Title: Operationalizing Political Analysis in the East Asia Pacific Region
 1Operationalizing Political Analysis in the East 
Asia Pacific Region
- An Agent Based Stakeholder Model
 
Please select a topic
Agenda
Example
Approach
Process
ABSM
Advice
Value 
 2agenda
- Background on Operationalizing Political Analysis 
 - ABSM Approach  Process 
 - A (Thinly) Disguised Example  Demo 
 - Really Early Lessons 
 
  3Political Analysis Tools 
 4EAPS Political Analysis Quest A Search for 
Relevance and Rigor
- (Amazing) Emerging Consensus that Politics Matter 
to Developmental Outcomes  - Growing Body of Analytic Work on Political 
Economy Issues  - Soft Tools for Incorporating Stakeholder Views in 
Program Design  - Interesting but Not Used 
 - Accessible but Not Rigorous 
 - Challenge How to develop operationally relevant 
and methodologically robust analytic tools that 
will change decisions on the ground in real time  
  5From Early Pilot to New  Improved Senturion
- Early Pilot with Agent-Based Model in 2 EAP 
Countries  - Consultants Performed Analysis 
 - Outside of Operational Cycle 
 - Little Operational Impact 
 - New Modeling Tool (Senturion) 
 - Desktop Software for In-House Use 
 - Modeling Built-in to Program 
 - Training for Bank Staff 
 - Feeds into Operational Decision Making 
 
  6What is the ABSM Approach?
- Agent Based Stakeholder Model (ABSM) draws upon 
leading-edge work to analyze the preferences  
behaviors of relevant decision makers on 
politically driven issues.  -  Provides (much) more systematic, dynamic 
modeling of complex interactions than traditional 
stakeholder analysis  - Employs microeconomics  political (rational 
choice) theory algorithms to simulate bargaining 
dynamics  coalition formation over time on 
specific issues.  - Accurate analysis can be generated using subject 
matter experts (not primary sources)  - Gauges in advance whether proposed policies are 
politically feasible as designed.  - Allows reform packages to be tailored to domestic 
political conditions.  
  7How Does the ABSM Process Work?
- SENTURION defines problems as issues on which 
stakeholders compete to influence.  - With Subject Matter Experts (SMEs), SENTURION 
maps the current political landscape of 
stakeholders  coalitions on issues.  - Power or Potential to Influence 
 - Position 
 - Importance or Salience 
 - The SENTURION ABSM then 
 - Tracks the complex interactions of all 
stakeholders using microeconomic  political 
theory.  - Anticipates bargaining dynamics  coalition 
formation over time.  - Identifies tactics to achieve desired outcomes. 
 - Allows comparison of alternative starting 
assumptions, hypotheses  scenarios. 
  8ABSM Process
- Framing 
 - Definition of Problem 
 - Structuring of Issues
 
Model Algorithms
Issue n
Knowledge Outcome Matrix
Issue 2
Issue1
Results
Continuum
Stakeholders
Issue Outcomes
Output
- Influence 
 - Position 
 - Importance
 
Paths
Data Collection
Consensus
Action Plan
Analysis 
 9Initial Data
Creating a snapshot of the current political 
landscape with experts, not to predict outcomes 
but to render the context.
- Issue continuum 
 - List of stakeholders 
 - Position they adopt 
 - Potential to influence 
 - Salience of the issue 
 
Where are politically powerful groups?
Where is compromise possible?
Where are stable coalitions?
Issue Continuum 
 10Data Collection and Framing Process
- Interview of Experts 
 - Pair-wise Comparisons to Check Validity 
 - Data Refined in Framing Process (Issue continuum, 
Relative Positions, Power, Salience for 
Individual Actors and Groups -- with relative 
weights) are Checked, Re-checked, and Revised as 
Needed.  -  
 
