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Risk Analysis
Some Useful Tools
1 10/16/2002 ©
Eastman Kodak Company, 2002
Risk Analysis for
Strategic Decisions
Some Useful Tools
Jerry E. Boger
Eastman Kodak Company
October 16, 2002
PMI – Rochester Chapter
Risk Analysis
Some Useful Tools
2 10/16/2002 ©
Eastman Kodak Company, 2002
Risks in Projects
Technological /
Market Scenario
Competition
Analysis
Rough
Project
Profitability
Objectives &
Constraints
Planning
Project
Requirements
Milestone
Zero
Organizing
The Team
Kickoff
Session
Structuring
Project
Activities
Objectives &
Constraints
Analysis
Activity Path
Sequencing
Activity
Planning
Milestones
Plan
Project
Costing
Resource
Availability
Milestone
One
Feasibility
Preparation
“Strategic” Risk Analysis
“Operational” Risk Analysis
Source: Report of EIRMA Working Group 53
Risk Analysis
Some Useful Tools
3 10/16/2002 ©
Eastman Kodak Company, 2002
What is an Influence Diagram?
• A decomposition of a “big uncertainty,” like, “How much
money will this project make the company,” into its
fundamental uncertainty components
• The outcome of the “influencing” element “Revenue”
changes the probability distribution of the “influenced”
uncertainty “Earnings” in some significant way
Revenue
Earnings
Costs
Unit Sales
Price
Risk Analysis
Some Useful Tools
4 10/16/2002 ©
Eastman Kodak Company, 2002
Example of a Media Technology
Decision Influence Diagram
NPV
Earnings
Capital
R&D Expenses
Paper
UMC
Industry
Volume
Paper &
Chem Margin
% Kodak
Owned
Kodak P/F
Earnings
P/F
UMC
Market
Potential
Market
Share
Price to
Consumer
Performance
Indep. P/F
Accept.
Competitive
Offerings
P/F
Capital Req.
Price
to P/F
Manuf'g
Capital
P/F Capital
Media
Earnings
Advertising
Time to
Market
P/F Labor
Process
Control
New Steps
Coating
Speed
# of
Passes
License /
Royalty
Risk Analysis
Some Useful Tools
5 10/16/2002 ©
Eastman Kodak Company, 2002
Process Steps for Building an
Influence Diagram
• Start with the “big uncertainty” on the right side of the page
• Work on one uncertainty element at a time; find all the
direct influences for that uncertainty before moving on
• Do not show influences that are not uncertainties (knowns)
• Define each uncertainty as a question that can be answered
by a number (specify the units), yes or no, or a well-defined
multiple choice
• Like peeling an onion, complete one “shell” or level of
influencing elements before moving deeper
• Stop when you have enough detail to directly assess the
uncertainty elements
Risk Analysis
Some Useful Tools
6 10/16/2002 ©
Eastman Kodak Company, 2002
Process Questions
Use the “clairvoyant questions”
• To discover the first influence into a target uncertainty,
ask, “What element (uncertainty or decision) would you
most want to know to reduce (or eliminate) the uncertainty
in the target in question?”
• To discover subsequent influences on that target
uncertainty, ask, “If I told you the answer to all the
influences identified so far, what other element (if any)
would you most want to know to reduce the uncertainty in
the target uncertainty?”
Risk Analysis
Some Useful Tools
7 10/16/2002 ©
Eastman Kodak Company, 2002
Example from a Technology Decision
• The full tree has a branch for every
decision-outcome combination
• Each branch has a probability and
an outcome value
This Skeleton Tree
Option Technique Degree of Success
Results in This Full Tree
(continued for two more pages)
.
.
.
