Two-way fixed effects and differences-in-differences with heterogeneous treatment effects: a survey
Institut d'Etudes Politiques de Paris · Centre de Recherche en Économie et Statistique · +1 more institution
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Abstract
Summary Linear regressions with period and group fixed effects are widely used to estimate policie’s effects: 26 of the 100 most cited papers published by the American Economic Review from 2015 to 2019 estimate such regressions. It has recently been shown that those regressions may produce misleading estimates if the policy’s effect is heterogeneous between groups or over time, as is often the case. This survey reviews a fast-growing literature that documents this issue and that proposes alternative estimators robust to heterogeneous effects. We use those alternative estimators to revisit Wolfers (2006a).
Citation impact
464
total citations
- FWCI
- 164.06
- Percentile
- 100%
- References
- 68
Citations per year
Authors
2Topics & keywords
Topics
Keywords
- Estimator
- Econometrics
- Fixed effects model
- Average treatment effect
- Economics
- Treatment effect
- Linear regression
- Statistics
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