40
1 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Real World Data Governance Three Approaches to Data Stewardship Monthly Webinar Series Hosted by Dataversity Robert S. Seiner – KIK Consulting / TDAN.com January 19, 2017 – 2:00 p.m. EST Welcome to the 2017 RWDG Webinars

RWDG Slides: Three Approaches to Data Stewardship

Embed Size (px)

Citation preview

Page 1: RWDG Slides: Three Approaches to Data Stewardship

1

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

RealWorldDataGovernanceThreeApproachestoDataStewardship

MonthlyWebinarSeriesHostedbyDataversityRobertS.Seiner– KIKConsulting/TDAN.com

January19,2017– 2:00p.m.EST

Welcome to the 2017 RWDG Webinars

Page 2: RWDG Slides: Three Approaches to Data Stewardship

2

2

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Real-WorldDataGovernance– MonthlyWebinarSeries– February16,2017– TheNewNon-InvasiveDataGovernanceFramework– March16,2017– ApplyDataGovernancetoAgileEfforts

– MonthlyontheThirdThursdayat2pmEST– RegisterOn-LineatTDAN.com orKIKConsulting.com orDATAVERSITY.net

Real-WorldDataGovernance2017UpcomingWebinars

Page 3: RWDG Slides: Three Approaches to Data Stewardship

3

3

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Non-Invasive Data Governance:The Path of Least Resistance and Greatest SuccessISBN 9781935504856 / Technics Publishing / Amazon.com

AudioVersionNowAvailable

• KIKConsulting.comHome of Non-Invasive Data Governance™

• Conferences and Events – DATAVERSITY EventsEnterprise Data Governance On-Line – NEXT WEEK!Virtual Conference – January 25, 2017 – 11:00 am ESTKick Off Session – Selecting the Right Approach to Data Governance

Enterprise Data World 2017Atlanta, Georgia – April 2, 2017Tutorial – Comparing Approaches to Data Governance

Real-WorldDataGovernanceCurrentEvents

Page 4: RWDG Slides: Three Approaches to Data Stewardship

4

4

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• The Data Administration Newsletter (TDAN.com)– New Content Twice a Month– Articles, Columns, Features, Blogs– Published by Bob Seiner– Produced by DATAVERSITY– Subscribe On-Line for Updates

• On-Line Learning Plan– Non-Invasive Data Governance– DATAVERSITY Training Center– On-Line 7 Courses with Evaluation– Produced by DATAVERSITY

Real-WorldDataGovernanceCurrentEvents

Page 5: RWDG Slides: Three Approaches to Data Stewardship

5

5

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• There are different ways to connect people with data stewardshipresponsibilities.

• You can assign people to be data stewards, identify people as data stewardsor recognize people as data stewards.

• These approaches vary in several ways.

• The approach you select and follow will heavily influence how datagovernance results will be achieved.

ThreeApproachestoDataStewardshipAbstract

Page 6: RWDG Slides: Three Approaches to Data Stewardship

6

6

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• This webinar will cover:– Three Approaches to data stewardship– Influence of each approach on program results– Factors to assist in the selection of the approach to follow– Obstacles to being successful with each approach– Benefits of following each approach

ThreeApproachestoDataStewardshipAbstract

Page 7: RWDG Slides: Three Approaches to Data Stewardship

7

7

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• DataGovernance– DataGovernanceistheExecutionandEnforcementofAuthority

OvertheManagementofDataandData-RelatedResources.

• DataStewardship– DataStewardshipistheFormalizationofAccountability

OvertheManagementofDataandData-RelatedResources.

ThreeApproachestoDataStewardshipDefinitions

Page 8: RWDG Slides: Three Approaches to Data Stewardship

8

8

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Non-InvasiveDataGovernance™– Thepracticeof:

• applyingformalaccountability&behavior• throughnon-invasiveroles&responsibilities• toexistingand/ornewprocesses• toassurethatthedefinition,production&usageofdata• assuresregulatorycompliance,security,privacy,protection&quality.

– Non-Invasivedescribeshowgovernanceisappliedtoassurenon-threateningmanagementofvaluabledataassets.

– Thegoalistobe» Transparent» Supportive» Collaborative.