Risk Analysis
Some Useful Tools
8 10/16/2002 ©
Eastman Kodak Company, 2002
Influence Diagram for “Don’t Delay”
Revenue
Cost
Price/Unit
Unit Volume
Feature Set
at Launch
Key Component
Price Escalation
UMC
C
U
U
NPV
Market Share
Market Size
U
COGS
Risk Analysis
Some Useful Tools
9 10/16/2002 ©
Eastman Kodak Company, 2002
Example Conceptual Tree for “Commercialization Example”
Payoff is 6 year NPV
Features
at launch
Price and
share
On Time
Component
price
escalation
SG&A
Market
size
Don’t Delay
Add technical
resources
Delay
launch
1 year
Abandon
program
De-featured
Full
Price and
share
1 Year
Late
Component
price
escalation
SG&A
Market
size
Risk Analysis
Some Useful Tools
10 10/16/2002 ©
Eastman Kodak Company, 2002
F10 F50 F90
• We can characterize uncertainty by estimating
three points on the probability distribution:
f10, f90, and f50
• The range from f10 to f90 captures 80% of
the probability
• By using these points in a sensitivity analysis,
the analysis is calibrated for an equal range of
probability for each uncertainty
• This is in contrast to a traditional “what-if”
analysis using arbitrary ranges of variation
• We can see which uncertainties have the most
impact on the uncertainty of the “big uncertainty”
Risk Analysis
Some Useful Tools
11 10/16/2002 ©
Eastman Kodak Company, 2002
<== Type Name of 1st Alternative Here
Variable
Name
F10
Variable
Value
F50
Variable
Value
F90
Variable
Value F10 Payoff F50 Payoff F90 Payoff Range
1 Features Defeat. Full -6.560951075 1.637795057 1.6378 8.198751075
2 Price/Share Poor Anticip Favor -8.264185535 1.637795057 9.895658888 18.15984442
3 Market Size 80% 100% 130% -0.501100967 1.637795057 4.846139094 5.347240062
4 UMC Escal 100% 120% 150% 6.02725387 1.637795057 -4.946393162 10.97364703
5 SADA 80% 100% 130% 2.165471629 1.637795057 0.846280199 1.31919143
6
Don't Delay
<== Type Name of 2nd Alternative Here
Variable
Name
F10
Variable
Value
F50
Variable
Value
F90
Variable
Value F10 Payoff F50 Payoff F90 Payoff Range
1 Price/Share Poor Anticip Favor -9.082205772 -2.374529692 3.614403533 12.69660931
2 Market Size 80% 100% 130% -3.704241368 -2.374529692 -0.379962177 3.324279191
3 UMC Escal 100% 120% 150% 1.069878092 -2.374529692 -7.541141367 8.611019459
4 SADA 80% 100% 130% -1.736758359 -2.374529692 -3.331186691 1.594428332
5
6
Delay 1 Year
Example of data input to a sensitivity analysis spreadsheet
• A generic sensitivity analysis workbook can be used
• Use a custom model to calculate payoffs then insert the data into this spreadsheet
Risk Analysis
Some Useful Tools
12 10/16/2002 ©
Eastman Kodak Company, 2002
Poor FavorPrice/Share-8.3 9.9
1.5 1UMC Escal-4.9 6.0
Defeat. Features-6.6 1.6
0.8 1.3Market Size-0.5 4.8
1.3 0.8SADA0.8 2.2
Poor FavorPrice/Share-9.1 3.6
1.5 1UMC Escal-7.5 1.1
0.8 1.3Market Size-3.7 -0.4
1.3 0.8SADA-3.3 -1.7
Commercialization Quandry
1.6377950
5733088f50 of Don't Delay
Red indicates Payoff Value
Blue indicates Uncertainty Outcome
-2.37
f50 of Delay 1 Year
Red indicates Payoff Value
Blue indicates Uncertainty Outcome
Don't Delay
Delay 1 Year
After entering the data and running the macros, a “Tornado Diagram” is plotted
Risk Analysis
Some Useful Tools
13 10/16/2002 ©
Eastman Kodak Company, 2002
