References

Athey, Susan, Mohsen Bayati, Nikolay Doudchenko, Guido Imbens, and Khashayar Khosravi. 2021. “Matrix Completion Methods for Causal Panel Data Models.” Journal of the American Statistical Association 116 (536): 1716–30.
Bleiberg, Joshua. 2021. STACKEDEV: Stata Module to Implement Stacked Event Study Estimator.” Statistical Software Components, Boston College Department of Economics.
Borusyak, Kirill, Xavier Jaravel, and Jann Spiess. 2024. “Revisiting Event-Study Designs: Robust and Efficient Estimation.” Review of Economic Studies 91: 3253–85.
Callaway, Brantly, and Pedro HC Sant’Anna. 2021. “Difference-in-Differences with Multiple Time Periods.” Journal of Econometrics 225 (2): 200–230.
Cengiz, Doruk, Arindrajit Dube, Attila Lindner, and Ben Zipperer. 2019. The Effect of Minimum Wages on Low-Wage Jobs*.” The Quarterly Journal of Economics 134 (3): 1405–54.
Chaisemartin, Clément de, Diego Ciccia, Xavier D’Haultfœuille, Felix Knau, Mélitine Malézieux, and Doulo Sow. 2024. “Event-Study Estimators and Variance Estimators Computed by the Did_multiplegt_dyn Command.” Available at SSRN.
Chaisemartin, Clément de, and Xavier D’Haultfœuille. 2020. “Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects.” The American Economic Review 110 (9): 2964–96.
Chiu, Albert, Xingchen Lan, Ziyi Liu, and Yiqing Xu. 2025. “Causal Panel Analysis Under Parallel Trends: Lessons from a Large Reanalysis Study.” American Political Science Review.
De Chaisemartin, Clément, and Xavier d’Haultfoeuille. 2020. “Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects.” American Economic Review 110 (9): 2964–96.
———. 2024. “Difference-in-Differences Estimators of Intertemporal Treatment Effects.” Review of Economics and Statistics, 1–45.
Gardner, John. 2021. “Two-Stage Differences in Differences.” Working Paper, Boston College. https://bit.ly/3AF32Af.
Gobillon, Laurent, and Thierry Magnac. 2016. “Regional Policy Evaluation: Interactive Fixed Effects and Synthetic Controls.” Review of Economics and Statistics 98 (3): 535–51.
Goodman-Bacon, Andrew. 2021. “Difference-in-Differences with Variation in Treatment Timing.” Journal of Econometrics 225 (2): 254–77.
Grumbach, Jacob M., and Alexander Sahn. 2020. Race and Representation in Campaign Finance.” American Political Science Review 114 (1): 206–21.
Hainmueller, Jens, and Dominik Hangartner. 2019. “Does Direct Democracy Hurt Immigrant Minorities? Evidence from Naturalization Decisions in Switzerland.” American Journal of Political Science 63 (3): 530–47.
Holland, Paul W. 1986. “Statistics and Causal Inference.” Journal of the American Statistical Association 81 (396): 945–60.
Imai, Kosuke, In Song Kim, and Erik H Wang. 2023. “Matching Methods for Causal Inference with Time-Series Cross-Sectional Data.” American Journal of Political Science 67 (3): 587–605.
Liu, Licheng, Ye Wang, and Yiqing Xu. 2024. “A Practical Guide to Counterfactual Estimators for Causal Inference with Time-Series Cross-Sectional Data.” American Journal of Political Science 68 (1): 160–76.
Rambachan, Ashesh, and Jonathan Roth. 2023. “A More Credible Approach to Parallel Trends.” Review of Economic Studies, rdad018.
Roth, Jonathan. 2024. “Interpreting Event-Studies from Recent Difference-in-Differences Methods.” arXiv Preprint arXiv:2401.12309.
Sun, Liyang, and Sarah Abraham. 2021. “Estimating Dynamic Treatment Effects in Event Studies with Heterogeneous Treatment Effects.” Journal of Econometrics 225 (2): 175–99.
Xu, Yiqing. 2017. “Generalized Synthetic Control Method: Causal Inference with Interactive Fixed Effects Models.” Political Analysis 25 (1): 57–76.