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Quantifying the Effectiveness of Systems Engineering Presenters: Joseph P. Elm Dr. Dennis Goldenson Software Engineering Institute

Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

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Page 1: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Quantifying the Effectiveness of Systems Engineering

Presenters: Joseph P. ElmDr. Dennis Goldenson

Software Engineering Institute

Page 2: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Copyright 2013Carnegie Mellon University and IEEEThis material is based upon work funded and supported by the Department of Defense under Contract No. FA8721-05-C-0003 with Carnegie Mellon University for the operation of the Software Engineering Institute, a federally funded research and development

tcenter.NO WARRANTY. THIS CARNEGIE MELLON UNIVERSITY AND SOFTWARE ENGINEERING INSTITUTE MATERIAL IS FURNISHED ON AN “AS-IS” BASIS. CARNEGIE MELLON UNIVERSITY MAKES NO WARRANTIES OF ANY KIND, EITHER EXPRESSED OR IMPLIED, AS TO ANY MATTER INCLUDING, BUT NOT LIMITED TO, WARRANTY OF FITNESS FOR PURPOSE OR MERCHANTABILITY, EXCLUSIVITY, OR RESULTS OBTAINED FROM USE OF THE MATERIAL. CARNEGIE MELLON UNIVERSITY DOES NOT MAKE ANY WARRANTY OF ANY KIND WITH RESPECT TO FREEDOM FROM PATENT, TRADEMARK, OR COPYRIGHT INFRINGEMENT.This material has been approved for public release and unlimited distribution.The Government of the United States has a royalty-free government-purpose license to use, duplicate, or disclose the work, in whole or in part and in any manner, and to have or permit others to do so, for government purposes pursuant to the copyright license under the clause at 252.227-7013 and 252.227-7013 Alternate I.This material may be reproduced in its entirety without modification and freely distributed in written or electronic form withoutThis material may be reproduced in its entirety, without modification, and freely distributed in written or electronic form without requesting formal permission. Permission is required for any other use. Requests for permission should be directed to the Software Engineering Institute at [email protected]® is registered in the U.S. Patent and Trademark Office by Carnegie Mellon University.DM-0000243

2Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Page 3: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

The Value of System EngineeringGAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition and Service Contract Management • “costs … of major defense acquisition programs increased 26 percent and

development costs increased by 40 percent from first estimates”• “programs … failed to deliver capabilities when promised—often forcing p g p p g

warfighters to spend additional funds on maintaining legacy systems” • “current programs experienced, on average, a 21-month delay in delivering

initial capabilities to the warfighter”

Why?

“… managers rely heavily on assumptions about system i t t h l d d i t it hi hrequirements, technology, and design maturity, which are

consistently too optimistic. These gaps are largely the result of a lack of a disciplined systems engineering analysis prior

to beginning system development

3Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

to beginning system development …

Page 4: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Showing the Value of SE:The 2012 SE Effectiveness StudyThe 2012 SE Effectiveness StudyPerformed by NDIA, IEEE-AESS, and SEI

MethodMethod• Contact development programs using the

resources of NDIA, AESS, and INCOSE• Survey programs to assess their:Survey programs to assess their:

– SE activities– Program performance (cost, schedule, technical)– Degree of challenge

• Analyze responses for statistical relationships between assessed data

Survey Tenets• All data submitted anonymously• All data submitted anonymously

– necessary to collect proprietary data and promote truthful responses • All data handled confidentially by the SEI• Only aggregated data is released (no ID of person program or organization)

4Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

• Only aggregated data is released (no ID of person, program, or organization)

Page 5: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Artifact-based assessment of SE Practices

• 14 Process Areas• 31 Goals• 87 Practices• 199 Work Products

SystemsCMMI-SE/SW/IPPD v1.1

• 25 Process Areas• 179 Goals• 614 Practices

SystemsEngineering-related Filter

614 Practices• 476 Work Products

• 13 Process Areas• 23 Goals

4

Size Constraint Filter

Considered significant • 45 Practices• 71 Work Products

to Systems Engineering

Survey content is based on a recognized standard (CMMI)

5Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Survey content is based on a recognized standard (CMMI)

Page 6: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Assessment of Program Performance

