Jobs in Last 5 Years		416		(111)		14		911		938

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Political Views		210		(138)		391		201		00		4					not predictive so unfair
	Religious Affiliation		223		(147)		309		199		00		6					zone of privacy
	Social Media Connections		237		(138)		264		288		188		7					would be misunderstood
	Unconventional Romantic		241		(148)		264		193		63		9					value judgment accepted cost
	Social Media Content		245		(141)		224		552		313		8					useful zone of privacy Unguarded interaction
	High Risk Hobbies		277		(142)		156		239		125		2
	Homeowner		287		(142)		132		213		125		1
	Social Media Typos		288		(150)		126		291		250		3
	Legal Recreational Drugs		299		(156)		110		469		67		5					Internal emails tracking helping patterns
Source		Mental Health		299		(156)		102		572		250		22					Internal computer data compliance with computer use policy
	Reading Habits		301		(146)		101		132		188		23					Internal company social media

bull Used more than expectedbull LinkedInbull Commute length

bull Used (much) less than expectedbull Monitoring for computer misusebull Prior absenteeismbull Physical healthbull Arrest (not conviction) recordsbull Wellness databull Family statusbull Badge data

Rsup2 = 06102

00100200300400500600700800900

1000

0 20 40 60 80 100

ldquoEm

ploy

errdquo

Surv

ey A

ctua

l Use

Percent Expecting that Employers Use

ldquoActualrdquo v Expected Use

bull Low comfort low expected use (red)bull Credit Habits

bull Political views

bull Religious views

bull Social media connections

bull Romantic preferences

bull Moderate expected use low comfort (yellow)

bull Social media content

bull Credit report

bull FacebookInstagram

Rsup2 = 06297

100

150

200

250

300

350

400

450

0 20 40 60 80 100

Leve

l of

Com

fort

(1-5

)

Percent Expecting that Employers Use

Comfort by Expected Use

Potential latent factors

bull Some thoughts on what might be driving differences responses across question

bull Whether the information appears predictive

bull Does it need to be direct or is that just correlated

bull Zones of private conduct

bull Moral commitment ndash equal treatment regardless of X factor

bull Surprise think strategic concealment

(Tentative) Conclusions and Questions

bull Comfort is likely being driven by a combination of factors (justice privacy equity norms) This will need to be unpacked

bull Questions for the roombull What should we be asking about that we are not

bull Is ldquocomfortrdquo the right question

bull Are some of these topics considered by HR rather than by talent analytics

bull Where can we find a more systematic study of what employers do

Below Above

Think Used

Actual() Use

Political Views 210 (138) 391 201 00Religious Affiliation 223 (147) 309 199 00Social Media Connections 237 (138) 264 288 188Unconventional Romantic 241 (148) 264 193 63Social Media Content 245 (141) 224 552 313High Risk Hobbies 277 (142) 156 239 125Homeowner 287 (142) 132 213 125Social Media Typos 288 (150) 126 291 250Legal Recreational Drugs 299 (156) 110 469 67Mental Health 299 (156) 102 572 250Reading Habits 301 (146) 101 132 188

Comfort

Mean

Topics

Below Above

Think Used

Actual() Use

Web Browser 305 (147) 98 86 63Family Status 315 (146) 81 516 188Physical Health 315 (149) 81 584 125Illegal Drugs 353 (156) 51 815 500Commute Length 370 (124) 30 457 563Previous Employer Views 394 (119) 20 869 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Internal Company Data (P R T)Below Above

Think Used

Actual() Use

Badge and sensor data tracking movements within company 281 (149) 138 472 118Which health plan is used 310 (140) 86 450 118Participation in wellness programs 313 (139) 87 483 118Non-anonymous engagement and effectiveness surveys 328 (130) 57 630 647HR data on salaries raises job rotations 335 (125) 57 671 706Internal computer data computer misuse 336 (136) 61 746 235Internal emails tracking helping patterns 340 (129) 54 522 118Internal company social media 352 (125) 43 688 294Badge and sensor data compliance with safety rules 357 (132) 38 591 118

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending Habits 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133Civil Records 299 (151) 114 414 67Psyc and Behavoiral 306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sources of Information

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133

Comfort

Mean

Sources of Information

Below Above

Think Used

Actual() Use

Psyc and Behavoiral Questions

306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

• Privacy Concerns in Talent Analytics What Do Employees Think
• Background
• Two (Pilot) Studies
• Slide Number 4
• Slide Number 5
• Potential latent factors
• (Tentative) Conclusions and Questions
• Topics
• Internal Company Data (P R T)
• Sources of Information
• Sources of Information

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Badge and sensor data tracking movements within company		281		(149)		138		472		118		4					not predictive so unfair
	Which health plan is used		310		(140)		86		450		118		6					zone of privacy
	Participation in wellness programs		313		(139)		87		483		118		7					would be misunderstood
	Non-anonymous engagement and effectiveness surveys		328		(130)		57		630		647		9					value judgment accepted cost
	HR data on salaries raises job rotations		335		(125)		57		671		706		8					useful zone of privacy Unguarded interaction
	Internal computer data computer misuse		336		(136)		61		746		235		2
	Internal emails tracking helping patterns		340		(129)		54		522		118		1
	Internal company social media		352		(125)		43		688		294		3
	Badge and sensor data compliance with safety rules		357		(132)		38		591		118		5					Internal emails tracking helping patterns
Source		CreditHabits		184		(120)		622		172		00		22					Internal computer data compliance with computer use policy
	CreditReport		248		(147)		210		523		250		23					Internal company social media
	FacebookInsta		271		(140)		165		603		313		15					Badge and sensor data tracking movements within company
	TestLegalDrug		287		(158)		123		453		200		25					Badge and sensor data compliance with safety rules
	Bankruptcies		296		(150)		116		404		133		20					Which health plan is used
	CivilRecords		299		(151)		114		414		67		21					Participation in wellness programs
	PsycandBehavQuestions		306		(137)		94		586		563		13					HR data on salaries raises job rotations
	DrivingRecords		327		(147)		79		445		125		19					Non-anonymous engagement and effectiveness surveys
	ArrestRecords		333		(156)		72		554		133		18
	TestIllegalDrug		378		(145)		37		871		800		24
	OldConvic		381		(142)		32		673		400		17
	PriorAbsenteeism		388		(127)		25		666		188		11
	Schooltranscripts		395		(125)		22		650		375		10
	LinkedIn		401		(122)		16		788		875		14
	RecentConvic		414		(127)		18		895		813		16
	References		433		(102)		10		920		813		12
Topic		Politicalviews		210		(138)		391		201		00		42
	religiousaffil		223		(147)		309		199		00		43
	SocialMediaConnections		237		(138)		264		288		188		30
	UnConRomantic		241		(148)		264		193		63		39
	SocialMediaContent		245		(141)		224		552		313		28
	HighRiskHobbies		277		(142)		156		239		125		35
	Homeowner		287		(142)		132		213		125		34
	SocialMediaTypos		288		(150)		126		291		250		29
	LegalRecDrugs		299		(156)		110		469		67		37
	MetalHealth		299		(156)		102		572		250		40
	ReadingHabits		301		(146)		101		132		188		31
	WebBrowser		305		(147)		98		86		63		32
	FamilyStatus		315		(146)		81		516		188		38
	PhysicalHealth		315		(149)		81		584		125		41
	IllegalDrugs		353		(156)		51		815		500		36
	CommuteLength		370		(124)		30		457		563		33
	PreviousEmployerViews		394		(119)		20		869		813		27
	NumJobs5years		416		(111)		14		911		938		26
Goal		Recruiting		351		(117)		38
	Retention		344		(117)		43
	GeneralPolicies		351		(116)		33
	Promotion		332		(127)		55
	TrackMoraleEvalManagers		327		(121)		58

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Web Browser		305		(147)		98		86		63		15					Badge and sensor data tracking movements within company
	Family Status		315		(146)		81		516		188		25					Badge and sensor data compliance with safety rules
	Physical Health		315		(149)		81		584		125		20					Which health plan is used
	Illegal Drugs		353		(156)		51		815		500		21					Participation in wellness programs
	Commute Length		370		(124)		30		457		563		13					HR data on salaries raises job rotations
	Previous Employer Views		394		(119)		20		869		813
	Number of Jobs in Last 5 Years		416		(111)		14		911		938

