Bibliography

Abadie, Alberto, and Guido W Imbens. 2008. “On the Failure of the Bootstrap for Matching Estimators.” Econometrica 76 (6): 1537–57.
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 (3): 3253–85.
Callaway, Brantly, and Pedro HC Sant’Anna. 2021. “Difference-in-Differences with Multiple Time Periods.” Journal of Econometrics 225 (2): 200–230.
Cameron, A. Colin, Jonah B. Gelbach, and Douglas L. Miller. 2008. “Bootstrap-Based Improvements for Inference with Clustered Errors.” Review of Economics and Statistics 90 (3): 414–27.
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.
Chen, Jiafeng, and Jonathan Roth. 2024. “Logs with Zeros? Some Problems and Solutions.” The Quarterly Journal of Economics 139 (2): 891–936. https://doi.org/10.1093/qje/qjad054.
Chiu, Albert, Xingchen Lan, Ziyi Liu, and Yiqing Xu. 2026. “Causal Panel Analysis Under Parallel Trends: Lessons from a Large Reanalysis Study.” American Political Science Review 120 (1): 245–66.
Davison, A. C., and D. V. Hinkley. 1997. Bootstrap Methods and Their Application. Cambridge University Press.
De Chaisemartin, Clément, and Xavier d’Haultfoeuille. 2020. “Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects.” American Economic Review 110 (9): 2964–96.
De Chaisemartin, Clément, and Xavier d’Haultfoeuille. 2024. “Difference-in-Differences Estimators of Intertemporal Treatment Effects.” Review of Economics and Statistics, 1–45.
DiCiccio, Thomas J., and Bradley Efron. 1996. “Bootstrap Confidence Intervals (with Discussion).” Statistical Science 11 (3): 189–228.
Efron, Bradley. 1987. “Better Bootstrap Confidence Intervals.” Journal of the American Statistical Association 82 (397): 171–85.
Efron, Bradley, and Robert J. Tibshirani. 1993. An Introduction to the Bootstrap. Chapman; Hall.
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.
Hesterberg, Tim C. 2015. “What Teachers Should Know about the Bootstrap: Resampling in the Undergraduate Statistics Curriculum.” The American Statistician 69 (4): 371–86.
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.
Li, Zikai, and Anton Strezhnev. 2025. Benchmarking Parallel Trends Violations in Regression Imputation Difference-in-Differences.
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.
Liu, Regina Y. 1988. “Bootstrap Procedures Under Some Non-i.i.d. Models.” Annals of Statistics 16 (4): 1696–708.
Mammen, Enno. 1993. “Bootstrap and Wild Bootstrap for High Dimensional Linear Models.” Annals of Statistics 21 (1): 255–85.
Rambachan, Ashesh, and Jonathan Roth. 2023. “A More Credible Approach to Parallel Trends.” Review of Economic Studies 90 (5): 2555–91.
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.