Assess TOTAL Program Performance• Program Cost Program Schedule Technical PerformanceProgram Cost, Program Schedule, Technical Performance• Focus on commonly used measurements

– EVMS, baseline management– requirements satisfactionq– budget re-baselining and growth– milestone and delivery satisfaction

Assessment of Other Factors• Program Challenge – some programs are more complex than others

• Prior Experience – some acquirers are more capable than others

6Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Page 7: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Study Participants

Participant Solicitation• Contacted key members of major defense

t t t t t d ti i ticontractors to promote study participation• Contacted the memberships of NDIA SE Division,

IEEE AESS, and INCOSE

Collected 148 valid responsesCollected 148 valid responses

116120140

Which of these best describes your industry or service?

130140

Please enter the country in which most of the design and development engineering will be/was

performed.

7 2 0 2 9 0 1 100

20406080

100

406080

100120

Ind.

Mfg

& S

vc:

defe

nse

Ind.

Mfg

& S

vc:

Ele

ctro

nic…

nd. M

fg a

nd S

vc:

Oth

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spor

tatio

n

Ene

rgy

Com

mun

icat

ions

nsum

er G

oods

&

Svc

Hea

lth C

are

Oth

er

6 3 2 2 1 1 1 10

2040

US

A

UK

Sou

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Aus

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Can

ada

Indi

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eden

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and

7Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

I

Co N

Page 8: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Study Results

60

Total program contract valueStd. Dev.

Mean

Median

488 M$2.22 B$50.5 M$ 60

Program Performance(Perf)

3.033.583.98

Median (2nd quartile)1st quartile

3rd quartile

10

20

30

40

50

10

20

30

40

50

0

10

100 K$ 1 M$ 10 M$ 100 M$ 1 B$ 10 B$ 100 B$0

10

1 1.5 2 2.5 3 3.5 4 4.5 5

P Ch ll 2 221 t tilT t l SE D l d 1 t til

506070

Program Challenge 2.222.502.68

Median (2nd quartile)1st quartile

3rd quartile

40

50

60

Total SE Deployed onProgram (SEC_Total)

2.783.033.41

Median (2nd quartile)1st quartile

3rd quartile

010203040

1 1 5 2 2 5 3 3 5 40

10

20

30

1 1 5 2 2 5 3 3 5 4

8Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

1 1.5 2 2.5 3 3.5 41 1.5 2 2.5 3 3.5 4

Page 9: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

The Bottom Line

Across ALL programs, 1/3 are at each performance level15% performance level

For Lower SECprograms, only 15%deliver higher

33%

47%

15% 24%

56%

performance

For Middle SECprograms, 24% deliver higher performance

52%29% 20%

24%

higher performance

For Higher SEC programs, 57% deliver higher performanceg p

Gamma = 0.49 represents a VERY STRONG relationship

Gamma = 0.49 p-value < 0.001

9Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Page 10: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

The Effect of Program Challenge

100%

Perf vs. SEC_Total (Low PC)

%

Perf vs. SEC_Total (High PC)

23% 23%52%

60%70%80%90%

100%

23%

%

8%26%

62%60%70%80%90%

100%

32%

45%58%

36%20%30%40%50%60%

69%39%

35%

12%20%30%40%50%60%

32%19% 12%

0%10%

Lower SEC (n=22)

Middle SEC (n=26)

Higher SEC (n=25)

39% 27%0%

10%

Lower SEC (n=26)

Middle SEC (n=23)

Higher SEC (n=26)

Gamma = 0.34 p-value = 0.029 Gamma = 0.62 p-value = 0.000

A STRONG relationship between Total SE and Program Performance for

A VERY STRONG relationship between Total SE and Program Performance for

10Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

LOWER CHALLENGE programs HIGHER CHALLENGE programs

Page 11: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

A Deeper Look at SE Activities

Our survey questions addressed 11 areas of SE Activities• Program Planning• Requirements Development and Management• Product Architecture• Trade Studies• Product IntegrationProduct Integration• Verification• Validation• Risk Management• Configuration Management• Integrated Product Teams• Program Monitoring and Control

This enabled us to assess a program’s deployment of SE in each of these areas

11Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Page 12: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Program Planning vs. Performance

13%100%

Perf vs. SEC-PP

Higher 19%10%

30%80%

100%Perf vs. SEC-PP (High PC)