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Political Views		210		(138)		391		201		00		4					not predictive so unfair
	Religious Affiliation		223		(147)		309		199		00		6					zone of privacy
	Social Media Connections		237		(138)		264		288		188		7					would be misunderstood
	Unconventional Romantic		241		(148)		264		193		63		9					value judgment accepted cost
	Social Media Content		245		(141)		224		552		313		8					useful zone of privacy Unguarded interaction
	High Risk Hobbies		277		(142)		156		239		125		2
	Homeowner		287		(142)		132		213		125		1
	Social Media Typos		288		(150)		126		291		250		3
	Legal Recreational Drugs		299		(156)		110		469		67		5					Internal emails tracking helping patterns
Source		Mental Health		299		(156)		102		572		250		22					Internal computer data compliance with computer use policy
	Reading Habits		301		(146)		101		132		188		23					Internal company social media

bull Low comfort low expected use (red)bull Credit Habits

bull Political views

bull Religious views

bull Social media connections

bull Romantic preferences

bull Moderate expected use low comfort (yellow)

bull Social media content

bull Credit report

bull FacebookInstagram

Rsup2 = 06297

100

150

200

250

300

350

400

450

0 20 40 60 80 100

Leve

l of

Com

fort

(1-5

)

Percent Expecting that Employers Use

Comfort by Expected Use

Potential latent factors

bull Some thoughts on what might be driving differences responses across question

bull Whether the information appears predictive

bull Does it need to be direct or is that just correlated

bull Zones of private conduct

bull Moral commitment ndash equal treatment regardless of X factor

bull Surprise think strategic concealment

(Tentative) Conclusions and Questions

bull Comfort is likely being driven by a combination of factors (justice privacy equity norms) This will need to be unpacked

bull Questions for the roombull What should we be asking about that we are not

bull Is ldquocomfortrdquo the right question

bull Are some of these topics considered by HR rather than by talent analytics

bull Where can we find a more systematic study of what employers do

Below Above

Think Used

Actual() Use

Political Views 210 (138) 391 201 00Religious Affiliation 223 (147) 309 199 00Social Media Connections 237 (138) 264 288 188Unconventional Romantic 241 (148) 264 193 63Social Media Content 245 (141) 224 552 313High Risk Hobbies 277 (142) 156 239 125Homeowner 287 (142) 132 213 125Social Media Typos 288 (150) 126 291 250Legal Recreational Drugs 299 (156) 110 469 67Mental Health 299 (156) 102 572 250Reading Habits 301 (146) 101 132 188

Comfort

Mean

Topics

Below Above

Think Used

Actual() Use

Web Browser 305 (147) 98 86 63Family Status 315 (146) 81 516 188Physical Health 315 (149) 81 584 125Illegal Drugs 353 (156) 51 815 500Commute Length 370 (124) 30 457 563Previous Employer Views 394 (119) 20 869 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Internal Company Data (P R T)Below Above

Think Used

Actual() Use

Badge and sensor data tracking movements within company 281 (149) 138 472 118Which health plan is used 310 (140) 86 450 118Participation in wellness programs 313 (139) 87 483 118Non-anonymous engagement and effectiveness surveys 328 (130) 57 630 647HR data on salaries raises job rotations 335 (125) 57 671 706Internal computer data computer misuse 336 (136) 61 746 235Internal emails tracking helping patterns 340 (129) 54 522 118Internal company social media 352 (125) 43 688 294Badge and sensor data compliance with safety rules 357 (132) 38 591 118

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending Habits 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133Civil Records 299 (151) 114 414 67Psyc and Behavoiral 306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sources of Information

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133

Comfort

Mean

Sources of Information

Below Above

Think Used

Actual() Use

Psyc and Behavoiral Questions

306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

• Privacy Concerns in Talent Analytics What Do Employees Think
• Background
• Two (Pilot) Studies
• Slide Number 4
• Slide Number 5
• Potential latent factors
• (Tentative) Conclusions and Questions
• Topics
• Internal Company Data (P R T)
• Sources of Information
• Sources of Information

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Badge and sensor data tracking movements within company		281		(149)		138		472		118		4					not predictive so unfair
	Which health plan is used		310		(140)		86		450		118		6					zone of privacy
	Participation in wellness programs		313		(139)		87		483		118		7					would be misunderstood
	Non-anonymous engagement and effectiveness surveys		328		(130)		57		630		647		9					value judgment accepted cost
	HR data on salaries raises job rotations		335		(125)		57		671		706		8					useful zone of privacy Unguarded interaction
	Internal computer data computer misuse		336		(136)		61		746		235		2
	Internal emails tracking helping patterns		340		(129)		54		522		118		1
	Internal company social media		352		(125)		43		688		294		3
	Badge and sensor data compliance with safety rules		357		(132)		38		591		118		5					Internal emails tracking helping patterns
Source		CreditHabits		184		(120)		622		172		00		22					Internal computer data compliance with computer use policy
	CreditReport		248		(147)		210		523		250		23					Internal company social media
	FacebookInsta		271		(140)		165		603		313		15					Badge and sensor data tracking movements within company
	TestLegalDrug		287		(158)		123		453		200		25					Badge and sensor data compliance with safety rules
	Bankruptcies		296		(150)		116		404		133		20					Which health plan is used
	CivilRecords		299		(151)		114		414		67		21					Participation in wellness programs
	PsycandBehavQuestions		306		(137)		94		586		563		13					HR data on salaries raises job rotations
	DrivingRecords		327		(147)		79		445		125		19					Non-anonymous engagement and effectiveness surveys
	ArrestRecords		333		(156)		72		554		133		18
	TestIllegalDrug		378		(145)		37		871		800		24
	OldConvic		381		(142)		32		673		400		17
	PriorAbsenteeism		388		(127)		25		666		188		11
	Schooltranscripts		395		(125)		22		650		375		10
	LinkedIn		401		(122)		16		788		875		14
	RecentConvic		414		(127)		18		895		813		16
	References		433		(102)		10		920		813		12
Topic		Politicalviews		210		(138)		391		201		00		42
	religiousaffil		223		(147)		309		199		00		43
	SocialMediaConnections		237		(138)		264		288		188		30
	UnConRomantic		241		(148)		264		193		63		39
	SocialMediaContent		245		(141)		224		552		313		28
	HighRiskHobbies		277		(142)		156		239		125		35
	Homeowner		287		(142)		132		213		125		34
	SocialMediaTypos		288		(150)		126		291		250		29
	LegalRecDrugs		299		(156)		110		469		67		37
	MetalHealth		299		(156)		102		572		250		40
	ReadingHabits		301		(146)		101		132		188		31
	WebBrowser		305		(147)		98		86		63		32
	FamilyStatus		315		(146)		81		516		188		38
	PhysicalHealth		315		(149)		81		584		125		41
	IllegalDrugs		353		(156)		51		815		500		36
	CommuteLength		370		(124)		30		457		563		33
	PreviousEmployerViews		394		(119)		20		869		813		27
	NumJobs5years		416		(111)		14		911		938		26
Goal		Recruiting		351		(117)		38
	Retention		344		(117)		43
	GeneralPolicies		351		(116)		33
	Promotion		332		(127)		55
	TrackMoraleEvalManagers		327		(121)		58

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Web Browser		305		(147)		98		86		63		15					Badge and sensor data tracking movements within company
	Family Status		315		(146)		81		516		188		25					Badge and sensor data compliance with safety rules
	Physical Health		315		(149)		81		584		125		20					Which health plan is used
	Illegal Drugs		353		(156)		51		815		500		21					Participation in wellness programs
	Commute Length		370		(124)		30		457		563		13					HR data on salaries raises job rotations
	Previous Employer Views		394		(119)		20		869		813
	Number of Jobs in Last 5 Years		416		(111)		14		911		938

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Political Views		210		(138)		391		201		00		4					not predictive so unfair
	Religious Affiliation		223		(147)		309		199		00		6					zone of privacy
	Social Media Connections		237		(138)		264		288		188		7					would be misunderstood
	Unconventional Romantic		241		(148)		264		193		63		9					value judgment accepted cost
	Social Media Content		245		(141)		224		552		313		8					useful zone of privacy Unguarded interaction
	High Risk Hobbies		277		(142)		156		239		125		2
	Homeowner		287		(142)		132		213		125		1
	Social Media Typos		288		(150)		126		291		250		3
	Legal Recreational Drugs		299		(156)		110		469		67		5					Internal emails tracking helping patterns
Source		Mental Health		299		(156)		102		572		250		22					Internal computer data compliance with computer use policy
	Reading Habits		301		(146)		101		132		188		23					Internal company social media

