enterprise modeling - george mason university...project plan and budget syst 495-spring 2012 2 . ......
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Enterprise Modeling
Saad El Beleidy Peyman Jamshidi
Jared Kovacs Gabriel Lewis
Improving the Analysis of Alternatives (AoA) Process for IT Solutions Government Contract Proposals
Contents
! Context and Stakeholder Analysis ! Problem and Need
! Design Alternatives ! Simulation Design ! Design of Experiment ! Results ! Project Plan and Budget
Syst 495-Spring 2012 2
Contents
! Context and Stakeholder Analysis ! Problem and Need ! Design Alternatives ! Simulation Design ! Design of Experiment ! Results ! Project Plan and Budget
Syst 495-Spring 2012 3
IT Solutions Government Contractors
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Project Sponsor: Civilian and National Security (CNS) Division, Vangent, Inc.
! Proposal Development is critical to gaining revenue
! 15-25 Proposals per year, of varied sizes
! Complex proposals, large scope of technology
! Federal Contract Spending decreased $40 billion from 2009 to 2011
0
0.4
0.8
0 2 4 6 8 10
Like
lihoo
d
AoA Duration (Weeks)
$500
$530
$560
2009 2010 2011 Fede
ral C
ontr
act
Spen
ding
(Bi
llion
s)
Fiscal Year Adapted from the Federal Times, 2011
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Acquisitions Committee Solicitation Proposals
Selected Solution
Government Contractor
Bid Decision
Government Entity
Requirements
Technical Solution Development
Proposal Writing
Budget & Management
Technical Solution Development / AoA
Process Level 1 Proposal Development Process
Highly competitive: 5-10 competitors for each proposal
Process Level 2 Top Level AoA Process
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Define the Problem Domain
Define Evaluation
Criteria
Explore Alternate Solutions
Evaluate Solutions
Solicitation
Ranked List of Alternatives
High-level “Decision and Analysis Resolution” (DAR) model provided by Vangent sponsors
20% 10% 30% 40%
0%
20%
40%
60%
Define the Problem Domain
Define Evaluation Criteria
Explore Alternate Solutions
Evaluate Solutions Mea
n D
urat
ion
(% A
oA)
Task Category Classification
1. Labor Intensive: Little expertise required: parsing, documenting. Time Variability = Low (±22%)
2. Decision Making: Expert required: difficult decisions, judgment calls. Time Variability = High (±54%)
3. Experience Recall: Expert required: subjectively making judgments based on previous experience. Time Variability = Medium (± 44%)
4. Networking: Personal dialogue and collaboration with co-workers and others. Time Variability = High (±100%)
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Process Level 2 Top Level AoA Process
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Define the Problem Domain
Define Evaluation
Criteria
Explore Alternate Solutions
Evaluate Solutions
Solicitation
Ranked List of Alternatives
High-level “Decision and Analysis Resolution” (DAR) model provided by Vangent sponsors
Process Level 3 (AoA) Phase 1: Define Problem Domain
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Data acquired via knowledge elicitation from stakeholder SMEs
Task Category
% of Phase
Labor Intensive 25%
Decision Making 23%
Experience Recall 21%
Networking 31%
Process Level 2 Top Level AoA Process
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Define the Problem Domain
Define Evaluation
Criteria
Explore Alternate Solutions
Evaluate Solutions
Solicitation
Ranked List of Alternatives
High-level “Decision and Analysis Resolution” (DAR) model provided by Vangent sponsors
Process Level 3 (AoA) Phase 2: Define Evaluation Criteria
11
Data acquired via knowledge elicitation from stakeholder SMEs
Syst 495-Spring 2012
Task Category
% of Phase
Labor Intensive 42%
Decision Making 20%
Experience Recall 18%
Networking 20%
Process Level 2 Top Level AoA Process
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Define the Problem Domain
Define Evaluation
Criteria
Explore Alternate Solutions
Evaluate Solutions
Solicitation
Ranked List of Alternatives
High-level “Decision and Analysis Resolution” (DAR) model provided by Vangent sponsors