  11Conceptual Underpinnings of ABSM
- Median Voter Theory 
 - Game Theory
 
  12Median
The Median position for each party wins the most 
votes
Number of American Voters
Republican Winner
Democratic Winner
R3
R2
R1
D3
D2
D1
Right
Left
Center
Political Orientation 
 13Median
General Election The Race to the Center The 
Median Position is the winning position in a 
pairwise comparison of all alternatives (Duncan 
Black 1958).
R2
D2
Number of American Voters
Right
Left
Center
Political Orientation 
 14Risk  the Median
- Risk Acceptant stakeholders are further from 
median or preferred outcome  - Risk Averse stakeholders are close to median or 
preferred outcome. 
Deal makers
Freedom Fighters
Terrorists
Median
Extreme
Extreme 
 15Risk  Maximization
Every stakeholder wants to achieve their specific 
goal, subject to risk tradeoffs
Less likely to reach a deal given more of what 
you want
A
- Risk Acceptant Overvalue benefits of what 
stakeholder wants, undervalue costs of action.  - Risk Averse Overvalue costs of action, 
undervalue benefits of what stakeholder wants.  - Risk Neutral Similar evaluation of costs  
benefits.  
B
Winning Personally
Get less of what you want for reaching a deal
C
Winning Politically 
 16Game theory
A
 wins
 does
C
not
intervene
Maps all potential interactions and decision 
calculations among all stakeholders based on how 
risk colors perceptions
 wins
B
A  
C
3
rd
 Party
win
Intervention
C
assists
A  
A
C
lose
B
 resists
 enters
C
Challenge
dispute
Stakeholder
B  
B
C
win
C
 gives
B
assists
in
Stakeholder
 wins
A
B
B  
C
 Decision?
A
Bilateral
lose
A 
 v B
 wins
B
Status
Quo
Do Not
Challenge
D
Positive 
D 
In
Status
Quo
Negative 
D 
 17Game theoretic interactions
-  The exact same process is repeated for all 
pairs of stakeholders  -  This creates a social network of political 
relationships  
A v. B   value for action
B v. A   value for action
?
B
A 
 18Perceptual mapping
-  Combining both As perceptions  Bs 
perceptions about each other, we can derive their 
anticipated interaction  -  Here A  Bs anticipated interaction is 
conflictual 
 B
- Conflict
B
 Advantage
A v. B   value for action
 Conflict
A
 Advantage
- A
 A
B v. A   value for action
- B 
 19Perceptual mapping
 B
-  Any potential combination of vectors is possible 
for any pairing  -  The angle of the vector determines the 
relationship  -  The length of the vector determines the intensity
 
- Bargain
- Conflict
Negotiate Compromise
B
 Advantage
A v B
To
B
 Conflict
- Impose
Yield to
B
A
 Advantage
- A
 A
 Bargain
Negotiate Compromise 
- Status Quo
To 
A
 Advantage
A v B
A v B
 Impose
Status Quo
B 
gives in to 
A
- B 
 20Network of proposals
As offer to B
A
B
Bs offer to A
-  What are anticipated interactions? 
 - Offers 
 - Pressure 
 - Moves 
 - Leverage 
 