Potential latent factors

bull Some thoughts on what might be driving differences responses across question

bull Whether the information appears predictive

bull Does it need to be direct or is that just correlated

bull Zones of private conduct

bull Moral commitment ndash equal treatment regardless of X factor

bull Surprise think strategic concealment

(Tentative) Conclusions and Questions

bull Comfort is likely being driven by a combination of factors (justice privacy equity norms) This will need to be unpacked

bull Questions for the roombull What should we be asking about that we are not

bull Is ldquocomfortrdquo the right question

bull Are some of these topics considered by HR rather than by talent analytics

bull Where can we find a more systematic study of what employers do

Below Above

Think Used

Actual() Use

Political Views 210 (138) 391 201 00Religious Affiliation 223 (147) 309 199 00Social Media Connections 237 (138) 264 288 188Unconventional Romantic 241 (148) 264 193 63Social Media Content 245 (141) 224 552 313High Risk Hobbies 277 (142) 156 239 125Homeowner 287 (142) 132 213 125Social Media Typos 288 (150) 126 291 250Legal Recreational Drugs 299 (156) 110 469 67Mental Health 299 (156) 102 572 250Reading Habits 301 (146) 101 132 188

Comfort

Mean

Topics

Below Above

Think Used

Actual() Use

Web Browser 305 (147) 98 86 63Family Status 315 (146) 81 516 188Physical Health 315 (149) 81 584 125Illegal Drugs 353 (156) 51 815 500Commute Length 370 (124) 30 457 563Previous Employer Views 394 (119) 20 869 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Internal Company Data (P R T)Below Above

Think Used

Actual() Use

Badge and sensor data tracking movements within company 281 (149) 138 472 118Which health plan is used 310 (140) 86 450 118Participation in wellness programs 313 (139) 87 483 118Non-anonymous engagement and effectiveness surveys 328 (130) 57 630 647HR data on salaries raises job rotations 335 (125) 57 671 706Internal computer data computer misuse 336 (136) 61 746 235Internal emails tracking helping patterns 340 (129) 54 522 118Internal company social media 352 (125) 43 688 294Badge and sensor data compliance with safety rules 357 (132) 38 591 118

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending Habits 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133Civil Records 299 (151) 114 414 67Psyc and Behavoiral 306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sources of Information

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133

Comfort

Mean

Sources of Information

Below Above

Think Used

Actual() Use

Psyc and Behavoiral Questions

306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

• Privacy Concerns in Talent Analytics What Do Employees Think
• Background
• Two (Pilot) Studies
• Slide Number 4
• Slide Number 5
• Potential latent factors
• (Tentative) Conclusions and Questions
• Topics
• Internal Company Data (P R T)
• Sources of Information
• Sources of Information

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Badge and sensor data tracking movements within company		281		(149)		138		472		118		4					not predictive so unfair
	Which health plan is used		310		(140)		86		450		118		6					zone of privacy
	Participation in wellness programs		313		(139)		87		483		118		7					would be misunderstood
	Non-anonymous engagement and effectiveness surveys		328		(130)		57		630		647		9					value judgment accepted cost
	HR data on salaries raises job rotations		335		(125)		57		671		706		8					useful zone of privacy Unguarded interaction
	Internal computer data computer misuse		336		(136)		61		746		235		2
	Internal emails tracking helping patterns		340		(129)		54		522		118		1
	Internal company social media		352		(125)		43		688		294		3
	Badge and sensor data compliance with safety rules		357		(132)		38		591		118		5					Internal emails tracking helping patterns
Source		CreditHabits		184		(120)		622		172		00		22					Internal computer data compliance with computer use policy
	CreditReport		248		(147)		210		523		250		23					Internal company social media
	FacebookInsta		271		(140)		165		603		313		15					Badge and sensor data tracking movements within company
	TestLegalDrug		287		(158)		123		453		200		25					Badge and sensor data compliance with safety rules
	Bankruptcies		296		(150)		116		404		133		20					Which health plan is used
	CivilRecords		299		(151)		114		414		67		21					Participation in wellness programs
	PsycandBehavQuestions		306		(137)		94		586		563		13					HR data on salaries raises job rotations
	DrivingRecords		327		(147)		79		445		125		19					Non-anonymous engagement and effectiveness surveys
	ArrestRecords		333		(156)		72		554		133		18
	TestIllegalDrug		378		(145)		37		871		800		24
	OldConvic		381		(142)		32		673		400		17
	PriorAbsenteeism		388		(127)		25		666		188		11
	Schooltranscripts		395		(125)		22		650		375		10
	LinkedIn		401		(122)		16		788		875		14
	RecentConvic		414		(127)		18		895		813		16
	References		433		(102)		10		920		813		12
Topic		Politicalviews		210		(138)		391		201		00		42
	religiousaffil		223		(147)		309		199		00		43
	SocialMediaConnections		237		(138)		264		288		188		30
	UnConRomantic		241		(148)		264		193		63		39
	SocialMediaContent		245		(141)		224		552		313		28
	HighRiskHobbies		277		(142)		156		239		125		35
	Homeowner		287		(142)		132		213		125		34
	SocialMediaTypos		288		(150)		126		291		250		29
	LegalRecDrugs		299		(156)		110		469		67		37
	MetalHealth		299		(156)		102		572		250		40
	ReadingHabits		301		(146)		101		132		188		31
	WebBrowser		305		(147)		98		86		63		32
	FamilyStatus		315		(146)		81		516		188		38
	PhysicalHealth		315		(149)		81		584		125		41
	IllegalDrugs		353		(156)		51		815		500		36
	CommuteLength		370		(124)		30		457		563		33
	PreviousEmployerViews		394		(119)		20		869		813		27
	NumJobs5years		416		(111)		14		911		938		26
Goal		Recruiting		351		(117)		38
	Retention		344		(117)		43
	GeneralPolicies		351		(116)		33
	Promotion		332		(127)		55
	TrackMoraleEvalManagers		327		(121)		58

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Web Browser		305		(147)		98		86		63		15					Badge and sensor data tracking movements within company
	Family Status		315		(146)		81		516		188		25					Badge and sensor data compliance with safety rules
	Physical Health		315		(149)		81		584		125		20					Which health plan is used
	Illegal Drugs		353		(156)		51		815		500		21					Participation in wellness programs
	Commute Length		370		(124)		30		457		563		13					HR data on salaries raises job rotations
	Previous Employer Views		394		(119)		20		869		813
	Number of Jobs in Last 5 Years		416		(111)		14		911		938

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Political Views		210		(138)		391		201		00		4					not predictive so unfair
	Religious Affiliation		223		(147)		309		199		00		6					zone of privacy
	Social Media Connections		237		(138)		264		288		188		7					would be misunderstood
	Unconventional Romantic		241		(148)		264		193		63		9					value judgment accepted cost
	Social Media Content		245		(141)		224		552		313		8					useful zone of privacy Unguarded interaction
	High Risk Hobbies		277		(142)		156		239		125		2
	Homeowner		287		(142)		132		213		125		1
	Social Media Typos		288		(150)		126		291		250		3
	Legal Recreational Drugs		299		(156)		110		469		67		5					Internal emails tracking helping patterns
Source		Mental Health		299		(156)		102		572		250		22					Internal computer data compliance with computer use policy
	Reading Habits		301		(146)		101		132		188		23					Internal company social media

(Tentative) Conclusions and Questions

bull Comfort is likely being driven by a combination of factors (justice privacy equity norms) This will need to be unpacked

bull Questions for the roombull What should we be asking about that we are not

bull Is ldquocomfortrdquo the right question

bull Are some of these topics considered by HR rather than by talent analytics

bull Where can we find a more systematic study of what employers do

Below Above

Think Used

Actual() Use

Political Views 210 (138) 391 201 00Religious Affiliation 223 (147) 309 199 00Social Media Connections 237 (138) 264 288 188Unconventional Romantic 241 (148) 264 193 63Social Media Content 245 (141) 224 552 313High Risk Hobbies 277 (142) 156 239 125Homeowner 287 (142) 132 213 125Social Media Typos 288 (150) 126 291 250Legal Recreational Drugs 299 (156) 110 469 67Mental Health 299 (156) 102 572 250Reading Habits 301 (146) 101 132 188

Comfort

Mean

Topics

Below Above

Think Used

Actual() Use

Web Browser 305 (147) 98 86 63Family Status 315 (146) 81 516 188Physical Health 315 (149) 81 584 125Illegal Drugs 353 (156) 51 815 500Commute Length 370 (124) 30 457 563Previous Employer Views 394 (119) 20 869 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Internal Company Data (P R T)Below Above

Think Used

Actual() Use

Badge and sensor data tracking movements within company 281 (149) 138 472 118Which health plan is used 310 (140) 86 450 118Participation in wellness programs 313 (139) 87 483 118Non-anonymous engagement and effectiveness surveys 328 (130) 57 630 647HR data on salaries raises job rotations 335 (125) 57 671 706Internal computer data computer misuse 336 (136) 61 746 235Internal emails tracking helping patterns 340 (129) 54 522 118Internal company social media 352 (125) 43 688 294Badge and sensor data compliance with safety rules 357 (132) 38 591 118

