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Honourcode, Inc. Honourcode, Inc. Systems Engineering Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 [email protected] [email protected] Funding provided by Honourcode, Inc. Honourcode, Inc. CEDISC (Univ of South Australia)

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Page 1: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Honourcode, Inc.Honourcode, Inc.

Systems Engineering Return on Investment

SE-ROI Research Interim Results Aug 09

Eric Honour+1 (850) [email protected]@hcode.com

Funding provided by• Honourcode, Inc.Honourcode, Inc.• CEDISC (Univ of South Australia)

Page 2: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Agenda

Background Motivation for the topic Motivation for the topic Quick summary of anecdotal prior works

SE-ROI Project SE ROI Project Goals and methodology

SE-ROI Research Interim Results SE ROI Research Interim Results Demographics results Interim correlation results

Honourcode, Inc.

Page 3: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Honourcode, Inc.Honourcode, Inc.

Background

Concepts: Value of SEPrior results

Boeing Franz data Boeing - Franz data IBM – Barker data Value of SE 2004 data EIA SE Effectiveness Study SEROI-COCOMO 2008 data

Page 4: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Heuristic Claim of SE

Better systems engineering leads to Better system quality/valuey q y/ Lower cost Shorter schedule

Traditional DesignTraditional DesignRisk

SYSTEMDESIGN

DETAILDESIGN

PRODUCTIONINTEGRATION TEST Time

RiskSavedTime/Cost“System Thinking” Design Time

Honourcode, Inc.Not Known: How Much Is Enough?

Page 5: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Impact of Systems Engineering on Quality and Schedule

Empirical evidence obtained from three parallel (same time) projectsparallel (same time) projects Each developed a complex, robotic Universal

Holding Fixture (UHF) Each used a different level of SE Results are compared

Trait UHF1 UHF2 UHF3

Size 10’ x 40’ 8’ x 50’ 6’ x 14’

Accuracy ±0.005” ±0.003” ±0.003”

Contact Sensors None 57 108

V S 1 70 108Vacuum Sensors 1 70 108

Real-time checks No Yes Yes

Probe contours No Yes Yes

NC interface No Yes Yes

Honourcode, Inc.

C te ace o es es

…W. Forrest Frantz, Impact of Systems Engineering on Quality and Schedule –Empirical Evidence, Boeing, INCOSE 1995

Page 6: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Impacts

Requirements to RFP (weeks) Design to Production (weeks)

UHF3UHF2UHF1

UHF3UHF2UHF1

Use of better SE reduced

Overall Development Time (weeks)

0 10 20 30 0 20 40 60

Use of better SE reduced Overall cycle time Time to create req’s Time to design/produce

UHF3UHF2UHF1

Time to design/produce Time to test

...even in the face of more complex, higher quality

0 50 100

Honourcode, Inc.

systems!…W. Forrest Frantz, Impact of Systems Engineering on Quality and Schedule –

Empirical Evidence, Boeing, INCOSE 1995

Page 7: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Systems Engineering Effectiveness

Study of 8 software product development projects during upgrade of SE processes projects during upgrade of SE processes

Evaluation by cost and schedule against a standard estimating method.g

Identifyaffected

t

Convertto

“ i t ”

Historical Database, Cost per “Point”New

ProductConcept components

EvaluateImpact,

C l i

“points”

EstimateCost,

S h d l

Concept

ProductLine

Complexity ScheduleArchitectureCosting method applies only to project management, business management, systems engineering, system integration, and delivery into production. Application development costs are not included.

Honourcode, Inc.© Copyright IBM Corp 2003Used With Permission

…Barker, Determining Systems Engineering Effectiveness, IBM Commercial Products, CSER 2003

Page 8: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Systems Engineering Effectiveness

Significant Findings: Impact and complexity provide an effective

method to perform parametric costing.Early parametric costing works.y p g

Preliminary data indicates that the use of Systems Engineering will improve project

d ti it h ff ti l bi d ith th productivity when effectively combined with the Project Management and Test Processes.

Systems engineering improves productivity.

$/Point Averages

Without SE $1,350/pt20002001

$1,454/pt$1,142/pt

Honourcode, Inc.© Copyright IBM Corp 2003Used With Permission

With SE $944/pt 2002 $818/pt…Barker, Determining Systems Engineering Effectiveness,

IBM Commercial Products, CSER 2003

Page 9: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Schedule Overrun vs. SE Effort3.0

90% Assurance (1.6)

2.2

2.6

ched

ule

Average Schedule Overrun

1.8

anne

d Sc

1.4

Act

ual/P

la

0.6

1.00% 4% 8% 12% 16% 20% 24%

A

Honourcode, Inc.