33%

42%

34%50%

40%

60%

80%Higher Perf

Middle Perf

71%

30% 24%

19%

39%

10%

30%67%

20%

40%

60%

80%

54%

24% 22%

28%

0%

20%

40%

Lower SEC (n 48) Middle SEC Higher SEC All

Lower Perf

Perf vs SEC PP (Low PC)

30% 24%0%

Lower SEC (n=31)

Middle SEC (n=23)

Higher SEC (n=21)

Gamma = 0.65 p-value = 0.000

Lower SEC (n=48) Middle SEC (n=50)

Higher SEC (n=50)

Gamma = 0.46 p-value = 0.000

All

59%44% 41%

18%37% 38%

40%

60%

80%

100%Perf vs. SEC-PP (Low PC)

24% 19% 21%

44% 41%

0%

20%

40%

Lower SEC (n=17)

Middle SEC (n=27)

Higher SEC (n=29)

G 0 16 l 0 313

The relationship:for the set of all programs 0.46 = Very Strongfor the set of High Challenge programs 0.65 = Very Strongfor the set of Low Challenge programs 0 16 = Weak

12Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Gamma = 0.16 p-value = 0.313for the set of Low Challenge programs 0.16 = Weak

Page 13: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Requirements Dev’t & Mg’t vs. Performance

21% 18%100%

Perf vs. SEC-REQ

Higher  18% 21%100%

Perf vs. SEC-REQ (High PC)

29%52%

21% %

58%

40%

60%

80%Higher Perf

Middle Perf 61%

46%26%

21%33%

13%

61%

20%

40%

60%

80%

50%30% 20%

22%

0%

20%

40%

All

Lower Perf

26%0%

Lower SEC (n=28)

Middle SEC (n=24)

Higher SEC (n=23)

Gamma = 0.5 p-value = 0.001

Lower SEC (n=48) Middle SEC (n=50)

Higher SEC (n=50)

Gamma = 0.44 p-value = 0.000

All

40% 69%

25% 15%56%

60%

80%

100%Perf vs. SEC-REQ (Low PC)

35%15% 15%

69%

30%

0%

20%

40%

Lower SEC (n=20)

Middle SEC (n=26)

Higher SEC (n=27)

G 0 36 0 01

The relationship:for the set of all programs 0.44 = Very Strongfor the set of High Challenge programs 0.50 = Very Strongfor the set of Low Challenge programs 0 36 = Strong

13Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Gamma = 0.36 p-value = 0.017for the set of Low Challenge programs 0.36 = Strong

Page 14: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

A Deeper Look at SE Activities

Our survey questions addressed 11 areas of SE Activities• Program Planning• Requirements Development and Management• Product Architecture• Trade Studies• Product Integration

“Early” SE

Product Integration• Verification• Validation• Risk Management• Configuration Management• Integrated Product Teams• Program Monitoring and Control

This enabled us to assess a program’s deployment of SE in each of these areas

14Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Page 15: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Early SE is the MOST Important

26%6%

35%80%

100%

Perf vs. EarlySE (High PC)

12%32%

90%100%

Perf vs. EarlySE

Higher 

68%43%

26%

22%

19%

35%67%

20%

40%

60%

80%

34%

40%

32%56%

40%50%60%70%80% Perf

Middle Perf

14%0%

Lower Early SE (n=31)

Middle Early SE (n=23)

Higher Early SE (n=21)

Gamma = 0.69

Perf vs EarlySE (Low PC)

54%28%

16%

29%

0%10%20%30%40%

Lower Early SE Middle Early SE Higher Early SE All

Lower Perf

47%53%

21% 30%46%

60%

80%

100%

Perf vs. EarlySE (Low PC)Lower Early SE (n=50)

Middle Early SE (n=53)

Higher Early SE (n=45)

Gamma = 0.53

All

32% 17% 17%

53%38%

0%

20%

40%

Lower Early SE (n=19)

Middle Early SE (n=30)

Higher Early SE (n=24)

The relationship:for the set of all programs 0.53 = Very Strongfor the set of High Challenge programs 0.69 = Very Strongfor the set of Low Challenge programs 0 25 = Moderate G 0 25

15Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

for the set of Low Challenge programs 0.25 = Moderate Gamma = 0.25

Page 16: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Summary of Relationships

-0.3 -0.2 -0.1 0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7

Total SE

E l SE

Performance vs. SE Capability - All Projects

Early SE

Project Planning

Req'ts Dev't & Mg't

Verification

Product Architecture

Configuration Mg't

Trade Studies

Monitor & Control

Validation

Product Integration

Risk Management

I t P d t TInteg. Product Teams

Project Challenge

Prior Experience

16Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

StrongModerate Very StrongWeakModerate

Page 17: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Summary of Relationships

-0.3 -0.2 -0.1 0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7

Total SE

E l SE

Performance vs. SE Capability - High Challenge

Early SE

Project Planning

Verification

Configuration Mg't

Monitor & Control

Req'ts Dev't & Mg't

Product Architecture

Validation

Trade Studies

Product Integration

Integ. Product Teams

Ri k M tRisk Management

Project Challenge

Prior Experience

17Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

StrongModerate Very StrongWeakModerate

Page 18: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Using the Findings of This StudySystem Developers can use this report to:

• plan SE capability improvement efforts focusing on those SE activities most strongly associated with improved program performance

• serve as an industry benchmark for their organization’s SE performance.– Assess programs within the organization and compare with the study results to leverage strengths, and improve

weaknesses

• justify and defend SE activities applied to programs.

System Acquirers may use this report to:• incorporate SE requirements into RFPs and source selection activities

– Ensure that SE activities are included in schedules and budgets– Demand SE deliverables (e.g. SE Management Plan) during program execution

Require SE evaluations of contractors during source selection and during program execution– Require SE evaluations of contractors during source selection and during program execution

• employ this survey or similar methods to collect data from during program execution as a means of identifying supplier SE deficiencies contributing to program risks.

SE Educators may use this report to:• Focus curricula on key aspects of SE• Convey to students the value of SE

All may use this report to:

18Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

• identify critical SE capabilities to guide Workforce Development

Page 19: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Call to Action

Download the 2012 report at http://www.sei.cmu.edu/library/abstracts/reports/12sr009.cfm

• Search for ways to apply the findings within your own work and your own organization

Help with the continuing effort of showing the value of SE

• Join the INCOSE SE Effectiveness Working Group– Go to http://www.incose.org/practice/techactivities/wg/seewg/

– Or contact Joseph Elm ([email protected])p (j @ g)

• Join the NDIA SE Effectiveness Committee– Go to

http://www.ndia.org/Divisions/Divisions/SystemsEngineering/Pages/Systems Engineering Effecp g y g g g y _ g g_tiveness_Committee.aspx

– Or contact Al Brown ([email protected])

19Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Page 20: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

For more information, contact:William F. LyonsIEEE-AESS Board of Governors

Alan R. BrownNDIA SE Effectiveness Committee Chair

[email protected] [email protected]

Joseph P. ElmSoftware Engineering Institutej l @ i d

Steve HenryNDIA SE Division Chair

h h @[email protected] [email protected]

Geoff DraperNDIA SE Division Vice Chairgdraper@harris com

Robert C. RassaNDIA SE Division Chair (emeritus)RCRassa@raytheon com

20Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

[email protected] [email protected]

Page 21: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

BACK UP

Page 22: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

References

Elm, J.; Goldenson, D.; El Emam, K.; Donatelli, N.; Neisa, A. “A Survey of Systems Engineering Effectiveness – Initial Results”. Carnegie Mellon University; Pittsburgh PA 2007University; Pittsburgh, PA. 2007

Elm, J.; Goldenson, D. “The Business Case for Systems Engineering Study: Results of the Systems Engineering Effectiveness Survey”. Carnegie y g g y gMellon University; Pittsburgh, PA 2012 (available at http://www.sei.cmu.edu/library/abstracts/reports/12sr009.cfm)

Gruhl W “Lessons Learned Cost/Schedule Assessment Guide” InternalGruhl, W. Lessons Learned, Cost/Schedule Assessment Guide Internal Presentation (unpublished), NASA Comptrollers office. 1992

Honour, E., “Systems Engineering Return on Investment” PhD thesis, Defence and Systems Institute, University of South Australia. 2013 http://www.hcode.com/secoe

22Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Page 23: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Verification vs. Performance