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending Habits 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133Civil Records 299 (151) 114 414 67Psyc and Behavoiral 306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sources of Information

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133

Comfort

Mean

Sources of Information

Below Above

Think Used

Actual() Use

Psyc and Behavoiral Questions

306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

• Privacy Concerns in Talent Analytics What Do Employees Think
• Background
• Two (Pilot) Studies
• Slide Number 4
• Slide Number 5
• Potential latent factors
• (Tentative) Conclusions and Questions
• Topics
• Internal Company Data (P R T)
• Sources of Information
• Sources of Information

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Badge and sensor data tracking movements within company		281		(149)		138		472		118		4					not predictive so unfair
	Which health plan is used		310		(140)		86		450		118		6					zone of privacy
	Participation in wellness programs		313		(139)		87		483		118		7					would be misunderstood
	Non-anonymous engagement and effectiveness surveys		328		(130)		57		630		647		9					value judgment accepted cost
	HR data on salaries raises job rotations		335		(125)		57		671		706		8					useful zone of privacy Unguarded interaction
	Internal computer data computer misuse		336		(136)		61		746		235		2
	Internal emails tracking helping patterns		340		(129)		54		522		118		1
	Internal company social media		352		(125)		43		688		294		3
	Badge and sensor data compliance with safety rules		357		(132)		38		591		118		5					Internal emails tracking helping patterns
Source		CreditHabits		184		(120)		622		172		00		22					Internal computer data compliance with computer use policy
	CreditReport		248		(147)		210		523		250		23					Internal company social media
	FacebookInsta		271		(140)		165		603		313		15					Badge and sensor data tracking movements within company
	TestLegalDrug		287		(158)		123		453		200		25					Badge and sensor data compliance with safety rules
	Bankruptcies		296		(150)		116		404		133		20					Which health plan is used
	CivilRecords		299		(151)		114		414		67		21					Participation in wellness programs
	PsycandBehavQuestions		306		(137)		94		586		563		13					HR data on salaries raises job rotations
	DrivingRecords		327		(147)		79		445		125		19					Non-anonymous engagement and effectiveness surveys
	ArrestRecords		333		(156)		72		554		133		18
	TestIllegalDrug		378		(145)		37		871		800		24
	OldConvic		381		(142)		32		673		400		17
	PriorAbsenteeism		388		(127)		25		666		188		11
	Schooltranscripts		395		(125)		22		650		375		10
	LinkedIn		401		(122)		16		788		875		14
	RecentConvic		414		(127)		18		895		813		16
	References		433		(102)		10		920		813		12
Topic		Politicalviews		210		(138)		391		201		00		42
	religiousaffil		223		(147)		309		199		00		43
	SocialMediaConnections		237		(138)		264		288		188		30
	UnConRomantic		241		(148)		264		193		63		39
	SocialMediaContent		245		(141)		224		552		313		28
	HighRiskHobbies		277		(142)		156		239		125		35
	Homeowner		287		(142)		132		213		125		34
	SocialMediaTypos		288		(150)		126		291		250		29
	LegalRecDrugs		299		(156)		110		469		67		37
	MetalHealth		299		(156)		102		572		250		40
	ReadingHabits		301		(146)		101		132		188		31
	WebBrowser		305		(147)		98		86		63		32
	FamilyStatus		315		(146)		81		516		188		38
	PhysicalHealth		315		(149)		81		584		125		41
	IllegalDrugs		353		(156)		51		815		500		36
	CommuteLength		370		(124)		30		457		563		33
	PreviousEmployerViews		394		(119)		20		869		813		27
	NumJobs5years		416		(111)		14		911		938		26
Goal		Recruiting		351		(117)		38
	Retention		344		(117)		43
	GeneralPolicies		351		(116)		33
	Promotion		332		(127)		55
	TrackMoraleEvalManagers		327		(121)		58

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Web Browser		305		(147)		98		86		63		15					Badge and sensor data tracking movements within company
	Family Status		315		(146)		81		516		188		25					Badge and sensor data compliance with safety rules
	Physical Health		315		(149)		81		584		125		20					Which health plan is used
	Illegal Drugs		353		(156)		51		815		500		21					Participation in wellness programs
	Commute Length		370		(124)		30		457		563		13					HR data on salaries raises job rotations
	Previous Employer Views		394		(119)		20		869		813
	Number of Jobs in Last 5 Years		416		(111)		14		911		938

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Political Views		210		(138)		391		201		00		4					not predictive so unfair
	Religious Affiliation		223		(147)		309		199		00		6					zone of privacy
	Social Media Connections		237		(138)		264		288		188		7					would be misunderstood
	Unconventional Romantic		241		(148)		264		193		63		9					value judgment accepted cost
	Social Media Content		245		(141)		224		552		313		8					useful zone of privacy Unguarded interaction
	High Risk Hobbies		277		(142)		156		239		125		2
	Homeowner		287		(142)		132		213		125		1
	Social Media Typos		288		(150)		126		291		250		3
	Legal Recreational Drugs		299		(156)		110		469		67		5					Internal emails tracking helping patterns
Source		Mental Health		299		(156)		102		572		250		22					Internal computer data compliance with computer use policy
	Reading Habits		301		(146)		101		132		188		23					Internal company social media

Below Above

Think Used

Actual() Use

Political Views 210 (138) 391 201 00Religious Affiliation 223 (147) 309 199 00Social Media Connections 237 (138) 264 288 188Unconventional Romantic 241 (148) 264 193 63Social Media Content 245 (141) 224 552 313High Risk Hobbies 277 (142) 156 239 125Homeowner 287 (142) 132 213 125Social Media Typos 288 (150) 126 291 250Legal Recreational Drugs 299 (156) 110 469 67Mental Health 299 (156) 102 572 250Reading Habits 301 (146) 101 132 188

Comfort

Mean

Topics

Below Above

Think Used

Actual() Use

Web Browser 305 (147) 98 86 63Family Status 315 (146) 81 516 188Physical Health 315 (149) 81 584 125Illegal Drugs 353 (156) 51 815 500Commute Length 370 (124) 30 457 563Previous Employer Views 394 (119) 20 869 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Internal Company Data (P R T)Below Above

Think Used

Actual() Use

Badge and sensor data tracking movements within company 281 (149) 138 472 118Which health plan is used 310 (140) 86 450 118Participation in wellness programs 313 (139) 87 483 118Non-anonymous engagement and effectiveness surveys 328 (130) 57 630 647HR data on salaries raises job rotations 335 (125) 57 671 706Internal computer data computer misuse 336 (136) 61 746 235Internal emails tracking helping patterns 340 (129) 54 522 118Internal company social media 352 (125) 43 688 294Badge and sensor data compliance with safety rules 357 (132) 38 591 118

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending Habits 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133Civil Records 299 (151) 114 414 67Psyc and Behavoiral 306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sources of Information

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133

Comfort

Mean

Sources of Information

Below Above

Think Used

Actual() Use

Psyc and Behavoiral Questions

306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

• Privacy Concerns in Talent Analytics What Do Employees Think
• Background
• Two (Pilot) Studies
• Slide Number 4
• Slide Number 5
• Potential latent factors
• (Tentative) Conclusions and Questions
• Topics
• Internal Company Data (P R T)
• Sources of Information
• Sources of Information