For problems with up to five uncertainties, Gary Brauer at Kodak has written Microsoft Excel
software macros for analysis
• Each decision alternative must be treated as a separate tree
• You choose the appropriate tree structure, input your data, and link a payoff calculation
• For problems that don’t fit the structure choices, special software such as DPL may be used,
but a large number of cases do fit
Risk Analysis
Some Useful Tools
14 10/16/2002 ©
Eastman Kodak Company, 2002
Don't Delay
Scenario
IndexUMC Escalation (% of base) Market Size (% of base) Features At Launch Price / Share Branch Branch
# Outcome Prob Outcome Prob Outcome Prob Outcome Prob Prob Payoff
1 1 0.3 0.8 0.3 Full 0.7 FF-Poor 0.30 0.0189 -7.018058621
2 1 0.3 0.8 0.3 Full 0.7 FF-Anticipated 0.40 0.0252 3.010466083
3 1 0.3 0.8 0.3 Full 0.7 FF-Favorable 0.30 0.0189 9.967913852
4 1 0.3 0.8 0.3 1.00 #N/A
5 1 0.3 0.8 0.3 #N/A
6 1 0.3 0.8 0.3 #N/A
7 1 0.3 0.8 0.3 Defeatured 0.3 De-Poor 0.30 0.0081 -8.573302988
8 1 0.3 0.8 0.3 Defeatured 0.3 De-Anticipated 0.40 0.0108 -4.953157643
9 1 0.3 0.8 0.3 Defeatured 0.3 De-Favorable 0.30 0.0081 1.148078203
10 1 0.3 1 0.4 Full 0.7 FF-Poor 0.3 0.0252 -6.50840201
11 1 0.3 1 0.4 Full 0.7 FF-Anticipated 0.4 0.0336 6.02725387
12 1 0.3 1 0.4 Full 0.7 FF-Favorable 0.3 0.0252 14.72406358
13 1 0.3 1 0.4 1 #N/A
14 1 0.3 1 0.4 #N/A
15 1 0.3 1 0.4 #N/A
16 1 0.3 1 0.4 Defeatured 0.3 De-Poor 0.3 0.0108 -8.452457468
17 1 0.3 1 0.4 Defeatured 0.3 De-Anticipated 0.4 0.0144 -3.927275787
18 1 0.3 1 0.4 Defeatured 0.3 De-Favorable 0.3 0.0108 3.699269021
19 1 0.3 1.3 0.3 Full 0.7 FF-Poor 0.3 0.0189 -5.743917093
20 1 0.3 1.3 0.3 Full 0.7 FF-Anticipated 0.4 0.0252 10.55243555
21 1 0.3 1.3 0.3 Full 0.7 FF-Favorable 0.3 0.0189 21.85828818
22 1 0.3 1.3 0.3 1 #N/A
23 1 0.3 1.3 0.3 #N/A
24 1 0.3 1.3 0.3 #N/A
25 1 0.3 1.3 0.3 Defeatured 0.3 De-Poor 0.3 0.0081 -8.271189188
26 1 0.3 1.3 0.3 Defeatured 0.3 De-Anticipated 0.4 0.0108 -2.388453003
27 1 0.3 1.3 0.3 Defeatured 0.3 De-Favorable 0.3 0.0081 7.526055247
28 1.2 0.4 0.8 0.3 Full 0.7 FF-Poor 0.3 0.0252 -8.422685441
29 1.2 0.4 0.8 0.3 Full 0.7 FF-Anticipated 0.4 0.0336 -0.501100967
30 1.2 0.4 0.8 0.3 Full 0.7 FF-Favorable 0.3 0.0252 6.105190097
The Excel software macro creates the full tree behind the problem distribution
Risk Analysis
Some Useful Tools
15 10/16/2002 ©
Eastman Kodak Company, 2002
Scenario Inputs and Payoff
Input Area
Scenario Scenario Payoff = -6.809
UMC Escalation (% of base) Outcome 1.5 1 1.2 1.5
Market Size (% of base) Outcome 1.3 0.8 1 1.3
Features At Launch Outcome Defeatured Full 0 Defeatured
Price / Share Outcome De-Favorable
Candidate Values
You have to develop a model that can be linked to this spreadsheet and provide a payoff
value for each scenario, i.e., for each branch of the tree
Cumulative Probability Plot
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
-15 -10 -5 0 5 10 15 20 25
Payoff Axis
CumulativeProbability
Next, a macro runs the model, fills out the tree, and graphs the payoff

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Risk Analysis for Strategic Decisions – Some Useful Tools

  • 1. Risk Analysis Some Useful Tools 1 10/16/2002 © Eastman Kodak Company, 2002 Risk Analysis for Strategic Decisions Some Useful Tools Jerry E. Boger Eastman Kodak Company October 16, 2002 PMI – Rochester Chapter
