Course Blog
Advanced Program and Policy Evaluation (HPOL8539)
Advanced Program and Policy Evaluation
Slides
Course Introduction
Peer Review Assignment
Extending Difference-in-Differences
NextGen Difference-in-Differences Estimators
Nonlinear Difference-in-Differences
Inference for Policy Evaluation
Synthetic Control Methods
Treatment Effect Bounds
Case Studies
1. Simulation as a Guide for Study Design and Inference
2. Panel Data Methods I - Fixed, Random and Correlated Random Effects
4. NextGen DID
Blog
Useful Links
Current Syllabus
Causal Inference - The Mixtape (Cunningham)
The Effect (Huntington-Klein)
Comprehensive Discussion of Difference-in-Differences
Difference-in-Differences Respository (code, packages, etc.)
Resources on multiple nextGen DID estimators
Mixtape Sessions
Stata2R Translator
Model vs. Desgin-Based Inference
Comparison of RCTs evaluated under model vs. design-based inference
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Course Blog
Additional content and tips
A Practical Guide to Extended Difference-in-Differences
Quantile Treatment Effects
The objective of this workbook is to work through estimation of quantile treatment effects using the Lalonde experimental and observational data.
Advanced Program and Policy Evaluation
Fourteen Difference-in-Difference Estimators Walk Into a Bar …
Quasi-Demeaning: The Relationship Between Fixed and Random Effects
Assume the following data generation process:
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