Process Level 3 (AoA) Phase 3: Explore Alternate Solutions
13 Syst 495-Spring 2012
Data acquired via knowledge elicitation from stakeholder SMEs
Task Category
% of Phase
Labor Intensive 36%
Decision Making 15%
Experience Recall 13%
Networking 36%
Process Level 2 Top Level AoA Process
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Define the Problem Domain
Define Evaluation
Criteria
Explore Alternate Solutions
Evaluate Solutions
Solicitation
Ranked List of Alternatives
High-level “Decision and Analysis Resolution” (DAR) model provided by Vangent sponsors
Process Level 3 (AoA) Phase 4: Evaluate Solutions
15 Syst 495-Spring 2012
Task Category
% of Phase
Labor Intensive 38%
Decision Making 21%
Experience Recall 23%
Networking 18%
Data acquired via knowledge elicitation from stakeholder SMEs
Current Issues in AoA 1. Limited and variable availability of
past research due to proprietary restrictions
2. Limited and variable applicability of past research once gained
3. Variable difficulty of AoA—need for past research
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0
0.25
0.5
0% 50% 100%
Prob
abili
ty
Relative Expected Availability
0
0.25
0.5
0% 50% 100%
Prob
abili
ty
Relative Expected Applicability
Current Issues in AoA 4. Quality of AoA suffers from the
information’s lack of availability and applicability
5. One employee handles entire AoA, so potentially parallel processes are conducted in series
6. Time spent for AoA results is an entirely overhead cost
Syst 495-Spring 2012 17
0%
50%
100%
0% 50% 100%
AoA
Out
put
Rela
tive
Q
ualit
y
Relative Expected Availability
0%
50%
100%
0% 50% 100%
AoA
Out
put
Rela
tive
Q
ualit
y
Relative Expected Applicability
$32,000
$16,000
$6000 0
0.4
0.8
0 2 4 6 8 10
Prob
abili
ty
AoA Duration (Weeks)
Key Stakeholder Goals ! Solutions Architects
Perform Analysis of Alternatives
– Maximize productivity – Avoid overtime – Maximize labor rewards
! Capture Managers Manage the transition from opportunity discovery to contract award Oversees bid strategies, pricing, and teaming
– Maximize probability of winning contracts • Increase AoA discriminability and quality
! Proposal Managers Develop and manage the proposal plan and schedule – Maximize proposal/AoA throughput
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Key Stakeholder Interactions
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Interactions Proposal Demand Solution Demand
Tension: Managers and
Architects Limited time and personnel resources to conduct solutions development.
Contents
! Context and Stakeholder Analysis
! Problem and Need ! Design Alternatives ! Simulation Design ! Design of Experiment ! Results ! Project Plan and Budget
Syst 495-Spring 2012 20
Problem Statement
During a time of national economic downturn, federal contract spending cuts have led to a decrease in available contract revenue and an increase in competition between government contractors. These factors have increased the time sensitivity of proposal development, specifically in the AoA process.
Syst 495-Spring 2012 21
Need Statement
There is a need for Analysis of Alternatives process improvements to reduce the mean time duration by at least 33%, and the variability by 25%, while maintaining or increasing AoA proposed solution quality and keeping maximum costs below $100,000 per AoA.
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Need validated with key stakeholders
Contents
! Context and Stakeholder Analysis ! Problem and Need
! Design Alternatives ! Simulation Design ! Design of Experiment ! Results ! Project Plan and Budget
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Design Alternative Approach
! Optimize AoA Staffing Levels
– Target Parallel Tasks – Reduce mean time duration
! Information Management System
– Target efficiency increases – Reduce duration and variability
24
AoA Phase Parallel Tasks
Define Problem Domain 6
Define Evaluation Criteria 4
Explore Alternate Solutions 5
Evaluate Solutions 4
Task Category % AoA Variability
Labor Intensive 35.2% Low ±22%
Decision Making 19.2% High ± 54%
Experience Recall 26.3% Med ± 44%