  • 2. Risk Analysis Some Useful Tools 2 10/16/2002 © Eastman Kodak Company, 2002 Risks in Projects Technological / Market Scenario Competition Analysis Rough Project Profitability Objectives & Constraints Planning Project Requirements Milestone Zero Organizing The Team Kickoff Session Structuring Project Activities Objectives & Constraints Analysis Activity Path Sequencing Activity Planning Milestones Plan Project Costing Resource Availability Milestone One Feasibility Preparation “Strategic” Risk Analysis “Operational” Risk Analysis Source: Report of EIRMA Working Group 53
  • 3. Risk Analysis Some Useful Tools 3 10/16/2002 © Eastman Kodak Company, 2002 What is an Influence Diagram? • A decomposition of a “big uncertainty,” like, “How much money will this project make the company,” into its fundamental uncertainty components • The outcome of the “influencing” element “Revenue” changes the probability distribution of the “influenced” uncertainty “Earnings” in some significant way Revenue Earnings Costs Unit Sales Price
  • 4. Risk Analysis Some Useful Tools 4 10/16/2002 © Eastman Kodak Company, 2002 Example of a Media Technology Decision Influence Diagram NPV Earnings Capital R&D Expenses Paper UMC Industry Volume Paper & Chem Margin % Kodak Owned Kodak P/F Earnings P/F UMC Market Potential Market Share Price to Consumer Performance Indep. P/F Accept. Competitive Offerings P/F Capital Req. Price to P/F Manuf'g Capital P/F Capital Media Earnings Advertising Time to Market P/F Labor Process Control New Steps Coating Speed # of Passes License / Royalty
  • 5. Risk Analysis Some Useful Tools 5 10/16/2002 © Eastman Kodak Company, 2002 Process Steps for Building an Influence Diagram • Start with the “big uncertainty” on the right side of the page • Work on one uncertainty element at a time; find all the direct influences for that uncertainty before moving on • Do not show influences that are not uncertainties (knowns) • Define each uncertainty as a question that can be answered by a number (specify the units), yes or no, or a well-defined multiple choice • Like peeling an onion, complete one “shell” or level of influencing elements before moving deeper • Stop when you have enough detail to directly assess the uncertainty elements
  • 6. Risk Analysis Some Useful Tools 6 10/16/2002 © Eastman Kodak Company, 2002 Process Questions Use the “clairvoyant questions” • To discover the first influence into a target uncertainty, ask, “What element (uncertainty or decision) would you most want to know to reduce (or eliminate) the uncertainty in the target in question?” • To discover subsequent influences on that target uncertainty, ask, “If I told you the answer to all the influences identified so far, what other element (if any) would you most want to know to reduce the uncertainty in the target uncertainty?”
  • 7. Risk Analysis Some Useful Tools 7 10/16/2002 © Eastman Kodak Company, 2002 Example from a Technology Decision • The full tree has a branch for every decision-outcome combination • Each branch has a probability and an outcome value This Skeleton Tree Option Technique Degree of Success Results in This Full Tree (continued for two more pages) . . .
