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

Using Multiple Pretreatment Periods to Improve Difference-in-Differences and Staggered Adoption Designs

(2022) Naoki Egami et al.   POLITICAL ANALYSIS

Matrix Completion Methods for Causal Panel Data Models*

(2021) Susan Athey 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

Matrix Completion, Counterfactuals, and Factor Analysis of Missing Data

(2021) Jushan Bai 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

Metalearners for estimating heterogeneous treatment effects using machine learning

(2019) Sören R. Künzel et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

(2013) Winston Lin   Annals of Applied 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

Panel Data Models With Interactive Fixed Effects

(2009)   ECONOMETRICA