SE Effort = SE Quality * SE Cost/Actual Cost…Honour, Understanding the Value of Systems Engineering,

INCOSE 2004

Page 10: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Cost Overrun vs. SE Effort3.0

90% Assurance (1.6)

2.2

2.6

Cos

t

Average Cost Overrun

1.8

Plan

ned

1.4

Act

ual/P

0.6

1.00% 4% 8% 12% 16% 20% 24% 28%

Honourcode, Inc.

0.6

SE Effort = SE Quality * SE Cost/Actual Cost…Honour, Understanding the Value of Systems Engineering,

INCOSE 2004

Page 11: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Effect of SE Activities on Projects

Gamma relationship to project performance

Honourcode, Inc.…Elm, A Survey of Systems Engineering Effectiveness,

NDIA, CMU/SEI 2007

Page 12: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

COCOMO II: How Much Architecting is Enough?

90

100

edul

e

Percent of Project Schedule

60

70

80

Ove

rall

Sche Devoted to Initial Architecture and

Risk Resolution

Added Schedule Devoted to Rework (COCOMO II RESL factor)

10000KSLOC

40

50

60

Add

ed to

O Rework (COCOMO II RESL factor)

Total % Added Schedule100 KSLOC

Sweet Spot

S t S t D i

10

20

30

ent o

f Tim

e

10 KSLOC

Sweet Spot Drivers:

Rapid Change: leftward

High Assurance: rightward

0

10

0 10 20 30 40 50 60

Percent of Time Added for Architecture and

Perc

e

Basis: 161 projects in COCOMO II database since implementation of RESL factor

Honourcode, Inc.

Risk Resolution…Boehm/Valerdi/Honour, The ROI of Systems Engineering:

Some Quantitative Results, USC/MIT, INCOSE 2007

Page 13: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Honourcode, Inc.Honourcode, Inc.

SE-ROI Project

MethodologyIndustry support

Page 14: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Project Goals

Research objectivesHow Much Is Enough?How Much Is Enough? Find out how much of what type of SE correlates with

project success• What SE practices are appropriate under what conditions.p pp p

Leading indicators• Used during a project to assess the project’s expected future

success and risks based on SE practices used.

Identification of good SE practices Identification of good SE practices• Appropriate to generate success under different conditions.

Schedule ’05-’07 – Technical structuring and definitions 05- 07 – Technical structuring and definitions Late ’07 – Started data gathering Internal reports ’08–’09 Final reports ’10

Honourcode, Inc.

Final reports 10

Page 15: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

SE-ROI ProjectInterviews

• Just-completed programsK PM/SE/Ad i

Desired Results1 Statistical correlation • Key PM/SE/Admin

• Translate program data into project structure

1. Statistical correlation of SE practices with project success

2. Leading indicators

• Program characterization• Program success data

SE d t (h lit

g3. Identification of good

SE practices

• SE data (hours, quality, methods)

Statistical correlationStatistical correlation

1.4

1.8

2.2

2.6

3.0

ual/P

lann

ed S

ched

ule

Honourcode, Inc.

0.6

1.00% 4% 8% 12% 16% 20% 24%

SE Effort = SE Quality * SE Cost/Actual Cost

Act

u

Page 16: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Company Participation

Data gathering – minimal impactSelect 2 to 4 programs Select 2 to 4 programs

One day of interviews 2-hour sessions with PM+SE of each program Strong protection of proprietary data

Reports – effective program benchmarking Benchmark report within 30 days of session Benchmark report within 30 days of session

• Compares your programs against prior data Quarterly reports from all prior data, all sources

• Correlations found• Leading indicators proven• SE practices proven

Honourcode, Inc.

p p

Page 17: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Current Status – August 2009

SE ontology from SE standards –wide-spread, acceptable terminology

Completed Oct 05p , p gy

Develop interest base from possible interview sources (currently ~65)

Create interview data sheets and vet

Completed, Ongoing

Completed them through sample interviews

Start program interviews Gather data from 40+ programs

Oct 06Started 3/07In process

Interviews held Programs ready for interview Active program contacts

Other known possibilities

34710?15? Other known possibilities

Report benchmark results to participating organizations

Public reports on research results

15?In process

In process

Honourcode, Inc.

Public reports on research results In process

Page 18: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Honourcode, Inc.Honourcode, Inc.