• Non-InvasiveDataGovernance™– Thepracticeof:

• applyingformalaccountability&behavior• throughnon-invasiveroles&responsibilities• toexistingand/ornewprocesses• toassurethatthedefinition,production&usage ofdata• assuresregulatorycompliance,security,privacy,protection&quality.

– Non-Invasivedescribeshowgovernanceisappliedtoassurenon-threateningmanagementofvaluabledataassets.

– Thegoalistobe» Transparent» Supportive» Collaborative.

ThreeApproachestoDataStewardshipDefinitions

Page 9: RWDG Slides: Three Approaches to Data Stewardship

9

9

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• A Data Steward can be anybody in the organization (business or technical) thatdefines, produces, and/or uses data as part of their job if they are held formallyaccountable for what they do with the data.

ThreeApproachestoDataStewardshipWhatisaDataSteward?

• A Data Steward can be anybody in the organization (business or technical)

• that defines, produces, and/or uses data as part of their job

• if they are held formally accountable for what they do with the data.

Page 10: RWDG Slides: Three Approaches to Data Stewardship

10

10

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• A Data Steward is a person that defines, produces or uses data as part of theirjob and has a defined level of accountability for assuring quality in thedefinition, production or usage of that data.

ThreeApproachestoDataStewardshipWhoisDataSteward?

• A Data Steward is a person that defines, produces, uses data as part of their job

• that has a defined level of accountability for assuring quality

• in the definition, production or usage of that data.

Page 11: RWDG Slides: Three Approaches to Data Stewardship

11

11

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Three Distinct Approaches to Determine – Who Are Your Data Stewards:1. Command and Control Approach2. Traditional Approach3. Non-Invasive Approach

ThreeApproachestoDataStewardshipApproaches

Page 12: RWDG Slides: Three Approaches to Data Stewardship

12

12

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Three Distinct Approaches to Determine – Who Are Your Data Stewards:1. Command and Control Approach – Assign People as Data Stewards2. Traditional Approach3. Non-Invasive Approach

ThreeApproachestoDataStewardshipApproaches

Page 13: RWDG Slides: Three Approaches to Data Stewardship

13

13

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Three Distinct Approaches to Determine – Who Are Your Data Stewards:1. Command and Control Approach – Assign People as Data Stewards2. Traditional Approach – Identify People as Data Stewards3. Non-Invasive Approach

ThreeApproachestoDataStewardshipApproaches

Page 14: RWDG Slides: Three Approaches to Data Stewardship

14

14

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Three Distinct Approaches to Determine – Who Are Your Data Stewards:1. Command and Control Approach – Assign People as Data Stewards2. Traditional Approach – Identify People as Data Stewards3. Non-Invasive Approach – Recognize People as Data Stewards

ThreeApproachestoDataStewardshipApproaches

Page 15: RWDG Slides: Three Approaches to Data Stewardship

15

15

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Command and Control Approach– Assign people to be Data Stewards– Typical assignments are as Data Owners– Select Number of People– Told “You will do this.”– Most invasive approach to stewardship.

ThreeApproachestoDataStewardshipApproaches

Page 16: RWDG Slides: Three Approaches to Data Stewardship

16

16

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Questions about the Command and Control Approach– How will people accept being assigned as Data Stewards?– How will you define the role of the Data Owner?– Will we cover the entire organization with a select number of people?– How will people respond to being told “You will do this”?– Do we consider this approach to be “over and above”?

ThreeApproachestoDataStewardshipApproaches

Page 17: RWDG Slides: Three Approaches to Data Stewardship

17

17

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Traditional Approach– Identify people to be Data Stewards– Typical stewards are identified as Data Owners– Still a Select Number of People– Told “You need to do this.”– Less invasive approach to stewardship / still invasive.

ThreeApproachestoDataStewardshipApproaches

Page 18: RWDG Slides: Three Approaches to Data Stewardship

18

18

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Questions about the Traditional Approach– How will people accept being identified as Data Stewards?– How will you define the role of the Data Owner?– Will we cover the entire organization with a select number of people?– How will people respond to being told “You need to do this”?– Is this approach still “over and above”?

ThreeApproachestoDataStewardshipApproaches

Page 19: RWDG Slides: Three Approaches to Data Stewardship

19

19

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Non-Invasive Approach– Recognize people to be Data Stewards– Typical stewards are recognized by their relationship to data.– Everybody is a Data Steward / Complete Organizational Coverage– Told “You are already doing this.”– Least invasive approach to stewardship / non-invasive.