16% 24%100%

Perf vs. SEC-VER

Higher 19%10%

26%100%

Perf vs. SEC-VER (High PC)

39%38%

24%

54%

40%

60%

80%Higher Perf

Middle Perf

71%48%

22%

19%

26%

22%

26%56%

20%

40%

60%

80%

45% 38%19%

28%

0%

20%

40%

L SEC ( 44) Middl SEC Hi h SEC All

Lower Perf

22%0%

Lower SEC (n=21)

Middle SEC (n=27)

Higher SEC (n=27)

Gamma = 0.6 p-value = 0.000

Lower SEC (n=44) Middle SEC (n=50)

Higher SEC (n=54)

Gamma = 0.43 p-value = 0.000

All

57% 52%

22% 22%52%

60%

80%

100%Perf vs. SEC-VER (Low PC)

22% 26% 15%

57%33%

0%

20%

40%

Lower SEC (n=23)

Middle SEC (n=23)

Higher SEC (n=27)

G 0 2 0 084

The relationship:for the set of all programs 0.43 = Very Strongfor the set of High Challenge programs 0.60 = Very Strongfor the set of Low Challenge programs 0 27 = Moderate

23Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Gamma = 0.27 p-value = 0.084for the set of Low Challenge programs 0.27 = Moderate

Page 24: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Architecture vs. Performance

16%100%

Perf vs. SEC-ARCH

Higher8%

35%100%

Perf vs. SEC-ARCH (High PC)

36%

35%

31%49%

40%

60%

80%Higher Perf

Middle Perf 63%

46%28%

29%

19%20%

35%52%

20%

40%

60%

80%

49%33%

18%

33%

0%

20%

40%

L SEC ( 45) Middl SEC Hi h SEC All

Lower Perf

28%0%

Lower SEC (n=24)

Middle SEC (n=26)

Higher SEC (n=25)

Gamma = 0.49 p-value = 0.001

Lower SEC (n=45) Middle SEC (n=54)

Higher SEC (n=49)

Gamma = 0.41 p-value = 0.000

All

43% 50%

24% 29%46%

60%

80%

100%Perf vs. SEC-ARCH (Low PC)

33% 21% 8%

50%46%

0%

20%

40%

Lower SEC (n=21)

Middle SEC (n=28)

Higher SEC (n=24)

G 0 31 l 0 051

The relationship:for the set of all programs 0.41 = Very Strongfor the set of High Challenge programs 0.49 = Very Strongfor the set of Low Challenge programs 0 31 = Strong

24Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Gamma = 0.31 p-value = 0.051for the set of Low Challenge programs 0.31 = Strong

Page 25: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Integrated Product Teams vs. Performance

22%100%

Perf vs. SEC-IPT

Higher14% 31%80%

100%

Perf vs. SEC-IPT (High PC)

41%35% 27%

22%35% 42%

40%

60%

80%Higher

Perf

Middle Perf 57%

38% 38%

29%31%

5%

31%57%

20%

40%

60%

80%

37% 31% 31%0%

20%

40%

Lower SEC(n=51) Middle SEC (n=52) Higher SEC (n=45) All

Lower Perf

Perf vs SEC-IPT (Low PC)

0%Lower SEC

(n=28)Middle SEC

(n=26)Higher SEC

(n=21)Gamma = 0.4 p-value = 0.007

Lower SEC(n=51) Middle SEC (n=52) Higher SEC (n=45)

Gamma = 0.18 p-value = 0.101

All

57% 38% 46%

30% 38% 29%

40%

60%

80%

100%

Perf vs. SEC-IPT (Low PC)

13% 23% 25%

57% 38% 6%

0%

20%

40%

Lower SEC (n=23)

Middle SEC (n=26)

Higher SEC (n=24)

Gamma = 0 12 p value = 0 436

The relationship:for the set of all programs 0.18 = Weakfor the set of High Challenge programs 0.40 = Strongfor the set of Low Challenge programs -0 12 = Weak Neg

25Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Gamma = -0.12 p-value = 0.436for the set of Low Challenge programs -0.12 = Weak Neg.