SE-ROI ResearchInterim Results

DemographicsContinued additions to “Value of SE” resultsValue of SE resultsHistograms of SE activitiesIndications about d o s oueffectiveness of SE activities

Page 19: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Basic DemographicsCharacteristic ValueSE Data Set SE-ROI Data Set

Number of organizations Unknown 12

Number of data points 44 34

Funding method Unknown 24 contracted,10 amortized

l $ $ $ $Program total cost $1.1M - $5.6BMedian $42.5M

$600K - $1.8BMedian $12.0M

Cost compliance (0.8):1 – (3.0):1Median (1.2):1

(0.6):1 – (10):1Median (1.0):1

Development schedule 2.8 mo. – 144 mo.Median 43 mo.

2 mo. – 120 mo.Median 32 mo.

Schedule compliance (0.8):1 – (4.0):1Median (1.2):1

(0.3):1 – (2.5):1Median (1.0):1

Percent of program used in systems engineering effort, by cost

0.1% - 27%Median 5.8%

4% - 80%Median 14.8%

Subjective assessment of Values of 1 to 10 Values of 1 to 9

Honourcode, Inc.

Subjective assessment of systems engineering quality (1 poor to 10 world class)

Values of 1 to 10Median 5

Values of 1 to 9Median 7

Page 20: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Program “Size”

Honourcode, Inc.

Page 21: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Program/Team Parameters

Honourcode, Inc.

Page 22: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Schedule vs. SE Effort

3.0ValueSE Data

2.2

2.6

hedu

le

ValueSE Data

SEROI Data

All Data

Poly. (ValueSE Data)

Poly (All Data)

1.8

anne

d Sc

h Poly. (All Data)

R² 0 1923

R² = 0.2519

1.0

1.4

0% 5% 10% 15% 20% 25%Act

ual/P

la

R² = 0.1923

0.2

0.6

A

SE Effort = SE Quality * SE Cost/Actual Cost

Honourcode, Inc.Caution: This is interim data.

SE Effort = SE Quality * SE Cost/Actual Cost

Page 23: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Cost vs. SE Effort

3.0V l SE d t

2.6

Cos

t

Value SE data

SE-ROI data

All data

Poly. (Value SE data)

1.8

2.2

anne

d C Poly. (All data)

R² = 0.323

1.4

Act

ual/P

l

R² = 0.1659

0.6

1.00% 5% 10% 15% 20% 25%

A

Honourcode, Inc.Caution: This is interim data.

SE Effort = SE Quality * SE Cost/Actual Cost

Page 24: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Breakout by SE Activities

MD Mission/Purpose DefinitionRE Requirements EngineeringSA System Architecting10%

12%

14%

ost

Highest

Lowest SA System ArchitectingSI System ImplementationTA Technical AnalysisTM Technical Leadership/ManagementSM Scope Management4%

6%

8%

Effe

ctiv

e%

Pro

gram

Co

Median

VV Verification & Validation

0%

2%

MD RE SA SI TA TM SM VV

%

Systems Engineering Activities

MD

REVV

Breakout of SE ActivitiesSuccessful Projects MD RE

SA

Breakout of SE ActivitiesPoor Projects

SA

SI

TATM

SM

VV SA

SI

TATM

SM

VV

Honourcode, Inc.Caution: This is interim data.

Page 25: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Typical Data:

Schedule vs. Tech Lead’ship/Mgmt

2.6

3.0

ule

1 8

2.2

ed S

ched

u

SEROI Data

Proprietary data in chart has been removed.

Chart shows strong visual trend that greater Technical

1.4

1.8

tual

/Pla

nne Chart shows strong visual trend that greater Technical

Leadership/Management correlates with lower Schedule overrun

0.6

1.00% 2% 4% 6% 8% 10% 12%

Act

TM Effort = TM Quality * TM Cost/Actual CostStrong visual correlation observed for:ALL other activities

Weaker visual correlation observed for:MD Mission Definition

y

Honourcode, Inc.Caution: This is interim data, not yet reviewed

and not ready for release.

Page 26: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Typical Data:

Cost vs. Verif/Valid

2 6

3.0

2.2

2.6nn

ed C

ost

SE-ROI data

Proprietary data in chart has been removed.

Ch t h t i l t d th t t

1.4

1.8

Act

ual/P

lan Chart shows strong visual trend that greater

Verification/Validation correlates with lower Cost overrun

S i l l i b d f

0.6

1.00% 2% 4% 6% 8% 10% 12% 14%

A

VV Effort = VV Quality * VV Cost/Actual CostStrong visual correlation observed for:RE Requirements EngineeringSA System ArchitectingTA Technical AnalysisTM Technical Leadership/Management

Weaker visual correlation observed for:MD Mission Definition

y

Honourcode, Inc.Caution: This is interim data, not yet reviewed

and not ready for release.

TM Technical Leadership/Management SM Scope ManagementVV Verification & Validation

Page 27: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Typical Data:

Overall Success vs. Reqs Engr

5.0

4.0

Succ

ess

Proprietary data in chart has been removed.