ThreeApproachestoDataStewardshipApproaches

Page 20: RWDG Slides: Three Approaches to Data Stewardship

20

20

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Questions about the Non-Invasive Approach– How will people accept being recognized as Data Stewards?– How will you define the role of the Steward, Domain Steward?– Will we cover the entire organization by following this approach?– How will people respond to being told “You are already doing this”?– Is this approach suited to fit the culture of your organization?

ThreeApproachestoDataStewardshipApproaches

Page 21: RWDG Slides: Three Approaches to Data Stewardship

21

21

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Command and Control Approach to Stewardship– Level of Mandate Required for this Approach to Data Stewardship– Data Governance is Not Optional / Rule with “Iron Fist”– People Behave in the Desired Manner– Authority to be the Implementer of this Approach to Data Stewardship

• Impact on your ability to sell, communicate, enforce … Data Stewardship.

ThreeApproachestoDataStewardshipInfluence ofApproachonResults

Page 22: RWDG Slides: Three Approaches to Data Stewardship

22

22

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Traditional Approach to Stewardship– Level of Mandate Required for this Approach to Data Stewardship– Data Governance is Something We Should All Do– People Behave in the Desired Manner– Authority to be the Implementer of this Approach to Data Stewardship

• Impact on your ability to sell, communicate, enforce … Data Stewardship.

ThreeApproachestoDataStewardshipInfluence ofApproachonResults

Page 23: RWDG Slides: Three Approaches to Data Stewardship

23

23

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Non-Invasive Approach to Stewardship– Level of Mandate Required for this Approach to Data Stewardship– Data Governance is Something That is Matter-of-Fact– People Behave in the Desired Manner– Authority to be the Implementer of this Approach to Data Stewardship

• Impact on your ability to sell, communicate, enforce … Data Stewardship.

ThreeApproachestoDataStewardshipInfluenceofApproachonResults

Page 24: RWDG Slides: Three Approaches to Data Stewardship

24

24

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Impact the approach will have on your ability to …– Develop …– Sell …– Communicate …– Influence …– Enforce …

… the Data Stewardship Program.

ThreeApproachestoDataStewardshipInfluence ofApproachonResults

Page 25: RWDG Slides: Three Approaches to Data Stewardship

25

25

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Data Governance Framework Core Components

• Factors to Compare Approaches to Stewardship– Roles (Authority)– Processes– Communications– Metrics– Tools

ThreeApproachestoDataStewardshipFactors inSelectionoftheApproachtoFollow

Page 26: RWDG Slides: Three Approaches to Data Stewardship

26

26

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

ThreeApproachestoDataStewardshipFactorsinSelectionoftheApproachtoFollow

FACTORS

APPROACHES

Page 27: RWDG Slides: Three Approaches to Data Stewardship

27

27

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Roles (Authority)– Command-and-Control Approach

• People are assigned new roles• People are given new levels of authority

– Traditional Approach• People are told they also have a new role• People are given new levels of authority

– Non-Invasive Approach• People are recognized for their relationship to the data• People levels of authority are formalized

ThreeApproachestoDataStewardshipFactors inSelectionoftheApproachtoFollow

Page 28: RWDG Slides: Three Approaches to Data Stewardship

28

28

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Processes– Command-and-Control Approach

• New Processes• All Processes will be Governed

– Traditional Approach• Single Data Stewardship Process• The Data Stewardship Process

– Non-Invasive Approach• Stewardship Applied to Process• Appropriate Processes are Governed

ThreeApproachestoDataStewardshipFactors inSelectionoftheApproachtoFollow

Page 29: RWDG Slides: Three Approaches to Data Stewardship

29

29

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Communications– Command-and-Control Approach

• Stewardship is Mandatory• You will do this.

– Traditional Approach• Stewardship is Important• You should do this.

– Non-Invasive Approach• Stewardship based on Data Relations.• You already do this.

