What's trending in difference-in-differences? A synthesis of the recent econometrics literature

DOI10.1016/j.jeconom.2023.03.008arXiv2201.01194OpenAlexW4367396771MaRDI QIDQ6108351

Alyssa Bilinski, John Poe, Jonathan Roth, Pedro H. C. Sant'Anna

Publication date: 29 June 2023

Published in: Journal of Econometrics (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2201.01194

zbMATH Keywords

sensitivity analysisclusteringcausal inferencedifference-in-differencestreatment effect heterogeneityparallel trendsstaggered treatment timing

Mathematics Subject Classification ID

Statistics (62-XX) Game theory, economics, finance, and other social and behavioral sciences (91-XX)

Related Items (2)

Discussion on “Instrumented Difference-in-Differences” by Ting Ye, Ashkan Ertefaie, James Flory, Sean Hennessy, and Dylan S. Small ⋮ Some impossibility results for inference with cluster dependence with large clusters

Cites Work

• Unnamed Item
• Longitudinal data analysis using generalized linear models
• Doubly robust difference-in-differences estimators
• On the application of probability theory to agricultural experiments. Essay on principles. Section 9. Translated from the Polish and edited by D. M. Dąbrowska and T. P. Speed
• Agnostic notes on regression adjustments to experimental data: reexamining Freedman's critique
• Design-based analysis in difference-in-differences settings with staggered adoption
• Estimating dynamic treatment effects in event studies with heterogeneous treatment effects
• Difference-in-differences with multiple time periods
• Difference-in-differences with variation in treatment timing
• Analysis of the bias of matching and difference-in-difference under alternative earnings and selection processes
• Cluster-robust inference: a guide to empirical practice
• Semiparametric Difference-in-Differences Estimators
• Irregular Identification, Support Conditions, and Inverse Weight Estimation
• Panel experiments and dynamic causal effects: A finite population perspective
• On the Failure of the Bootstrap for Matching Estimators
• Statistics and Causal Inference
• Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme
• How Much Should We Trust Differences-In-Differences Estimates?
• Characterizing Selection Bias Using Experimental Data
• Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
• Fuzzy Differences-in-Differences
• Randomization Tests Under an Approximate Symmetry Assumption
• Optimal Inference in a Class of Regression Models
• A new approach to causal inference in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect
• A Martingale Representation for Matching Estimators
• Sampling‐Based versus Design‐Based Uncertainty in Regression Analysis
• The Effect of Minimum Wages on Low-Wage Jobs*
• Double/debiased machine learning for difference-in-differences models
• The wild bootstrap for few (treated) clusters
• Quantile treatment effects in difference in differences models with panel data
• Bias-Corrected Matching Estimators for Average Treatment Effects
• Large Sample Properties of Matching Estimators for Average Treatment Effects
• The Nonparametric Identification of Treatment Effects in Duration Models
• Identification and Inference in Nonlinear Difference-in-Differences Models
• Synthetic Controls with Staggered Adoption
• When Should You Adjust Standard Errors for Clustering?
• The Augmented Synthetic Control Method
• Randomization Tests in Observational Studies With Staggered Adoption of Treatment
• An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls
• Robust Post-Matching Inference
• Synthetic learner: model-free inference on treatments over time

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