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Badge and sensor data tracking movements within company		281		(149)		138		472		118		4					not predictive so unfair
	Which health plan is used		310		(140)		86		450		118		6					zone of privacy
	Participation in wellness programs		313		(139)		87		483		118		7					would be misunderstood
	Non-anonymous engagement and effectiveness surveys		328		(130)		57		630		647		9					value judgment accepted cost
	HR data on salaries raises job rotations		335		(125)		57		671		706		8					useful zone of privacy Unguarded interaction
	Internal computer data computer misuse		336		(136)		61		746		235		2
	Internal emails tracking helping patterns		340		(129)		54		522		118		1
	Internal company social media		352		(125)		43		688		294		3
	Badge and sensor data compliance with safety rules		357		(132)		38		591		118		5					Internal emails tracking helping patterns
Source		CreditHabits		184		(120)		622		172		00		22					Internal computer data compliance with computer use policy
	CreditReport		248		(147)		210		523		250		23					Internal company social media
	FacebookInsta		271		(140)		165		603		313		15					Badge and sensor data tracking movements within company
	TestLegalDrug		287		(158)		123		453		200		25					Badge and sensor data compliance with safety rules
	Bankruptcies		296		(150)		116		404		133		20					Which health plan is used
	CivilRecords		299		(151)		114		414		67		21					Participation in wellness programs
	PsycandBehavQuestions		306		(137)		94		586		563		13					HR data on salaries raises job rotations
	DrivingRecords		327		(147)		79		445		125		19					Non-anonymous engagement and effectiveness surveys
	ArrestRecords		333		(156)		72		554		133		18
	TestIllegalDrug		378		(145)		37		871		800		24
	OldConvic		381		(142)		32		673		400		17
	PriorAbsenteeism		388		(127)		25		666		188		11
	Schooltranscripts		395		(125)		22		650		375		10
	LinkedIn		401		(122)		16		788		875		14
	RecentConvic		414		(127)		18		895		813		16
	References		433		(102)		10		920		813		12
Topic		Politicalviews		210		(138)		391		201		00		42
	religiousaffil		223		(147)		309		199		00		43
	SocialMediaConnections		237		(138)		264		288		188		30
	UnConRomantic		241		(148)		264		193		63		39
	SocialMediaContent		245		(141)		224		552		313		28
	HighRiskHobbies		277		(142)		156		239		125		35
	Homeowner		287		(142)		132		213		125		34
	SocialMediaTypos		288		(150)		126		291		250		29
	LegalRecDrugs		299		(156)		110		469		67		37
	MetalHealth		299		(156)		102		572		250		40
	ReadingHabits		301		(146)		101		132		188		31
	WebBrowser		305		(147)		98		86		63		32
	FamilyStatus		315		(146)		81		516		188		38
	PhysicalHealth		315		(149)		81		584		125		41
	IllegalDrugs		353		(156)		51		815		500		36
	CommuteLength		370		(124)		30		457		563		33
	PreviousEmployerViews		394		(119)		20		869		813		27
	NumJobs5years		416		(111)		14		911		938		26
Goal		Recruiting		351		(117)		38
	Retention		344		(117)		43
	GeneralPolicies		351		(116)		33
	Promotion		332		(127)		55
	TrackMoraleEvalManagers		327		(121)		58

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Web Browser		305		(147)		98		86		63		15					Badge and sensor data tracking movements within company
	Family Status		315		(146)		81		516		188		25					Badge and sensor data compliance with safety rules
	Physical Health		315		(149)		81		584		125		20					Which health plan is used
	Illegal Drugs		353		(156)		51		815		500		21					Participation in wellness programs
	Commute Length		370		(124)		30		457		563		13					HR data on salaries raises job rotations
	Previous Employer Views		394		(119)		20		869		813
	Number of Jobs in Last 5 Years		416		(111)		14		911		938

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Political Views		210		(138)		391		201		00		4					not predictive so unfair
	Religious Affiliation		223		(147)		309		199		00		6					zone of privacy
	Social Media Connections		237		(138)		264		288		188		7					would be misunderstood
	Unconventional Romantic		241		(148)		264		193		63		9					value judgment accepted cost
	Social Media Content		245		(141)		224		552		313		8					useful zone of privacy Unguarded interaction
	High Risk Hobbies		277		(142)		156		239		125		2
	Homeowner		287		(142)		132		213		125		1
	Social Media Typos		288		(150)		126		291		250		3
	Legal Recreational Drugs		299		(156)		110		469		67		5					Internal emails tracking helping patterns
Source		Mental Health		299		(156)		102		572		250		22					Internal computer data compliance with computer use policy
	Reading Habits		301		(146)		101		132		188		23					Internal company social media

Internal Company Data (P R T)Below Above

Think Used

Actual() Use

Badge and sensor data tracking movements within company 281 (149) 138 472 118Which health plan is used 310 (140) 86 450 118Participation in wellness programs 313 (139) 87 483 118Non-anonymous engagement and effectiveness surveys 328 (130) 57 630 647HR data on salaries raises job rotations 335 (125) 57 671 706Internal computer data computer misuse 336 (136) 61 746 235Internal emails tracking helping patterns 340 (129) 54 522 118Internal company social media 352 (125) 43 688 294Badge and sensor data compliance with safety rules 357 (132) 38 591 118

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending Habits 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133Civil Records 299 (151) 114 414 67Psyc and Behavoiral 306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sources of Information

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133

Comfort

Mean

Sources of Information

Below Above

Think Used

Actual() Use

Psyc and Behavoiral Questions

306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

• Privacy Concerns in Talent Analytics What Do Employees Think
• Background
• Two (Pilot) Studies
• Slide Number 4
• Slide Number 5
• Potential latent factors
• (Tentative) Conclusions and Questions
• Topics
• Internal Company Data (P R T)
• Sources of Information
• Sources of Information

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Badge and sensor data tracking movements within company		281		(149)		138		472		118		4					not predictive so unfair
	Which health plan is used		310		(140)		86		450		118		6					zone of privacy
	Participation in wellness programs		313		(139)		87		483		118		7					would be misunderstood
	Non-anonymous engagement and effectiveness surveys		328		(130)		57		630		647		9					value judgment accepted cost
	HR data on salaries raises job rotations		335		(125)		57		671		706		8					useful zone of privacy Unguarded interaction
	Internal computer data computer misuse		336		(136)		61		746		235		2
	Internal emails tracking helping patterns		340		(129)		54		522		118		1
	Internal company social media		352		(125)		43		688		294		3
	Badge and sensor data compliance with safety rules		357		(132)		38		591		118		5					Internal emails tracking helping patterns
Source		CreditHabits		184		(120)		622		172		00		22					Internal computer data compliance with computer use policy
	CreditReport		248		(147)		210		523		250		23					Internal company social media
	FacebookInsta		271		(140)		165		603		313		15					Badge and sensor data tracking movements within company
	TestLegalDrug		287		(158)		123		453		200		25					Badge and sensor data compliance with safety rules
	Bankruptcies		296		(150)		116		404		133		20					Which health plan is used
	CivilRecords		299		(151)		114		414		67		21					Participation in wellness programs
	PsycandBehavQuestions		306		(137)		94		586		563		13					HR data on salaries raises job rotations
	DrivingRecords		327		(147)		79		445		125		19					Non-anonymous engagement and effectiveness surveys
	ArrestRecords		333		(156)		72		554		133		18
	TestIllegalDrug		378		(145)		37		871		800		24
	OldConvic		381		(142)		32		673		400		17
	PriorAbsenteeism		388		(127)		25		666		188		11
	Schooltranscripts		395		(125)		22		650		375		10
	LinkedIn		401		(122)		16		788		875		14
	RecentConvic		414		(127)		18		895		813		16
	References		433		(102)		10		920		813		12
Topic		Politicalviews		210		(138)		391		201		00		42
	religiousaffil		223		(147)		309		199		00		43
	SocialMediaConnections		237		(138)		264		288		188		30
	UnConRomantic		241		(148)		264		193		63		39
	SocialMediaContent		245		(141)		224		552		313		28
	HighRiskHobbies		277		(142)		156		239		125		35
	Homeowner		287		(142)		132		213		125		34
	SocialMediaTypos		288		(150)		126		291		250		29
	LegalRecDrugs		299		(156)		110		469		67		37
	MetalHealth		299		(156)		102		572		250		40
	ReadingHabits		301		(146)		101		132		188		31
	WebBrowser		305		(147)		98		86		63		32
	FamilyStatus		315		(146)		81		516		188		38
	PhysicalHealth		315		(149)		81		584		125		41
	IllegalDrugs		353		(156)		51		815		500		36
	CommuteLength		370		(124)		30		457		563		33
	PreviousEmployerViews		394		(119)		20		869		813		27
	NumJobs5years		416		(111)		14		911		938		26
Goal		Recruiting		351		(117)		38
	Retention		344		(117)		43
	GeneralPolicies		351		(116)		33
	Promotion		332		(127)		55
	TrackMoraleEvalManagers		327		(121)		58

Below Above

Think Used

Actual() Use

Credit Spending Habits 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133Civil Records 299 (151) 114 414 67Psyc and Behavoiral 306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sources of Information

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Below Above

Think Used

Actual() Use

Credit Spending 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133

Comfort

Mean

Sources of Information

Below Above

Think Used

Actual() Use

Psyc and Behavoiral Questions

306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

• Privacy Concerns in Talent Analytics What Do Employees Think
• Background
• Two (Pilot) Studies
• Slide Number 4
• Slide Number 5
• Potential latent factors
• (Tentative) Conclusions and Questions
• Topics
• Internal Company Data (P R T)
• Sources of Information
• Sources of Information

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

Below Above

Think Used

Actual() Use

Credit Spending 184 (120) 622 172 00Credit Report 248 (147) 210 523 250Facebook Instagram 271 (140) 165 603 313Test Legal Drugs 287 (158) 123 453 200Bankruptcies 296 (150) 116 404 133

