GPI Workshop on Causal Inference and Extrapolation

Academic studies can estimate the causal effects of programs and policies, however, their results may not extrapolate beyond their original setting. This workshop gathers leading researchers in causal inference and extrapolation to explore new approaches to this problem. The workshop will cover better ways to design experimental trials, analyze data, and synthesize results from multiple settings. Topics to be discussed include: principal stratification, split samples, Bayesian analysis, structural models, and general equilibrium effects.

Friday, March 16

8:30 am to 9:00 amWelcome tea and coffee
9:00 am to 9:30 amIntroduction to GPI
Hilary Greaves (Oxford)
9:30 am to 10:30 amToward an Ethical Experiment
Yusuke Narita (Yale)
10:30 am to 10:50 amBreak
10:50 am to 11:50 amEvaluating Counterfactual Predictions from Competing Models
Michael Gechter (Penn State)
11:50 am to 1:00 pmLunch
1:00 pm to 2:00 pmAggregating Distributional Treatment Effects: A Bayesian
Hierarchical Analysis of the Microcredit Literature
Rachael Meager (LSE)
2:00 pm to 2:20 pmBreak
2:20 pm to 3:20 pmSelling Low and Buying High: Arbitrage and Local Price Effects
in Kenyan Markets
Lauren Falcao Bergquist (Chicago)
3:20 pm to 3:40 pmBreak
3:40 pm to 4:40 pmUsing Split Samples to Improve Inference on Causal Effects
Julien Labonne (Oxford)
4:40 pm to 5:00 pmBreak
5:00 pm to 6:00 pmOptimal Allocation for Extrapolation
Eva Vivalt (ANU)
7:00 pmPre-dinner drinks, followed by dinner at 7:30
Merton College

Saturday, March 17

8:30 am to 9:00 amTea and coffee
9:00 am to 9:30 amPriors Discussion
9:30 am to 10:30 amComparing Effects When Access to Alternatives Varies, with
Application to a Schooling Experiment
Cyrus Samii (NYU)
10:30 am to 10:50 amBreak
10:50 am to 11:50 amPanel Discussion
Panelists: Michael Gechter, Michael Kremer, Cyrus Samii
Moderating: Eva Vivalt
11:50 am to 1:00 pmLunch
1:00 pm to 2:00 pmSelf-Employment, Capital and Job Search: Experimental
Extrapolation Using a Structural Model
Simon Quinn (Oxford)
2:00 pm to 2:20 pmBreak
2:20 pm to 3:20 pmDeworming Meta-Analysis
Michael Kremer (Harvard)
3:20 pm to 3:40 pmBreak
3:40 pm to 4:40 pmExternal Validity and Policy Adaptation: From Impact
Evaluation to Policy Design

Martin Williams (Oxford)
4:40 pm to 5:00 pmBreak
5:00 pm to 6:00 pmKeynote: Targeting Technology Adoption Subsidies: Methods
and Mechanisms
Sylvain Chassang (NYU)

With special thanks to the Centre for the Study of African Economies.