Today’s objectives
- Distinguish: policy analysis vs. basic research, with example
- Introduce: basic strategy evaluation framework
- Apply: use this framework to analyze U.S. decision to provide multiple launch rocket systems to Ukraine
Policy Analysis vs. Academic Research
There are 2 types of readings on the syllabus:
- Policy analysis
- e.g. reports from researchers at RAND and other think tanks
- Basic (academic) research
- e.g. journal articles by economists and political scientists
These two types of research products are complementary and mutually reinforcing.
But they are written for very different audiences, with different goals in mind.
Primary audience |
Practitioners |
Scientists |
Secondary audience |
General public |
General public |
Main purpose |
Inform decision-makers |
Advance knowledge |
Originating institutions |
Government agencies |
Universities |
|
Think tanks |
Research labs |
Common methods |
Program evaluation |
Experiments |
|
Systems analysis |
Formal theory |
|
Operations research |
Regression analysis |
Dissemination |
Memoranda |
Journal articles |
|
White papers |
Books |
|
Op-Eds |
Patents |
|
Roundtables |
Data and software |
Metrics of impact |
Implementation as policy |
Scholarly citations |
|
Grants |
Grants |
These two worlds are not hermetically sealed, and there is cross-over.
Example: Counterinsurgency in North Caucasus, 2000-2012
Background: Second Chechen War
- Chechnya becomes de facto independent after 1996
- Chechen leadership split between moderates, Salafi-Jihadis
- Salafi faction raids Dagestan in 1999, captures several villages
- Russia invades Chechnya, captures Grozny and other large towns
- insurgency begins, spreads to neighboring republics
- Russia has great difficulty suppressing insurgency, violence lasts 10\(+\) years
Question:
- which government strategies were most (or least) effective in reducing violence?
Strategic Options: how Russians respond to insurgent attacks
Punishment: offensive operations to increase costs of fighting
- detain or kill suspected insurgents in towns experiencing violence
- tactics: artillery shelling, air strikes, sweeps, raids
Denial: cordon operations to reduce insurgent mobility
- physically isolate insurgents to restrict movement between towns
- tactics: seal points of entry/exit, checkpoints, roadblocks, sieges
Punishment + Denial: do both (e.g. cordon and search)
No action: do neither
Russians relied on Option 1 in 78% of cases.
In one piece of basic research, Monica Toft and I asked “what if” the Russians had tried another approach (Journal of Peace Research, 2012).
Data: we parsed, geocoded incident reports from Memorial NGO
Research Design
we analyzed dynamics of violence using models from epidemiology
using village-level data, we modeled probability that rebel violence:
- spreads between neighboring towns (transmission)
- persists vs. subsides within each town (recovery)
conditional on road network, government tactics, population density, unemployment, terrain, distance to military bases and admin centers
measure of effectiveness: basic reproduction number \(R_0\) \[\begin{align*}
R_0=\frac{\text{transmission rate}}{\text{recovery rate}}
\end{align*}\] if \(R_0<1\), insurgency will stop, not spread to new locations
if \(R_0>1\), insurgency will persist and spread to new locations
we used simulations to see how \(R_0\) might change under different hypothetical government strategies (punishment, denial, etc.)
Simulation Design
- insurgents attempt to stage a series of attacks across region
- 7,584 municipalities, connected by local road network
- an attack can occur in any location with some probability
- where attacks occur, government responds
- government consistently implements strategy \(k\)
(\(k\in\) {punishment, denial, both, neither})
- road network structure updated if/where denial is used
- insurgents strike again, government responds again
- model predicts probability of new insurgent attack in each town, based on local conditions and historical patterns for strategy \(k\)
- where attacks occur, government implements strategy \(k\) again
- repeat for 24 time periods (months)
We run simulation 100 times for each strategy, with different (random) starting locations for insurgent attacks.
Calculate average \(R_0\).
Which strategy is most (least) effective?
Findings (lower values of \(R_0\) are better):
- Denial is most effective at containing insurgent violence
- Punishment is least effective, worse than doing nothing
What are some limitations with this type of analysis?
- Assumptions about nature of Russian decision-making?
- Assumptions about range of strategic options?
- Assumptions about costs/resources/requirements?
- Assumptions about time horizons?
- Assumptions about how Russians evaluate success?
- Other issues?
How might we structure this analysis differently if it was intended for a policy, not academic audience?
Comparing Multiple Policy Options
Strategy Evaluation in 3 Easy Steps
- Develop an analytical framework
- Perform the analysis
- Disseminate the findings
Application:
U.S. decision to send multiple launch rocket systems to Ukraine in 2022
Background: MLRS to Ukraine
- Russia enters war with huge numerical advantage in tube artillery, MLRS
- high rate of expenditure (>5,000/day)
- no domestic production of shells, barrel replacements in Ukraine after invasion
- Ukraine struggles to keep artillery units supplied, deliver counter-battery fire
- by May 2022, Ukraine’s stockpile of 152mm Soviet-std shells nearly spent
- U.S. considers sending 227mm M142 High Mobility Artillery Rocket System (HIMARS) to Ukraine
- HIMARS has greater range, precision than other MLRS in Ukraine’s arsenal
- but expensive, requires training, risks escalation due to high potential range
Step 1: Develop an Analytical Framework
- What is the problem?
- define the trend/development/threat being addressed
- state the level of urgency
- estimate the degree of uncertainty
- What interests are affected by this problem?
- define the stakes, whether they are vital/major/peripheral
- What goals will advance these interests?
- state the desired “end state”
- define intermediate objectives that need to be attained first
- establish criteria for judging when each goal has been attained
- What policy options are available?
Application:
Let’s consider these Q’s in the case of whether to send MLRS to Ukraine
Step 2: Perform the Analysis
- What is the theory of cause-and-effect?
- how the policy, if implemented, might help advance key goals
- summarize existing evidence on whether this theory is valid
- What are the costs, compared to available alternatives?
- breakdown: procurement, R&D, O&M, personnel, logistics, etc.
- opportunity costs and trade-offs
- What is the implementation strategy?
- division of responsibilities across depts/agencies/units
- type and level of authorization required
- What are the time horizons?
- speed of implementation
- distribution of costs/benefits in short-term and long-term
- What is the feasibility of the policy?
- flexibility and robustness to unanticipated events
- degree of consistency/synergy with existing policies
- likely sources of opposition / barriers to success
- What assumptions are being made?
How many of these questions can you answer in case of MLRS to Ukraine?
Step 3: Disseminate the Findings
- How wide should the distribution list be?
- general public, including foreign
- audience is within-government or within-agency
- audience must have clearance, need-to-know
- What types of written products will be distributed?
- memoranda (addressed to specific individuals)
- white papers (in-house publications)
- op-eds (accessible, for general public)
- What types of oral products will be prepared?
- briefings (for specific officials, customers)
- conferences/roundtables/talks (open to public)
- interviews/media appearances
- How senior are the customers for these products?
- different products needed for top officials, aides, staff
- more senior \(\to\) shorter attention span
What type of dissemination strategy is most appropriate in our case?
NEXT MEETING
Economic Foundations: Land, Labor and Serfdom (Th, Sep. 12)
- the “origin story” of Russian autocracy, imperial expansion
- things to consider:
- what incentives led Russia to adopt institution of serfdom
- parallels and differences between forced labor practices in Russia vs. Western Europe vs. United States
- why did the Russian state ultimately dismantle this institution?