Comfort

Mean

Sources of Information

Below Above

Think Used

Actual() Use

Psyc and Behavoiral Questions

306 (137) 94 586 563Driving Records 327 (147) 79 445 125Arrest Records 333 (156) 72 554 133Test Illegal Drugs 378 (145) 37 871 800Old Convictions 381 (142) 32 673 400Prior Absenteeism 388 (127) 25 666 188School transcripts 395 (125) 22 650 375LinkedIn 401 (122) 16 788 875Recent Convictions 414 (127) 18 895 813References 433 (102) 10 920 813

Comfort

Mean

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

Sheet1 (3)

Sheet1 (2)

Comfort by Expected Use

Comfort017174515235457063020107238605898123019946091644204852028763440860215056019302949061662197055227882037533516052341597796143247060277777777777775023924731182795704723756906077348202129380053908355704530386740331491802914438502673796804044321329639889404691689008042895204138888888888888605721925133689839101317204301075268885561497326203204E-2058563535911602205045027624309392267048342541436464087051612903225806450584450402144772060444751381215469590629834254143646350553719008264462850671270718232044210745856353591160205220994475138122106878453038674032808150134048257372505911602209944751804572192513368983908705234159779614606731301939058171906657458563535911808686327077747989506501377410468319707878787878787878508950276243093923109112903225806451309198895027624309818370165745856348210133333333333112231382978723405423670212765957439240957446808510632453333333333333624834254143646435271074380165289242773936170212765628066298342541445287165775401069562873278236914600828829787234042548295867768595041362986666666666666829917127071823229946808510638281300531914893617323053333333333332330580110497237594310497237569060763127071823204421315199999999999923154255319148936232699724517906334328176795580110573327823691460057233480662983425402336464088397790073395027624309392935220994475138133534574468085105435690607734806643369680851063829637768595041322337380716253443525913876033057851239439414893617021289395316804407713334008264462809918413573407202216274164893617021273443314917127071819

Sheet1

Sheet4

Sheet2

Sheet3

• Privacy Concerns in Talent Analytics What Do Employees Think
• Background
• Two (Pilot) Studies
• Slide Number 4
• Slide Number 5
• Potential latent factors
• (Tentative) Conclusions and Questions
• Topics
• Internal Company Data (P R T)
• Sources of Information
• Sources of Information

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
	Psyc and Behavoiral Questions		306		(137)		94		586		563		1
	Driving Records		327		(147)		79		445		125		3
	Arrest Records		333		(156)		72		554		133		5					Internal emails tracking helping patterns
Source		Test Illegal Drugs		378		(145)		37		871		800		22					Internal computer data compliance with computer use policy
	Old Convictions		381		(142)		32		673		400		23					Internal company social media
	Prior Absenteeism		388		(127)		25		666		188		15					Badge and sensor data tracking movements within company
	School transcripts		395		(125)		22		650		375		25					Badge and sensor data compliance with safety rules
	LinkedIn		401		(122)		16		788		875		20					Which health plan is used
	Recent Convictions		414		(127)		18		895		813		21					Participation in wellness programs
	References		433		(102)		10		920		813		13					HR data on salaries raises job rotations

	Correlations
		Age
1		Age		1			490
4		PromRet_InternalMessagesHelpingComfort		190		000		362
7		PromRet_InternalMessagesMisuseComfort		230		000		362
10		PromRet_InternalSocialMediaComfort		204		000		362
13		PromRet_BadgeDataLocationComfort		092		079		362
16		PromRet_BadgeDataSafetyComfort		136		010		362
19		PromRet_HealthPlanComfort		-020		710		362
22		PromRet_WellnessParticipationComfort		-122		021		362
25		PromRet_HRDataPredictAttritionComfort		196		000		362
28		PromRet_EngagementSurveysComfort		173		001		362
31		Source_SchooltranscriptsComfort		148		005		363
34		Source_PriorAbsenteeismComfort		143		006		363
37		Source_ReferencesComfort		199		000		362
40		Source_PsycandBehavQuestionsComfort		066		211		362
43		Source_LinkedInComfort		022		681		363
46		Source_FacebookInstaComfort		036		491		363
49		Source_RecentConvicComfort		051		334		361
52		Source_OldConvicComfort		023		656		363
55		Source_ArrestRecordsComfort		-013		810		363
58		Source_DrivingRecordsComfort		040		449		363
61		Source_BankruptciesComfort		003		955		363
64		Source_CivilRecordsComfort		-009		867		362
67		Source_CreditHabitsComfort		-006		908		362
70		Source_CreditReportComfort		006		914		362
73		Source_TestIllegalDrugComfort		126		016		363
76		Source_TestLegalDrugComfort		030		571		363
79		Topic_NumJobs5yearsComfort		130		011		376
82		Topic_PreviousEmployerViewsComfort		130		012		376
85		Topic_SocialMediaContentComfort		-001		977		375
88		Topic_SocialMediaTyposComfort		025		622		376
91		Topic_SocialMediaConnectionsComfort		-098		057		376
94		Topic_ReadingHabitsComfort		-137		008		376
97		Topic_WebBrowserComfort		-106		041		375
100		Topic_CommuteLengthComfort		017		743		376
103		Topic_HomeownerComfort		002		968		374
106		Topic_HighRiskHobbiesComfort		-057		271		376
109		Topic_IllegalDrugsComfort		-002		966		376
112		Topic_LegalRecDrugsComfort		-062		230		375
115		Topic_FamilyStatusComfort		069		180		375
118		Topic_UnConRomanticComfort		-099		056		376
121		Topic_MetalHealthComfort		-012		821		376
124		Topic_PhysicalHealthComfort		-003		954		376
127		Topic_PoliticalviewsComfort		-090		081		375
130		Topic_religiousaffilComfort		-080		119		376
		-00024796991

					1		2		3		T
2		PromRet_InternalMessagesHelpingEmpUse		522		287		191		189		104		69		362
11		PromRet_InternalMessagesMisuseEmpUse		746		144		110		270		52		40		362
20		PromRet_InternalSocialMediaEmpUse		688		171		141		249		62		51		362
29		PromRet_BadgeDataLocationEmpUse		472		309		218		171		112		79		362
38		PromRet_BadgeDataSafetyEmpUse		591		232		177		214		84		64		362
47		PromRet_HealthPlanEmpUse		450		359		191		163		130		69		362
56		PromRet_WellnessParticipationEmpUse		483		315		202		175		114		73		362
65		PromRet_HRDataPredictAttritionEmpUse		671		157		171		243		57		62		362
74		PromRet_EngagementSurveysEmpUse		630		199		171		228		72		62		362
83		Source_SchooltranscriptsEmpUse		650		231		118		236		84		43		363
92		Source_PriorAbsenteeismEmpUse		666		224		110		241		81		40		362
101		Source_ReferencesEmpUse		920		50		30		333		18		11		362
110		Source_PsycandBehavQuestionsEmpUse		586		249		166		212		90		60		362
119		Source_LinkedInEmpUse		788		121		91		286		44		33		363
128		Source_FacebookInstaEmpUse		603		239		158		217		86		57		360
137		Source_RecentConvicEmpUse		895		61		44		324		22		16		362
146		Source_OldConvicEmpUse		673		183		144		243		66		52		361
155		Source_ArrestRecordsEmpUse		554		231		215		201		84		78		363
164		Source_DrivingRecordsEmpUse		445		331		224		161		120		81		362
173		Source_BankruptciesEmpUse		404		366		230		146		132		83		361
182		Source_CivilRecordsEmpUse		414		333		253		149		120		91		360
191		Source_CreditHabitsEmpUse		172		620		208		62		224		75		361
200		Source_CreditReportEmpUse		523		309		168		190		112		61		363
209		Source_TestIllegalDrugEmpUse		871		72		58		316		26		21		363
218		Source_TestLegalDrugEmpUse		453		392		155		164		142		56		362
227		Topic_NumJobs5yearsEmpUse		911		43		46		339		16		17		372
236		Topic_PreviousEmployerViewsEmpUse		869		78		54		324		29		20		373
245		Topic_SocialMediaContentEmpUse		552		225		223		206		84		83		373
254		Topic_SocialMediaTyposEmpUse		291		409		299		109		153		112		374
263		Topic_SocialMediaConnectionsEmpUse		288		414		298		107		154		111		372
272		Topic_ReadingHabitsEmpUse		132		661		207		49		246		77		372
281		Topic_WebBrowserEmpUse		86		722		193		32		270		72		374
290		Topic_CommuteLengthEmpUse		457		345		198		171		129		74		374
299		Topic_HomeownerEmpUse		213		555		232		79		206		86		371
308		Topic_HighRiskHobbiesEmpUse		239		481		280		89		179		104		372
317		Topic_IllegalDrugsEmpUse		815		107		78		304		40		29		373
326		Topic_LegalRecDrugsEmpUse		469		346		185		175		129		69		373
335		Topic_FamilyStatusEmpUse		516		296		188		192		110		70		372
344		Topic_UnConRomanticEmpUse		193		547		260		72		204		97		373
353		Topic_MetalHealthEmpUse		572		243		184		214		91		69		374
362		Topic_PhysicalHealthEmpUse		584		236		180		218		88		67		373
371		Topic_PoliticalviewsEmpUse		201		542		257		75		202		96		373
380		Topic_religiousaffilEmpUse		199		577		224		74		214		83		371