Networking 19.2% High ±100%
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Optimize AoA Staffing Levels
1 Additional Solutions Architect collaborates to conduct AoA
! Reduce mean time duration of AoA – Additional resource to conduct parallel tasks – Increases size of social network – Potential for conflict in making decisions
! Cost: Approx. $200,000 salary including benefits per year Five year cost: $1,000,000
Syst 495-Spring 2012 25
Task Category
Labor Intensive
Decision Making
Experience Recall
Networking
Efficiency Gain --- -10% --- +10%
Information Management Alternatives
Division-wide database system to facilitate storage, retrieval and sharing of technical solution material in AoA
! Stakeholders currently use Microsoft Sharepoint for file sharing – Insufficient level of access to past data, lacking product features – Low quality system that is underutilized
! Alternatives aim to: – Reduce mean duration of AoA
• Enable re-use of past technical solution material – Reduce time variability
• Change high variability task types to low variability task type – Maintain or increase quality
• Increase availability of information
Syst 495-Spring 2012 26
File Management System
! Benefits – Integrates with current system – Organized file structure – Promotes collaboration – Easily scalable
! Drawbacks – Requires permissions for file access – Limited search functionality
! Cost: Intravation Initial Cost: 100 User License GDIT(Parent Company) has 25 user license; $1000 one time fee per active user
First Year Cost: $76,615 Annual Maintenance: $1615 Five Year Cost: $83,075
27
Task Category
Labor Intensive
Decision Making
Experience Recall
Networking
Efficiency Gain +10% +10% +15% +5%
Syst 495-Spring 2012
Content Management System
! Benefits – Robust searching and indexing – Preconfigured user roles based upon
content–access needs – Authentication, check in/out, tracking – Workflow management
! Drawbacks – High complexity
• High learning curve • Expensive Technical Support
! Cost: Documentum Initial Cost: 100 User License Cost: $110,665
System Cost: First Year Cost: $129,080 Annual Maintenance: $18,415 Five Year Cost: $202,740
28
Task Category
Labor Intensive
Decision Making
Experience Recall
Networking
Efficiency Gain +15% +15% +20% +10%
Syst 495-Spring 2012
Sanitized Document Repository
! Benefits – Quality of information improvement
• Promotes availability • Increases applicable content
– Virtually eliminates security risks – Provides quicker access to data – Minimal technical support
! Drawbacks – Low initial benefit
! Cost Estimate 12 labor hours per AoA
Five Year Cost: $150,000
29
Task Category
Labor Intensive
Decision Making
Experience Recall
Networking
Efficiency Gain +15% +10% +10% +5%
Variability Low High Med High
% of AoA Original New 35% 40% 20% 17% 19% 17% 26%
Syst 495-Spring 2012
Contents
! Context and Stakeholder Analysis ! Problem and Need
! Design Alternatives
! Simulation Design ! Design of Experiment ! Results ! Project Plan and Budget
Syst 495-Spring 2012 30
Simulation Design
! Monte Carlo Discrete Event Simulation of AoA ! 1000 Replications ! Each Replication covers 25 Proposals (1 year)
! Key Model Assumptions: 1. Solutions Architects work on one task at a time 2. Only one proposal is being worked on at any given time 3. The four task categories adequately capture time
consumption in AoA 4. All tasks are of equal importance to the quality of AoA output
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Simulation Design
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Simulation Model
AoA Process Definition
Quality Metric
AoA Time Variability
AoA Mean Time
Number of Technologies
AoA Difficulty
Information Availability
Information Applicability
Task Category Efficiencies
Task Time Delay Equation
Syst 495-Spring 2012 33
: Task Categories (Labor Intensive, Decision Making, Experience Recall, Networking)
: Inherent Task Delay
: Task Category Efficiency Index (% Expected Time)
: Task Category Weight (% of task with specific task category)
: Task Category Variability Factor (RV)
: Technology Variability (RV)