  • 8. Risk Analysis Some Useful Tools 8 10/16/2002 © Eastman Kodak Company, 2002 Influence Diagram for “Don’t Delay” Revenue Cost Price/Unit Unit Volume Feature Set at Launch Key Component Price Escalation UMC C U U NPV Market Share Market Size U COGS
  • 9. Risk Analysis Some Useful Tools 9 10/16/2002 © Eastman Kodak Company, 2002 Example Conceptual Tree for “Commercialization Example” Payoff is 6 year NPV Features at launch Price and share On Time Component price escalation SG&A Market size Don’t Delay Add technical resources Delay launch 1 year Abandon program De-featured Full Price and share 1 Year Late Component price escalation SG&A Market size
  • 10. Risk Analysis Some Useful Tools 10 10/16/2002 © Eastman Kodak Company, 2002 F10 F50 F90 • We can characterize uncertainty by estimating three points on the probability distribution: f10, f90, and f50 • The range from f10 to f90 captures 80% of the probability • By using these points in a sensitivity analysis, the analysis is calibrated for an equal range of probability for each uncertainty • This is in contrast to a traditional “what-if” analysis using arbitrary ranges of variation • We can see which uncertainties have the most impact on the uncertainty of the “big uncertainty”
  • 11. Risk Analysis Some Useful Tools 11 10/16/2002 © Eastman Kodak Company, 2002 <== Type Name of 1st Alternative Here Variable Name F10 Variable Value F50 Variable Value F90 Variable Value F10 Payoff F50 Payoff F90 Payoff Range 1 Features Defeat. Full -6.560951075 1.637795057 1.6378 8.198751075 2 Price/Share Poor Anticip Favor -8.264185535 1.637795057 9.895658888 18.15984442 3 Market Size 80% 100% 130% -0.501100967 1.637795057 4.846139094 5.347240062 4 UMC Escal 100% 120% 150% 6.02725387 1.637795057 -4.946393162 10.97364703 5 SADA 80% 100% 130% 2.165471629 1.637795057 0.846280199 1.31919143 6 Don't Delay <== Type Name of 2nd Alternative Here Variable Name F10 Variable Value F50 Variable Value F90 Variable Value F10 Payoff F50 Payoff F90 Payoff Range 1 Price/Share Poor Anticip Favor -9.082205772 -2.374529692 3.614403533 12.69660931 2 Market Size 80% 100% 130% -3.704241368 -2.374529692 -0.379962177 3.324279191 3 UMC Escal 100% 120% 150% 1.069878092 -2.374529692 -7.541141367 8.611019459 4 SADA 80% 100% 130% -1.736758359 -2.374529692 -3.331186691 1.594428332 5 6 Delay 1 Year Example of data input to a sensitivity analysis spreadsheet • A generic sensitivity analysis workbook can be used • Use a custom model to calculate payoffs then insert the data into this spreadsheet
  • 12. Risk Analysis Some Useful Tools 12 10/16/2002 © Eastman Kodak Company, 2002 Poor FavorPrice/Share-8.3 9.9 1.5 1UMC Escal-4.9 6.0 Defeat. Features-6.6 1.6 0.8 1.3Market Size-0.5 4.8 1.3 0.8SADA0.8 2.2 Poor FavorPrice/Share-9.1 3.6 1.5 1UMC Escal-7.5 1.1 0.8 1.3Market Size-3.7 -0.4 1.3 0.8SADA-3.3 -1.7 Commercialization Quandry 1.6377950 5733088f50 of Don't Delay Red indicates Payoff Value Blue indicates Uncertainty Outcome -2.37 f50 of Delay 1 Year Red indicates Payoff Value Blue indicates Uncertainty Outcome Don't Delay Delay 1 Year After entering the data and running the macros, a “Tornado Diagram” is plotted