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Risk Management vs. Performance

24% 29%

100%

Perf vs. SEC-RSKM

Higher  28% 22%%80%

100%

Perf vs. SEC-RSKM (High PC)

38% 36%30%

24% 29%43%

40%

60%

80% Perf

Middle Perf 55%

39% 39%

17% 39%18%

28%43%

20%

40%

60%

80%

38% 36% 26%

30%

0%

20%

40%

Lower SEC (n=50) Middle SEC (n=45) Higher SEC (n=53) All

Lower Perf

Perf vs SEC-RSKM (Low PC)

0%Lower SEC

(n=29)Middle SEC

(n=18)Higher SEC

(n=28)Gamma = 0.24 p-value = 0.124

Lower SEC (n=50) Middle SEC (n=45) Higher SEC (n=53)

Gamma = 0.21 p-value = 0.05

All

67% 33%

19% 33% 44%

40%

60%

80%

100%

Perf vs. SEC-RSKM (Low PC)

14%33%

12%

44%

0%

20%

40%

Lower SEC (n=21)

Middle SEC (n=27)

Higher SEC (n=25)

G 0 18 l 0 256

The relationship:for the set of all programs 0.21 = Moderatefor the set of High Challenge programs 0.24 = Moderatefor the set of Low Challenge programs 0 18 = Weak

26Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Gamma = 0.18 p-value = 0.256for the set of Low Challenge programs 0.18 = Weak

Page 27: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Trade Studies vs. Performance

13%100%

Perf vs. SEC-TRD

Higher  15%32%80%

100%Perf vs. SEC-TRD (High PC)

43%

34%

33%52%

40%

60%

80%

gPerf

Middle Perf 56% 50%

25%

30%18%

20%

32%55%

20%

40%

60%

80%

43% 33% 23%

25%

0%

20%

40%

Lower SEC (n=46) Middle SEC (n=58) Higher SEC (n=44) All

Lower Perf

Perf vs SEC-TRD (Low PC)

25%0%

Lower SEC (n=27)

Middle SEC (n=28)

Higher SEC (n=20)

Gamma = 0.43 p-value = 0.004

Lower SEC (n=46) Middle SEC (n=58) Higher SEC (n=44)

Gamma = 0.38 p-value = 0

All

63%50%

11%33%

50%

40%

60%

80%

100%Perf vs. SEC-TRD (Low PC)

26% 17% 21%

50% 29%

0%

20%

40%

Lower SEC (n=19)

Middle SEC (n=30)

Higher SEC (n=24)

G 0 29 l 0 062

The relationship:for the set of all programs 0.38 = Strongfor the set of High Challenge programs 0.43 = Very Strongfor the set of Low Challenge programs 0 29 = Moderate

27Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Gamma = 0.29 p-value = 0.062for the set of Low Challenge programs 0.29 = Moderate

Page 28: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Validation vs. Performance

17% 27%

100%

Perf vs. SEC-VAL

Higher  36%0%

31%80%

100%Perf vs. SEC-VAL (High PC)

47% 34%

27%56%

40%

60%

80%gPerf

Middle Perf

64%49%

27%

36%

21%

18%

31%55%

20%

40%

60%

80%

36% 38%21%

23%

0%

20%

40%

Lower SEC (n=36) Middle SEC (n=73) Higher SEC (n=39) All

Lower Perf

Perf vs SEC VAL (Low PC)

27%0%

Lower SEC (n=14)

Middle SEC (n=39)

Higher SEC (n=22)

Gamma = 0.48 p-value = 0.002

Lower SEC (n=36) Middle SEC (n=73) Higher SEC (n=39)

Gamma = 0.33 p-value = 0.003

All

55% 50%

27% 24%59%

60%

80%

100%Perf vs. SEC-VAL (Low PC)

18% 26% 12%

55%29%

0%

20%

40%

Lower SEC (n=22)

Middle SEC (n=34)

Higher SEC (n=17)

G 0 23 l 0 127

The relationship:for the set of all programs 0.33 = Strongfor the set of High Challenge programs 0.48 = Very Strongfor the set of Low Challenge programs 0 23 = Moderate

28Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Gamma = 0.23 p-value = 0.127for the set of Low Challenge programs 0.23 = Moderate

Page 29: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Product Integration vs. Performance

16%100%

Perf vs. SEC-PI

Higher 12%

33%80%

100%Perf vs. SEC-PI (High PC)