ThreeApproachestoDataStewardshipFactors inSelectionoftheApproachtoFollow

Page 30: RWDG Slides: Three Approaches to Data Stewardship

30

30

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Metrics– Command-and-Control Approach

• Measure Value of Stewarding Data• Terms of ROI

– Traditional Approach• Measure Data Itself• Terms of Data Discipline

– Non-Invasive Approach• Measure Advancements• Terms of Awareness / Following Rules

ThreeApproachestoDataStewardshipFactors inSelectionoftheApproachtoFollow

Page 31: RWDG Slides: Three Approaches to Data Stewardship

31

31

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Tools– Command-and-Control Approach

• Purchase Tool First• Tool a Large Part of Solution

– Traditional Approach• Leverage Existing Tools First• Tool Drives the Solution

– Non-Invasive Approach• Leverage and Build Toolkit• Tool Enables Solution

ThreeApproachestoDataStewardshipFactors inSelectionoftheApproachtoFollow

Page 32: RWDG Slides: Three Approaches to Data Stewardship

32

32

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• What can prevent the Command-and-Control approach from being successful?– Leadership does not support, sponsor and understand– People push back when told what to do– People need to make time to be a Data Steward– People evaluated on how well they steward data– People don’t listen to the Data Governance Team

ThreeApproachestoDataStewardshipObstacles toSuccesswithEachApproach

Page 33: RWDG Slides: Three Approaches to Data Stewardship

33

33

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• What can prevent the Traditional approach from being successful?– Leadership supports and sponsors but doesn’t truly understand– People follow the approach if they see that there is value in it for them– People make time to be a Data Steward if their Management agrees– Only specific people evaluated on how well they steward data– People just go-along with the Data Governance Team

ThreeApproachestoDataStewardshipObstacles toSuccesswithEachApproach

Page 34: RWDG Slides: Three Approaches to Data Stewardship

34

34

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• What can prevent the Non-Invasive approach from being successful?– People have called it a “Do-Nothing” Approach– More like a “Do-Everything” and “Do-Everybody” Approach– The incremental nature of the roll out– Added complexity of addressing everybody in the organization– Senior Leadership do not understand the approach to Stewardship

ThreeApproachestoDataStewardshipObstacles toSuccesswithEachApproach

Page 35: RWDG Slides: Three Approaches to Data Stewardship

35

35

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Command-and-Control Approach to Data Governance– Very Authoritative– People have to follow the approach.– Strictly a Top Down Approach– All About Control of the Data

ThreeApproachestoDataStewardshipBenefits ofEachApproach

Page 36: RWDG Slides: Three Approaches to Data Stewardship

36

36

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Traditional Approach to Data Stewardship– Program is Well Defined and Sold to Management– Council is Set Up to Provide Strategic Directive– Roles are Clearly Defined– People Respond Based on the Value They Receive

ThreeApproachestoDataStewardshipBenefits ofEachApproach

Page 37: RWDG Slides: Three Approaches to Data Stewardship

37

37

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Non-Invasive Approach to Data Stewardship– Less Reason for Stewards to Push Back– Hard for Leadership to Reject– Stewardship Based on Relationships to Data– Complete Coverage Across Organization– Changes Peoples View of How Data Governance Can Be Applied

ThreeApproachestoDataStewardshipBenefitsofEachApproach

Page 38: RWDG Slides: Three Approaches to Data Stewardship

38

38

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• This webinar covered:– Three Approaches to data stewardship– Influence of each approach on program results– Factors to assist in the selection of the approach to follow– Obstacles to being successful with each approach– Benefits of following each approach

ThreeApproachestoDataStewardshipSummary

Page 39: RWDG Slides: Three Approaches to Data Stewardship

39

39

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• Real-WorldDataGovernance– MonthlyWebinarSeries– February16,2017– TheNewNon-InvasiveDataGovernanceFramework– March16,2017– ApplyDataGovernancetoAgileEfforts

• QuestionsandAnswers

Real-WorldDataGovernanceContactInformation

Page 40: RWDG Slides: Three Approaches to Data Stewardship

40

40

Copyright©2016RobertS.Seiner– KIKConsulting&EducationalServices/TDAN.com

Non-InvasiveDataGovernance™isatrademarkofRobertS.Seiner&KIKConsulting#RWDG@RSeiner

• RobertS.SeinerKIKConsulting&EducationalServices– KIKconsulting.comTheDataAdministrationNewsletter– TDAN.comPostOfficeBox112571,UpperSt.Clair,Pennsylvania15241412.220.9643,412.220.9644(Fax)[email protected]@tdan.com@RSeiner#RWDG

Real-WorldDataGovernanceContactInformation