  • 13. Risk Analysis Some Useful Tools 13 10/16/2002 © Eastman Kodak Company, 2002 For problems with up to five uncertainties, Gary Brauer at Kodak has written Microsoft Excel software macros for analysis • Each decision alternative must be treated as a separate tree • You choose the appropriate tree structure, input your data, and link a payoff calculation • For problems that don’t fit the structure choices, special software such as DPL may be used, but a large number of cases do fit
  • 14. Risk Analysis Some Useful Tools 14 10/16/2002 © Eastman Kodak Company, 2002 Don't Delay Scenario IndexUMC Escalation (% of base) Market Size (% of base) Features At Launch Price / Share Branch Branch # Outcome Prob Outcome Prob Outcome Prob Outcome Prob Prob Payoff 1 1 0.3 0.8 0.3 Full 0.7 FF-Poor 0.30 0.0189 -7.018058621 2 1 0.3 0.8 0.3 Full 0.7 FF-Anticipated 0.40 0.0252 3.010466083 3 1 0.3 0.8 0.3 Full 0.7 FF-Favorable 0.30 0.0189 9.967913852 4 1 0.3 0.8 0.3 1.00 #N/A 5 1 0.3 0.8 0.3 #N/A 6 1 0.3 0.8 0.3 #N/A 7 1 0.3 0.8 0.3 Defeatured 0.3 De-Poor 0.30 0.0081 -8.573302988 8 1 0.3 0.8 0.3 Defeatured 0.3 De-Anticipated 0.40 0.0108 -4.953157643 9 1 0.3 0.8 0.3 Defeatured 0.3 De-Favorable 0.30 0.0081 1.148078203 10 1 0.3 1 0.4 Full 0.7 FF-Poor 0.3 0.0252 -6.50840201 11 1 0.3 1 0.4 Full 0.7 FF-Anticipated 0.4 0.0336 6.02725387 12 1 0.3 1 0.4 Full 0.7 FF-Favorable 0.3 0.0252 14.72406358 13 1 0.3 1 0.4 1 #N/A 14 1 0.3 1 0.4 #N/A 15 1 0.3 1 0.4 #N/A 16 1 0.3 1 0.4 Defeatured 0.3 De-Poor 0.3 0.0108 -8.452457468 17 1 0.3 1 0.4 Defeatured 0.3 De-Anticipated 0.4 0.0144 -3.927275787 18 1 0.3 1 0.4 Defeatured 0.3 De-Favorable 0.3 0.0108 3.699269021 19 1 0.3 1.3 0.3 Full 0.7 FF-Poor 0.3 0.0189 -5.743917093 20 1 0.3 1.3 0.3 Full 0.7 FF-Anticipated 0.4 0.0252 10.55243555 21 1 0.3 1.3 0.3 Full 0.7 FF-Favorable 0.3 0.0189 21.85828818 22 1 0.3 1.3 0.3 1 #N/A 23 1 0.3 1.3 0.3 #N/A 24 1 0.3 1.3 0.3 #N/A 25 1 0.3 1.3 0.3 Defeatured 0.3 De-Poor 0.3 0.0081 -8.271189188 26 1 0.3 1.3 0.3 Defeatured 0.3 De-Anticipated 0.4 0.0108 -2.388453003 27 1 0.3 1.3 0.3 Defeatured 0.3 De-Favorable 0.3 0.0081 7.526055247 28 1.2 0.4 0.8 0.3 Full 0.7 FF-Poor 0.3 0.0252 -8.422685441 29 1.2 0.4 0.8 0.3 Full 0.7 FF-Anticipated 0.4 0.0336 -0.501100967 30 1.2 0.4 0.8 0.3 Full 0.7 FF-Favorable 0.3 0.0252 6.105190097 The Excel software macro creates the full tree behind the problem distribution
  • 15. Risk Analysis Some Useful Tools 15 10/16/2002 © Eastman Kodak Company, 2002 Scenario Inputs and Payoff Input Area Scenario Scenario Payoff = -6.809 UMC Escalation (% of base) Outcome 1.5 1 1.2 1.5 Market Size (% of base) Outcome 1.3 0.8 1 1.3 Features At Launch Outcome Defeatured Full 0 Defeatured Price / Share Outcome De-Favorable Candidate Values You have to develop a model that can be linked to this spreadsheet and provide a payoff value for each scenario, i.e., for each branch of the tree Cumulative Probability Plot 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 -15 -10 -5 0 5 10 15 20 25 Payoff Axis CumulativeProbability Next, a macro runs the model, fills out the tree, and graphs the payoff