34%

38%26%

32%49%

40%

60%

80%

gPerf

Middle Perf

65%43% 33%

24%

25%17%

33%50%

20%

40%

60%

80%

50%30% 26%

26%

0%

20%

40%

Lower SEC (n=32) Middle SEC (n=81) Higher SEC (n=35) All

Lower Perf

Perf vs SEC PI (Low PC)

0%Lower SEC

(n=17)Middle SEC

(n=40)Higher SEC

(n=18)

Gamma = 0.42 p-value = 0.01

Lower SEC (n=32) Middle SEC (n=81) Higher SEC (n=35)

Gamma = 0.33 p-value = 0.003

All

47%51%

20% 32% 47%

40%

60%

80%

100%Perf vs. SEC-PI (Low PC)

33%17% 18%

51% 35%

0%

20%

40%

Lower SEC (n=15)

Middle SEC (n=41)

Higher SEC (n=17)

G 0 23 l 0 153

The relationship:for the set of all programs 0.33 = Strongfor the set of High Challenge programs 0.42 = Very Strongfor the set of Low Challenge programs 0 23 = Moderate

29Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Gamma = 0.23 p-value = 0.153for the set of Low Challenge programs 0.23 = Moderate

Page 30: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Configuration Management vs. Performance

17%100%

Perf vs. SEC-CM

Higher 14%

35%80%

100%Perf vs. SEC-CM (High PC)

37%

33%

39% 47%

40%

60%

80%gPerf

Middle Perf

66%38% 25%

21%

27%20%

35%55%

20%

40%

60%

80%

46%27% 21%

32%

0%

20%

40%

Lo er SEC (n 59) Middle SEC (n 51) Higher SEC (n 38) All

Lower Perf

Perf vs SEC CM (Low PC)

25%0%

Lower SEC (n=29)

Middle SEC (n=26)

Higher SEC (n=20)

Gamma = 0.53 p-value = 0

Lower SEC (n=59) Middle SEC (n=51) Higher SEC (n=38)

Gamma = 0.38 p-value = 0.001

All

53%

20%44% 39%

60%

80%

100%Perf vs. SEC-CM (Low PC)

27% 16% 17%

40% 44%

0%

20%

40%

Lower SEC (n=30)

Middle SEC (n=25)

Higher SEC (n=18)

The relationship:for the set of all programs 0.38 = Strongfor the set of High Challenge programs 0.53 = Very Strongfor the set of Low Challenge programs 0 22 = Moderate

30Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Gamma = 0.22 p-value = 0.203for the set of Low Challenge programs 0.22 = Moderate

Page 31: Quantifying the Effectiveness of Systems Engineering...The Value of System Engineering GAO-09-362T - Actions Needed to Overcome Long-standing Challenges with Weapon Systems Acquisition

Program Monitoring & Control vs. Performance

17%31%

100%

Perf vs. SEC-PMC

Higher 14% 26%80%

100%

Perf vs. SEC-PMC (High PC)

38%37%

31%50%

40%

60%

80%gPerf

Middle Perf

68%44%

27%

18%30%

19%

54%

20%

40%

60%

80%

46%33%

21%

29%

0%

20%

40%

Lower SEC (n=48) Middle SEC (n=52) Higher SEC (n=48) All

Lower Perf

Perf vs SEC-PMC (Low PC)

27%0%

Lower SEC (n=22)

Middle SEC (n=27)

Higher SEC (n=26)

Gamma = 0.53 p-value = 0

Lower SEC (n=48) Middle SEC (n=52) Higher SEC (n=48)

Gamma = 0.38 p-value = 0

All

54%44%

19%36% 45%

60%

80%

100%

Perf vs. SEC-PMC (Low PC)

27% 20% 14%

44%41%

0%

20%

40%

Lower SEC (n=26)

Middle SEC (n=25)

Higher SEC (n=22)

The relationship:for the set of all programs 0.38 = Strongfor the set of High Challenge programs 0.53 = Very Strongfor the set of Low Challenge programs 0 27 = Moderate

31Quantifying the Effectiveness of SE14-May-2013© 2013 Carnegie Mellon University

Gamma = 0.27 p-value = 0.092for the set of Low Challenge programs 0.27 = Moderate