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

Inference for Linear Conditional Moment Inequalities

(2023) Isaiah Andrews et al.   REVIEW OF ECONOMIC STUDIES

Cluster-robust inference: A guide to empirical practice

(2022) James G. MacKinnon et al.   JOURNAL OF ECONOMETRICS

How much should we trust staggered difference-in-differences estimates?

(2022) Andrew C. Baker et al.   JOURNAL OF FINANCIAL ECONOMICS

A Practical Guide to Counterfactual Estimators for Causal Inference with Time‐Series Cross‐Sectional Data

(2022) Licheng Liu et al.   AMERICAN JOURNAL OF POLITICAL SCIENCE

When Should You Adjust Standard Errors for Clustering?

(2022) Alberto Abadie et al.   QUARTERLY JOURNAL OF ECONOMICS

Confounding and regression adjustment in difference‐in‐differences studies

(2021) Bret Zeldow et al.   HEALTH SERVICES RESEARCH

Design-based analysis in Difference-In-Differences settings with staggered adoption

(2021) Susan Athey et al.   JOURNAL OF ECONOMETRICS

An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls

(2021) Victor Chernozhukov et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

The Augmented Synthetic Control Method*

(2021) Eli Ben-Michael et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Difference-in-differences with variation in treatment timing

(2021) Andrew Goodman-Bacon   JOURNAL OF ECONOMETRICS

Randomization Tests in Observational Studies with Staggered Adoption of Treatment*

(2021) Azeem M. Shaikh et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Using Synthetic Controls: Feasibility, Data Requirements, and Methodological Aspects

(2021) Alberto Abadie   JOURNAL OF ECONOMIC LITERATURE

Synthetic controls with staggered adoption

(2021) Eli Ben‐Michael et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Synthetic Difference-in-Differences

(2021) Dmitry Arkhangelsky et al.   AMERICAN ECONOMIC REVIEW

Double/debiased machine learning for difference-in-differences models

(2020) Neng-Chieh Chang   Econometrics Journal

Doubly robust difference-in-differences estimators

(2020) Pedro H.C. Sant’Anna et al.   JOURNAL OF ECONOMETRICS

Robust Post-Matching Inference

(2020) Alberto Abadie et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Difference-in-Differences with multiple time periods

(2020) Brantly Callaway et al.   JOURNAL OF ECONOMETRICS

Estimating dynamic treatment effects in event studies with heterogeneous treatment effects

(2020) Liyang Sun et al.   JOURNAL OF ECONOMETRICS

Evaluating Missouri’s Handgun Purchaser Law

(2019) Raiden B. Hasegawa et al.   EPIDEMIOLOGY

The Promise and Pitfalls of Differences-in-Differences: Reflections on 16 and Pregnant and Other Applications

(2019) Ariella Kahn-Lang et al.   JOURNAL OF BUSINESS & ECONOMIC STATISTICS

A framework for separating individual-level treatment effects from spillover effects

(2019) Martin Huber et al.   JOURNAL OF BUSINESS & ECONOMIC STATISTICS

Optimal Inference in a Class of Regression Models

(2018) Timothy B. Armstrong et al.   ECONOMETRICA

The wild bootstrap for few (treated) clusters

(2018) James G. MacKinnon et al.   Econometrics Journal

Matching and Regression to the Mean in Difference-in-Differences Analysis

(2018) Jamie R. Daw et al.   HEALTH SERVICES RESEARCH

Estimation and Inference of Heterogeneous Treatment Effects using Random Forests

(2018) Stefan Wager et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Well-Balanced or too Matchy-Matchy? The Controversy over Matching in Difference-in-Differences

(2018) Andrew M. Ryan   HEALTH SERVICES RESEARCH

Analysis of the bias of Matching and Difference-in-Difference under alternative earnings and selection processes

(2015) Sylvain Chabé-Ferret   JOURNAL OF ECONOMETRICS

Agnostic notes on regression adjustments to experimental data: Reexamining Freedman’s critique

(2013) Winston Lin   Annals of Applied Statistics

A Martingale Representation for Matching Estimators

(2012) Alberto Abadie et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Irregular Identification, Support Conditions, and Inverse Weight Estimation

(2010)   ECONOMETRICA

Bias-Corrected Matching Estimators for Average Treatment Effects

(2010) Alberto Abadie et al.   JOURNAL OF BUSINESS & ECONOMIC STATISTICS

Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program

(2010) Alberto Abadie et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

PRACTITIONERS’ CORNER: Computing Robust Standard Errors for Within-groups Estimators*

(2010) M. Arellano   OXFORD BULLETIN OF ECONOMICS AND STATISTICS

On the Failure of the Bootstrap for Matching Estimators

(2008)   ECONOMETRICA