Ch t h t i l t d th t t R i t

2.0

3.0

Ove

rall

S

SE-ROI data

Chart shows strong visual trend that greater Requirements Engineering correlates with better Overall Success

1.00.0% 1.0% 2.0% 3.0% 4.0%

RE Effort = RE Quality * RE Cost/Actual CostStrong visual correlation observed for:Weaker visual correlation observed for:

None

y

MD Mission DefinitionRE Requirements EngineeringSA System ArchitectingTA Technical Analysis

TM Technical Leadership/Management

SM Scope ManagementVV Verification/Validation

Honourcode, Inc.Caution: This is interim data, not yet reviewed

and not ready for release.

TA Technical Analysis VV Verification/Validation

Page 28: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Typical Data:

Tech Quality vs. Reqs Engr2.0

SEROI Data

0.0 = failed to meet

1.0 = met thresholds

“Technical Quality” is based on compliance with KPP thresholds and goals

1.5

Qua

lity

2.0 = met goals

g

1 0 = Met thresholds

2.0 = Met goalsProprietary data in chart has been removed.

Chart shows wide scatter with a very weak trend that greater

0.5

1.00.0% 1.0% 2.0% 3.0% 4.0%

Tech

nica

l 1.0 Met thresholdsChart shows wide scatter, with a very weak trend that greater Requirements Engineering correlates with a tendency to meet

threshold

0.0 RE Effort = RE Quality * RE Cost/Actual Cost0.0 = Failed to meet

Correlation is toward threshold compliance versus goals.Perhaps calls into question lack of design or contractual

Strong visual correlation observed for:TA Technical Analysis

Weaker visual correlation observed for:RE Requirements Engineering

Honourcode, Inc.Caution: This is interim data, not yet reviewed

and not ready for release.

p q gemphasis on KPPs?

Page 29: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Effect of SE Activities Which activities correlate to better quality?

Activity Cost Schedule Overall Technical1

Missn Defn2 Perhaps Perhaps Yes No

Reqs Engr Yes Yes Yes Perhaps

Sys Arch Yes Yes Yes No

Sys Impl No Yes No NoProprietary data in chart has been removed.

Chart shows that nearly all systems engineering activities lead to better cost control better schedule control and better overall quality Technical quality Tech Anlysis Yes Yes Yes Yes

Tech Mgmt Yes Yes Yes No

control, better schedule control, and better overall quality. Technical quality (as defined by KPP compliance) shows little correlation with most SE activities.

Scope Mgmt Yes Yes Yes No

Ver & Val Yes Yes Yes No1 P j t i t i t li th th l

Honourcode, Inc.

1 Projects aim at requirements compliance rather than goals2 For most projects, MD was performed in an earlier phase

Caution: This is interim data, not yet reviewed and not ready for release.

Page 30: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Company Participation

Data gathering – minimal impactSelect 2 to 4 programs Select 2 to 4 programs

One day of interviews 2-hour sessions with PM+SE of each program Strong protection of proprietary data

Reports – effective program benchmarking Benchmark report within 30 days of session Benchmark report within 30 days of session

• Compares your programs against prior data Quarterly reports from all prior data, all sources

• Correlations found• Leading indicators proven• SE practices proven

Honourcode, Inc.

p p

Page 31: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Honourcode, Inc.Honourcode, Inc.

Systems Engineering Return on Investment

Questions?

Eric Honour+1 (850) [email protected]

Page 32: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Honourcode, Inc.Honourcode, Inc.

Backup SlidesSE-ROI Project

Samples of SE-ROI interview data sheets

Data securityData security

Page 33: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Program Characterization

Honourcode, Inc.

Page 34: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Subjective Parameters

Honourcode, Inc.

Page 35: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Program Success

Honourcode, Inc.

Page 36: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Systems Engineering

One of the eight SE catego ies sed

Honourcode, Inc.

One of the eight SE categories used

Page 37: Systems Engineering Return on Investment...Return on Investment SE-ROI Research Interim Results Aug 09 Eric Honour +1 (850) 479-1985 ehonour@hcode.com ... prod ti it h ff ti l bi d

Secure, Protective Data Layers

Blind Keynever

Program IDs assigned as random numbers

Public

Annually

Quarterly

revealed

Reportedresults

ParticipatingCompanies

Quarterly

Participating1 month

results through papers Statistical tests

of hypotheses

(all data)

Benchmarking

Companies(program data)

ProjectOnly

BlindedRaw Datayp

data Raw Data

Honourcode, Inc.

Proprietary data agreements with participating companiesPublic data is statistical in nature, selected to protect sources