		1		2		3		4		5		T		Below Mid		Above Mid		BelowAbove
2		PromRet_InternalMessagesHelpingComfort		34		71		61		110		86		362		02900552486		05414364641		05357142857
13		PromRet_InternalMessagesMisuseComfort		39		76		59		90		98		362		0317679558		05193370166		06117021277
24		PromRet_InternalSocialMediaComfort		25		58		86		89		104		362		0229281768		05331491713		04300518135
35		PromRet_BadgeDataLocationComfort		93		89		48		59		73		362		05027624309		0364640884		13787878788
46		PromRet_BadgeDataSafetyComfort		39		41		69		101		112		362		02209944751		05883977901		03755868545
57		PromRet_HealthPlanComfort		64		64		86		66		82		362		03535911602		0408839779		08648648649
68		PromRet_WellnessParticipationComfort		57		74		80		68		83		362		0361878453		04171270718		08675496689
79		PromRet_HRDataPredictAttritionComfort		30		71		84		97		80		362		02790055249		04889502762		05706214689
90		PromRet_EngagementSurveysComfort		48		46		103		86		79		362		02596685083		0455801105		05696969697
101		Source_SchooltranscriptsComfort		23		35		47		89		169		363		01597796143		07107438017		02248062016
112		Source_PriorAbsenteeismComfort		24		37		62		77		163		363		01680440771		06611570248		02541666667
123		Source_ReferencesComfort		9		22		26		88		217		362		00856353591		08425414365		01016393443
134		Source_PsycandBehavQuestionsComfort		59		82		71		79		71		362		03895027624		04143646409		094
145		Source_LinkedInComfort		25		17		66		77		178		363		01157024793		07024793388		01647058824
156		Source_FacebookInstaComfort		91		92		69		53		58		363		05041322314		0305785124		16486486486
167		Source_RecentConvicComfort		26		24		40		56		215		361		01385041551		07506925208		0184501845
178		Source_OldConvicComfort		41		33		60		50		179		363		02038567493		06308539945		03231441048
189		Source_ArrestRecordsComfort		67		61		57		42		136		363		03526170799		04903581267		07191011236
200		Source_DrivingRecordsComfort		52		82		60		54		115		363		03691460055		04655647383		07928994083
211		Source_BankruptciesComfort		84		72		72		45		90		363		04297520661		03719008264		11555555556
222		Source_CivilRecordsComfort		81		75		69		40		97		362		04309392265		03784530387		11386861314
233		Source_CreditHabitsComfort		204		82		30		23		23		362		07900552486		01270718232		62173913043
244		Source_CreditReportComfort		130		86		43		47		56		362		05966850829		02845303867		20970873786
255		Source_TestIllegalDrugComfort		42		44		45		54		178		363		02369146006		06391184573		03706896552
266		Source_TestLegalDrugComfort		109		59		58		43		94		363		04628099174		03774104683		12262773723
277		Topic_NumJobs5yearsComfort		12		29		45		89		201		376		01090425532		07712765957		01413793103
288		Topic_PreviousEmployerViewsComfort		21		33		52		111		159		376		01436170213		07180851064		02
299		Topic_SocialMediaContentComfort		131		89		57		50		48		375		05866666667		02613333333		22448979592
310		Topic_SocialMediaTyposComfort		95		75		71		49		86		376		04521276596		03590425532		12592592593
321		Topic_SocialMediaConnectionsComfort		141		86		63		42		44		376		06037234043		02287234043		26395348837
332		Topic_ReadingHabitsComfort		82		65		83		61		85		376		03909574468		03882978723		10068493151
343		Topic_WebBrowserComfort		80		59		94		45		97		375		03706666667		03786666667		09788732394
354		Topic_CommuteLengthComfort		24		41		94		83		134		376		01728723404		05771276596		02995391705
365		Topic_HomeownerComfort		82		82		86		50		74		374		04385026738		03315508021		13225806452
376		Topic_HighRiskHobbiesComfort		88		98		71		49		70		376		04946808511		03164893617		15630252101
387		Topic_IllegalDrugsComfort		69		39		56		46		166		376		02872340426		05638297872		05094339623
398		Topic_LegalRecDrugsComfort		94		69		64		44		104		375		04346666667		03946666667		11013513514
409		Topic_FamilyStatusComfort		71		64		74		69		97		375		036		04426666667		0813253012
420		Topic_UnConRomanticComfort		147		80		63		20		66		376		06037234043		02287234043		26395348837
431		Topic_MetalHealthComfort		100		58		63		54		101		376		0420212766		04122340426		10193548387
442		Topic_PhysicalHealthComfort		75		65		63		73		100		376		03723404255		0460106383		08092485549
453		Topic_PoliticalviewsComfort		187		71		51		24		42		375		0688		0176		39090909091
464		Topic_religiousaffilComfort		181		63		53		22		57		376		06489361702		0210106383		30886075949
								ERRORDIV0		ERRORDIV0		ERRORDIV0
								ERRORDIV0		ERRORDIV0		ERRORDIV0
	Recruiting		24		65		47		164		69		369		02411924119		06314363144		03819742489
	Retention		24		63		79		131		72		369		02357723577		05501355014		04285714286
	GeneralPolicies		28		43		86		138		74		369		01924119241		05745257453		03349056604
	Promotion		38		74		55		135		67		369		03035230352		05474254743		05544554455		38		36
	TrackMoraleEvalManagers		36		69		83		123		58		369		02845528455		04905149051		05801104972		74		69
							0			79		86		55		83
							0			131		138		135		123
							0			72		74		67		58

		Comfort						Employers Use					Employer Survey
		Mean			Below Mid		Above Mid		Below Above		Yes		No		DK		N					index
Promote Retain		BadgeDataLocation		281		(149)		503		365		138		472		309		218		362		176		(125)		118		4					not predictive so unfair
	HealthPlan		310		(140)		354		409		86		450		359		191		362		188		(132)		118		6					zone of privacy
	WellnessParticipation		313		(139)		362		417		87		483		315		202		362		188		(117)		118		7					would be misunderstood
	EngagementSurveys		328		(130)		260		456		57		630		199		171		362		365		(132)		647		9					value judgment accepted cost
	HRDataPredictAttrition		335		(125)		279		489		57		671		157		171		362		376		(148)		706		8					useful zone of privacy Unguarded interaction
	InternalMessagesMisuse		336		(136)		318		519		61		746		144		110		362		212		(154)		235		2
	InternalMessagesHelping		340		(129)		290		541		54		522		287		191		362		159		(123)		118		1
	InternalSocialMedia		352		(125)		229		533		43		688		171		141		362		247		(170)		294		3
	BadgeDataSafety		357		(132)		221		588		38		591		232		177		362		176		(115)		118		5
Source		CreditHabits		184		(120)		790		127		622		172		620		208		362		125		(58)		00		22
	CreditReport		248		(147)		597		285		210		523		309		168		362		200		(141)		250		23
	FacebookInsta		271		(140)		504		306		165		603		239		158		363		244		(136)		313		15
	TestLegalDrug		287		(158)		463		377		123		453		392		155		363		200		(151)		200		25
	Bankruptcies		296		(150)		430		372		116		404		366		230		363		187		(113)		133		20
	CivilRecords		299		(151)		431		378		114		414		333		253		362		187		(106)		67		21
	PsycandBehavQuestions		306		(137)		390		414		94		586		249		166		362		338		(136)		563		13
	DrivingRecords		327		(147)		369		466		79		445		331		224		363		200		(110)		125		19
	ArrestRecords		333		(156)		353		490		72		554		231		215		363		233		(123)		133		18
	TestIllegalDrug		378		(145)		237		639		37		871		72		58		363		400		(146)		800		24
	OldConvic		381		(142)		204		631		32		673		183		144		363		287		(141)		400		17
	PriorAbsenteeism		388		(127)		168		661		25		666		224		110		363		200		(137)		188		11
	Schooltranscripts		395		(125)		160		711		22		650		231		118		363		294		(157)		375		10
	LinkedIn		401		(122)		116		702		16		788		121		91		363		425		(68)		875		14
	RecentConvic		414		(127)		139		751		18		895		61		44		361		419		(122)		813		16
	References		433		(102)		86		843		10		920		50		30		362		419		(111)		813		12
Topic		Politicalviews		210		(138)		688		176		391		201		542		257		375		119		(54)		00		42
	religiousaffil		223		(147)		649		210		309		199		577		224		376		119		(54)		00		43
	SocialMediaConnections		237		(138)		604		229		264		288		414		298		376		250		(121)		188		30
	UnConRomantic		241		(148)		604		229		264		193		547		260		376		125		(77)		63		39
	SocialMediaContent		245		(141)		587		261		224		552		225		223		375		275		(129)		313		28
	HighRiskHobbies		277		(142)		495		316		156		239		481		280		376		181		(128)		125		35
	Homeowner		287		(142)		439		332		132		213		555		232		374		194		(118)		125		34
	SocialMediaTypos		288		(150)		452		359		126		291		409		299		376		263		(141)		250		29
	LegalRecDrugs		299		(156)		435		395		110		469		346		185		375		153		(92)		67		37
	MetalHealth		299		(156)		420		412		102		572		243		184		376		200		(146)		250		40
	ReadingHabits		301		(146)		391		388		101		132		661		207		376		213		(131)		188		31
	WebBrowser		305		(147)		371		379		98		86		722		193		375		144		(89)		63		32
	FamilyStatus		315		(146)		360		443		81		516		296		188		375		194		(139)		188		38
	PhysicalHealth		315		(149)		372		460		81		584		236		180		376		188		(131)		125		41
	IllegalDrugs		353		(156)		287		564		51		815		107		78		376		325		(153)		500		36
	CommuteLength		370		(124)		173		577		30		457		345		198		376		344		(126)		563		33
	PreviousEmployerViews		394		(119)		144		718		20		869		78		54		376		400		(115)		813		27
	NumJobs5years		416		(111)		109		771		14		911		43		46		376		469		(101)		938		26
Goal		Recruiting		351		(117)		241		631		38
	Retention		344		(117)		236		550		43
	GeneralPolicies		351		(116)		192		575		33
	Promotion		332		(127)		304		547		55
	TrackMoraleEvalManagers		327		(121)		285		491		58
					Bottom two are significantly different than others
	Male		502
	Female		498
	Age		3895		(1245)
	Median 37
	White		834
	Hispanic		48
	ED
	High School or GED		149
	Some college no degree		235
	2 year degree		104
	4year degree		404
	Graduate or professional		108
	CurrentlyEmployed
	Full time		651
	Part Time		176
	Unemployed		173
	LastSearchEmploy
	Currently searching		159
	In the last 6 months		167
	In the last 2years		216
	In the last 5 years		222
	In the last 10 years		122
	Longer than 10 years ago		112
	EmployerSize
	0-4 employees		118
	5-9 employees		61
	10-19 employees		108
	20-99 employees		198
	100-499 employees		169
	500 or more employees		345