: Number of Technologies/AoAs in the Proposal
Task Quality Metric Equation
34 Syst 495-Spring 2012
: Availability Factor (RV)
: Applicability Factor (RV)
: Stakeholder weights
Contents
! Context and Stakeholder Analysis ! Problem and Need
! Design Alternatives ! Simulation Design
! Design of Experiment ! Results ! Project Plan and Budget
Syst 495-Spring 2012 35
Design of Experiment Matrix
Syst 495-Spring 2012 36
! A1: Staffing Levels ! A2: Sanitized
Repository ! A3: File
Management ! A4: Content
Management
Run Configuration Alternatives A1 A2 A3 A4
1 Baseline - - - - 2 A1 x - - - 3 A1, A2 x x - - 4 A1, A2, A3 x x x - 5 A1, A2, A4 x x - x 6 A1, A3 x - x - 7 A1, A4 x - - x 8 A2 - x - - 9 A2, A3 - x x - 10 A2, A4 - x - x 11 A3 - - x - 12 A4 - - - x
Alternatives Efficiency Summary
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Alternative Labor Intensive
Decision Making
Experience Recall Networking
Baseline --- --- --- --- Optimizing Staffing Levels
--- -10% --- +10%
Sanitized Repository +15% +10% +10% +5%
File Management +10% +10% +15% +5%
Content Management +15% +15% +20% +10%
Alternatives’ Efficiency Indexes
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0.6
0.7
0.8
0.9
1
1.1
1.2
Baseline A1 A1, A2 A1, A2, A3
A1, A2, A4
A1, A3 A1, A4 A2 A2, A3 A2, A4 A3 A4
Effi
cien
cy In
dex
Alternative Configurations
Labor Intensive Decision Making Experience Recall Networking
A1: Optimized Staffing Levels; A2: Sanitized Repository; A3: File Management; A4: Content Management
Contents
! Context and Stakeholder Analysis ! Problem and Need
! Design Alternatives ! Simulation Design ! Design of Experiment
! Results ! Project Plan and Budget
Syst 495-Spring 2012 39
36.53% 43.91%
49.47% 51.66%
43.08% 45.42%
11.15%
20.10% 23.38%
10.11% 13.97%
0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
A1 A1, A2 A1, A2, A3
A1, A2, A4
A1, A3 A1, A4 A2 A2, A3 A2, A4 A3 A4 Perc
ent
Dec
reas
e in
AoA
Mea
n Ti
me
Dur
atio
n
Alternative Configurations
Syst 495-Spring 2012 40
33.00%
A1: Optimized Staffing Levels; A2: Sanitized Repository; A3: File Management; A4: Content Management
Simulation Results Percent Decrease in Mean Duration
34.38%
37.50%
50.00% 50.00%
37.50% 37.50%
6.25%
12.50%
18.75%
6.25% 6.25%
0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
A1 A1, A2 A1, A2, A3
A1, A2, A4
A1, A3 A1, A4 A2 A2, A3 A2, A4 A3 A4 Perc
ent
Dec
reas
e in
AoA
Tim
e D
urat
ion
Vari
abili
ty
Alternative Configurations
Simulation Results Percent Decrease in Duration Variability
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25.00%
A1: Optimized Staffing Levels; A2: Sanitized Repository; A3: File Management; A4: Content Management
Simulation Results Quality Metric
42 Syst 495-Spring 2012
0.7
0.72
0.74
0.76
0.78
0.8
0.82
0.84
Qua
lity
Met
ric
Alternative Configurations
A1: Optimized Staffing Levels; A2: Sanitized Repository; A3: File Management; A4: Content Management
Using a Sanitized Repository is the only proposed alternative that directly affects quality.
10.2% Increase in Quality
0.74 Baseline
Utility
Mean Duration
Duration Variability
AoA Output Quality
Solution Quality
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Stakeholders’ Utility Function
Value Hierarchy obtained via Stakeholder values elicitation weighted with the Swing Weight Method
.238 .048 .143 .571
Alternative Utility Ranking
44 Syst 495-Spring 2012
Rank Alternative Configuration Utility
1 A1, A2, A4 4.25 2 A1, A2 3.95 3 A1, A2, A3 3.90 4 A2, A4 3.90 5 A2 3.54 6 A1, A4 3.49 7 A2, A3 3.28 8 A4 3.18 9 A1, A3 3.14 10 A1 3.09 11 Baseline 2.50 12 A3 2.37
A1: Optimized Staffing Levels
A2: Sanitized Repository
A3: File Management
A4: Content Management
Meet The Need
Don’t Meet The Need
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Sensitivity Analysis Percent Change in Criteria Weight Necessary to Change Utility Rank
Alternative Configurations
Utility Function Criteria
Mean Time Usability Integrability A1, A2 +33% +41% +69%
A1, A2, A3 +34% +48% +119% A2, A4 +60% +34% +60%
Baseline
A1
A1, A2 A1, A2, A3
A1, A2, A4
A1, A3 A1, A4
A2 A2, A3
A2, A4
A3
A4
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
5