As offer to C
As offer to D
Bs offer to C
C
D 
 212. Agent Based Rules  Modeling Elements
1. Initial Stakeholder Data
- What is winning coalition or Median position? 
 - Given the winning coalition position, which 
groups are risk taking?  - How does each stakeholder view every other 
stakeholder on assisting or opposing the issue?  - Which stakeholders will make what proposals to 
other stakeholders, strengthening or weakening 
coalitions?  - Which stakeholders will revise their position on 
the issue allowing us to anticipate the 
political dynamics? 
4. Modeling Iterations
3. Intermediate Dynamics
- How did Median position change? 
 - How did risk profiles change given the change in 
the median position?  - How do stakeholder perceptions change? 
 - Which stakeholders will make what proposals to 
other stakeholders given these changes?  - Which stakeholders will revise their position on 
the reform issue showing how the political 
dynamics might be modified?  
5. Anticipated Outcome
6. Interpreting Outcomes
High
- Iterations stop when stakeholders see no further 
gains in discussions.  - Where key stakeholders end up on the issue 
determines the anticipated issue outcome.  - If a majority of stakeholders coalesce around a 
position, there is a large degree of consensus. 
If not, conflict will occur. 
(InfluenceImportance)
Effective Power
Low 
 22Early Experience in EAP Country X
- Very Problematic Governance Context 
 - High Risk Adjustment Operation (PRSO) Over a 
One-Year Period  - Which Reforms (nature, level, and extent) Should 
be Included as Prior Actions?  - How Likely are Key Stakeholders to Support 
Reforms (Both Initial Agreement and 
Implementation) 
  23Country-Specific Problems
- Highly Sensitive Environment Premium on 
Confidentiality  - Limited Interviews  Super-friendlies and Bank 
Staff  - Shifting Political Environment  Adjustment in 
Data Inputs  - Changing Bank-Country Relationship More Broadly  
Possible Need to Consider New Issue (HR?) 
  24Data Sourcing 
- Process begins with Bank sources to minimize 
footprint  - IDs gaps in information and then go out to next 
sphere where necessary  
Bank
Donors
NGOs Civil Society
Stakeholders 
 25Suggested PRSO Reform Areas
NRM State Land Mapping Disclosure Centralized v. 
Localized Forestry
PSD Single Window Risk Management Strategy
PFM Treasury Customs Civil Service Pay
PRSO-1 Risks 
 26Public Finance Management
Treasury Cash
0 cash  100 checks and transfers 
100 cash  0  checks s and transfers 
0  
 100
Customs 
Check payments 0 
Check payments100 
0  
 100 
 27Public Finance Management
Civil Service Pay
No more increase across the board- All increase 
thru MBPI 
10-15 increase across the board 
0  
 100
Donor Plan
100  Donor supplements pooled to support wage 
bill 
100  Donor project-based separate salary 
supplements 
0  
 100 
 28PFM Treasury Treasury Cash  Basecase  Initial 
Positions 
 29PFM Treasury Cash  Mitigation Strategy  Good 
cop/ Bad cop 
 30PFM Treasury Treasury Cash  Basecase  Endgame 
 31(No Transcript) 
 32Operational Steps in ABSM Application 
- Train Staff in ABSM Techniques 
 - Through Training and Pre-Mission Discussion, 
Begin Framing Issues  - Assure Comfort Level of CMU (Agree Protocol for 
mitigating potential security risks while 
collecting high quality data)  - Data Collection  Interview Strategies 
 - PRSO Areas Defined 
 - Mission Work and Analysis 
 - Refinement of Prior Actions 
 - Brainstorming Discussion of Findings  Working 
Through Tactics and Strategy  - Decision on PRSO 
 - Evaluation 
 
  33Early Lessons
- Training is Intensive  Profile of Required Staff 
Skills?  - Training Continues in Field  Consultant 
Hand-Holding Needed  - Agree on Rules of Game w/ CMU (Client) 
 - Framing and Diligence Actually Changes Bank 
View/Understanding of Reform Definition and 
Requirements  
  34Early Lessons (2)
- Relevance to Operational Needs Essential 
 - Availability to CMU for Ongoing Analysis (1 year 
license)  - To Mainstream, Business Model Has to Work 
 - Cost to CMU 
 -  and Location of Trained Staff and Software 
 -  
 
  35How to Evaluate Utility of ABSM?
- User Views  (Mini-Survey) 
 -  Degree of Use 
 - Change in Understanding of Issue 
 - Change in Approach 
 - Results on the Ground 
 -  Disaster Averted 
 -  Support for Reform Maximized
 
  36End Game?
- ABSM Mainstreamed (as one of Various Political 
Analysis Tools) in Bank for Routine and Special 
Tasks  - CAS Upstream 
 - Lending Operations 
 - Blue Sky 
 - Crisis Knowledge