		Employers Use		Comfort									Employer Survey
		Expect Use		Comfort			Below Mid		Above Mid		Below Above		No		DK		N					index
Promote Retain		CreditHabits		017		184		(120)		790		127		622		620		208		362		125		(58)		00		1					not predictive so unfair
	Politicalviews		020		210		(138)		688		176		391		542		257		375		119		(54)		00		2					zone of privacy
	religiousaffil		020		223		(147)		649		210		309		577		224		376		119		(54)		00		3					would be misunderstood
	SocialMediaConnections		029		237		(138)		604		229		264		414		298		376		250		(121)		188		4					value judgment accepted cost
	UnConRomantic		019		241		(148)		604		229		264		547		260		376		125		(77)		63		5					useful zone of privacy Unguarded interaction
	SocialMediaContent		055		245		(141)		587		261		224		225		223		375		275		(129)		313		6
	CreditReport		052		248		(147)		597		285		210		309		168		362		200		(141)		250		7
	FacebookInsta		060		271		(140)		504		306		165		239		158		363		244		(136)		313		8
	HighRiskHobbies		024		277		(142)		495		316		156		481		280		376		181		(128)		125		9
Source		BadgeDataLocation		047		281		(149)		503		365		138		309		218		362		176		(125)		118		10
	Homeowner		021		287		(142)		439		332		132		555		232		374		194		(118)		125		11
	TestLegalDrug		045		287		(158)		463		377		123		392		155		363		200		(151)		200		12
	SocialMediaTypos		029		288		(150)		452		359		126		409		299		376		263		(141)		250		13
	Bankruptcies		040		296		(150)		430		372		116		366		230		363		187		(113)		133		14
	LegalRecDrugs		047		299		(156)		435		395		110		346		185		375		153		(92)		67		15
	CivilRecords		041		299		(151)		431		378		114		333		253		362		187		(106)		67		16
	MetalHealth		057		299		(156)		420		412		102		243		184		376		200		(146)		250		17
	ReadingHabits		013		301		(146)		391		388		101		661		207		376		213		(131)		188		18
	WebBrowser		009		305		(147)		371		379		98		722		193		375		144		(89)		63		19
	PsycandBehavQuestions		059		306		(137)		390		414		94		249		166		362		338		(136)		563		20
	HealthPlan		045		310		(140)		354		409		86		359		191		362		188		(132)		118		21
	WellnessParticipation		048		313		(139)		362		417		87		315		202		362		188		(117)		118		22
	FamilyStatus		052		315		(146)		360		443		81		296		188		375		194		(139)		188		23
	PhysicalHealth		058		315		(149)		372		460		81		236		180		376		188		(131)		125		24
	DrivingRecords		044		327		(147)		369		466		79		331		224		363		200		(110)		125		25
Topic		EngagementSurveys		063		328		(130)		260		456		57		199		171		362		365		(132)		647		26
	ArrestRecords		055		333		(156)		353		490		72		231		215		363		233		(123)		133		27
	HRDataPredictAttrition		067		335		(125)		279		489		57		157		171		362		376		(148)		706		33
	InternalMessagesMisuse		075		336		(136)		318		519		61		144		110		362		212		(154)		235		36
	InternalMessagesHelping		052		340		(129)		290		541		54		287		191		362		159		(123)		118		37
	InternalSocialMedia		069		352		(125)		229		533		43		171		141		362		247		(170)		294		28
	IllegalDrugs		082		353		(156)		287		564		51		107		78		376		325		(153)		500		29
	BadgeDataSafety		059		357		(132)		221		588		38		232		177		362		176		(115)		118		30
	CommuteLength		046		370		(124)		173		577		30		345		198		376		344		(126)		563		31
	TestIllegalDrug		087		378		(145)		237		639		37		72		58		363		400		(146)		800		32
	OldConvic		067		381		(142)		204		631		32		183		144		363		287		(141)		400		34
	PriorAbsenteeism		067		388		(127)		168		661		25		224		110		363		200		(137)		188		38
	PreviousEmployerViews		087		394		(119)		144		718		20		78		54		376		400		(115)		813		40
	Schooltranscripts		065		395		(125)		160		711		22		231		118		363		294		(157)		375		41
	LinkedIn		079		401		(122)		116		702		16		121		91		363		425		(68)		875		35
	RecentConvic		090		414		(127)		139		751		18		61		44		361		419		(122)		813		39
	NumJobs5years		091		416		(111)		109		771		14		43		46		376		469		(101)		938		42
	References		092		433		(102)		86		843		10		50		30		362		419		(111)		813		43
Goal		Recruiting			351		(117)		241		631		38
	Retention			344		(117)		236		550		43
	GeneralPolicies			351		(116)		192		575		33
	Promotion			332		(127)		304		547		55
	TrackMoraleEvalManagers			327		(121)		285		491		58
						Bottom two are significantly different than others
	Male			502
	Female			498
	Age			3895		(1245)
	Median 37
	White			834
	Hispanic			48
	ED
	High School or GED			149
	Some college no degree			235
	2 year degree			104
	4year degree			404
	Graduate or professional			108
	CurrentlyEmployed
	Full time			651
	Part Time			176
	Unemployed			173
	LastSearchEmploy
	Currently searching			159
	In the last 6 months			167
	In the last 2years			216
	In the last 5 years			222
	In the last 10 years			122
	Longer than 10 years ago			112
	EmployerSize
	0-4 employees			118
	5-9 employees			61
	10-19 employees			108
	20-99 employees			198
	100-499 employees			169
	500 or more employees			345

		Comfort
		Mean			Below Above		Think Used		Actual() Use		index
Promote Retain		Credit Spending Habits		184		(120)		622		172		00		4					not predictive so unfair
	Credit Report		248		(147)		210		523		250		6					zone of privacy
	Facebook Instagram		271		(140)		165		603		313		7					would be misunderstood
	Test Legal Drugs		287		(158)		123		453		200		9					value judgment accepted cost
	Bankruptcies		296		(150)		116		404		133		8					useful zone of privacy Unguarded interaction
	Civil Records		299		(151)		114		414		67		2