-$5,000.00 $15,000.00 $35,000.00 $55,000.00 $75,000.00 $95,000.00
Uti
lity
Cost per AoA
Syst 495-Spring 2012 46
Cost-Benefit Analysis
A1: Optimized Staffing Levels; A2: Sanitized Repository; A3: File Management; A4: Content Management
Meet the Duration and Variability Reduction Need
Do Not Meet the Duration and Variability Reduction Need
Baseline
A1
A1, A2 A1, A2, A3
A1, A2, A4
A1, A3 A1, A4
A2 A2, A3
A2, A4
A3
A4
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
5
-$5,000.00 $15,000.00 $35,000.00 $55,000.00 $75,000.00 $95,000.00
Uti
lity
Cost per AoA
Syst 495-Spring 2012 47
Cost-Benefit Analysis
A1: Optimized Staffing Levels; A2: Sanitized Repository; A3: File Management; A4: Content Management
Meet the Duration and Variability Reduction Need
Do Not Meet the Duration and Variability Reduction Need
Closest to Desirable Region
Syst 495-Spring 2012 48
Recommendations
! Optimize Staffing Levels and Maintain a Sanitized Repository (A1, A2)
– Percent Reduction in Time Duration: 43.91% – Percent Reduction in Duration Variability: 37.50% – Percent Increase in Quality: 10.21% – Total Utility: 3.95 – Max Expected Cost per AoA: $50,000 – Total Implementation Cost: $230,000/year
Syst 495-Spring 2012 49
Recommendations
! Optimize Staffing Levels, Maintain a Sanitized Repository, and Implement a Content Management System (A1, A2, A4) – Percent Reduction in Time Duration: 51.66% – Percent Reduction in Duration Variability: 50.00% – Percent Increase in Quality: 10.17% – Total Utility: 4.25 – Maximum Expected Cost per AoA: $78,000 – Total Implementation Cost: $111,000 plus $249,000/yr
(Potential Value, if Cost Reduced)
Contents
! Context and Stakeholder Analysis ! Problem and Need
! Design Alternatives ! Simulation Design ! Design of Experiment ! Results
! Project Plan and Budget
Syst 495-Spring 2012 50
Project Plan
51
! WBS – Top Level Enterprise Modeling
Project
1.0 Project Definition
2.0 Requirements Development
3.0 Solution Development
4.0 Modeling and Testing
5.0 Results Analysis
6.0 Communications and Management
Syst 495-Spring 2012
Project Budget
Syst 495-Spring 2012 52
$ Total Project Expected Cost $130,000.00
Total Burden per Person $62.40
Management Reserve $8,000.00
Budget Cost Work Performed (BCWP) $132,500.00
Actual Cost Work Performed (ACWP) $137,500.00
Budget Cost Work Scheduled (BCWS) $124,800.00 Cost Performance Index (CPI) 0.96 Schedule Performance Index (SPI) 0.94
Project Budget
Syst 495-Spring 2012 53
$0.00
$20,000.00
$40,000.00
$60,000.00
$80,000.00
$100,000.00
$120,000.00
$140,000.00
$160,000.00
1 5 9 13 17 21 25 29 33 37
BCWP ACWP BCWS
Time (Week)
Cost
Management Reserve
Questions?
Syst 495-Spring 2012 54
Backup Slides
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Appendix A:
Syst 490-Fall 2011 56
! Output of AoA: Ranked Set of Alternatives
AoA output for “Case Management Platforms” (Vangent, Inc)
Vendors Considered: ! Custom Developed ! Siebel ! IBM ! Microsoft
Total Scores
Stakeholders’ Value Hierarchy
Reduce Mean Time
Maximize Usability
Reduce Time Variability
Maximize Integrability
Maximize Tailorability
Maximize AoA Quality
Maximize Tech Support
Maximize Scalability
Syst 495-Spring 2012 57
Appendix B: Stakeholders’ Value Hierarchy
Value Hierarchy obtained via Stakeholder values elicitation weighted with the Swing Weight Method
.238 .048 .143 .024
.071 .119 .167 .190
Syst 495-Spring 2012 58
Appendix C: Simulation Design - 1
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Simulation Initiation
Appendix C: Simulation Design - 2
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AoA Phase 1: Define the Problem Domain
Appendix C: Simulation Design - 3
Syst 495-Spring 2012 61
AoA Phase 2: Define
Evaluation Critera
Appendix C: Simulation Design - 4
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AoA Phase 3: Explore
Alternate Solutions
Appendix C: Simulation Design - 5
Syst 495-Spring 2012 63
AoA Phase 4: Evaluate Solutions
Appendix C: Simulation Design - 6
Syst 495-Spring 2012 64
Simulation Variable
Assignments
Appendix C: Simulation Design - 7
Syst 495-Spring 2012 65
Simulation Calculations
Appendix C: Simulation Design - 8