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@article{Callaway2021,
author = {Callaway, Brantly and Sant'Anna, Pedro H. C.},
title = {Difference-in-Differences with Multiple Time Periods},
journal = {Journal of Econometrics},
volume = {225},
number = {2},
pages = {200--230},
year = {2021},
doi = {10.1016/j.jeconom.2020.12.001}
}
@article{Sun2021,
author = {Sun, Liyang and Abraham, Sarah},
title = {Estimating Dynamic Treatment Effects in Event Studies with Heterogeneous Treatment Effects},
journal = {Journal of Econometrics},
volume = {225},
number = {2},
pages = {175--199},
year = {2021},
doi = {10.1016/j.jeconom.2020.09.006}
}
@article{Borusyak2024,
author = {Borusyak, Kirill and Jaravel, Xavier and Spiess, Jann},
title = {Revisiting Event-Study Designs: Robust and Efficient Estimation},
journal = {Review of Economic Studies},
volume = {91},
number = {6},
pages = {3253--3285},
year = {2024},
doi = {10.1093/restud/rdae007}
}
@misc{Gardner2022,
author = {Gardner, John},
title = {Two-Stage Differences in Differences},
year = {2022},
eprint = {2207.05943},
archiveprefix = {arXiv},
primaryclass = {econ.EM}
}
@article{Arkhangelsky2021,
author = {Arkhangelsky, Dmitry and Athey, Susan and Hirshberg, David A. and Imbens, Guido W. and Wager, Stefan},
title = {Synthetic Difference-in-Differences},
journal = {American Economic Review},
volume = {111},
number = {12},
pages = {4088--4118},
year = {2021},
doi = {10.1257/aer.20190159}
}
@article{Rambachan2023,
author = {Rambachan, Ashesh and Roth, Jonathan},
title = {A More Credible Approach to Parallel Trends},
journal = {Review of Economic Studies},
volume = {90},
number = {5},
pages = {2555--2591},
year = {2023},
doi = {10.1093/restud/rdad018}
}
@article{Roth2022,
author = {Roth, Jonathan},
title = {Pretest with Caution: Event-Study Estimates after Testing for Parallel Trends},
journal = {American Economic Review: Insights},
volume = {4},
number = {3},
pages = {305--322},
year = {2022},
doi = {10.1257/aeri.20210236}
}
@article{GoodmanBacon2021,
author = {Goodman-Bacon, Andrew},
title = {Difference-in-Differences with Variation in Treatment Timing},
journal = {Journal of Econometrics},
volume = {225},
number = {2},
pages = {254--277},
year = {2021},
doi = {10.1016/j.jeconom.2021.03.014}
}
@article{deChaisemartin2020,
author = {{de Chaisemartin}, Cl\'{e}ment and D'Haultf{\oe}uille, Xavier},
title = {Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects},
journal = {American Economic Review},
volume = {110},
number = {9},
pages = {2964--2996},
year = {2020},
doi = {10.1257/aer.20181169}
}
@article{Wooldridge2025,
author = {Wooldridge, Jeffrey M.},
title = {Two-Way Fixed Effects, the Two-Way {Mundlak} Regression, and Difference-in-Differences Estimators},
journal = {Empirical Economics},
volume = {69},
number = {5},
pages = {2545--2587},
year = {2025}
}
@article{Wooldridge2023,
author = {Wooldridge, Jeffrey M.},
title = {Simple Approaches to Nonlinear Difference-in-Differences with Panel Data},
journal = {The Econometrics Journal},
volume = {26},
number = {3},
pages = {C31--C66},
year = {2023},
doi = {10.1093/ectj/utad016}
}
@techreport{Wing2024,
author = {Wing, Coady and Freedman, Seth M. and Hollingsworth, Alex},
title = {Stacked Difference-in-Differences},
institution = {National Bureau of Economic Research},
type = {Working Paper},
number = {32054},
year = {2024},
url = {https://www.nber.org/papers/w32054}
}
@techreport{Callaway2024,
author = {Callaway, Brantly and Goodman-Bacon, Andrew and Sant'Anna, Pedro H. C.},
title = {Difference-in-Differences with a Continuous Treatment},
institution = {National Bureau of Economic Research},
type = {Working Paper},
number = {32117},
year = {2024}
}
@misc{Chen2025,
author = {Chen, Xun and Sant'Anna, Pedro H. C. and Xie, Haitian},
title = {Efficient Difference-in-Differences and Event Study Estimators},
year = {2025},
note = {Working paper}
}
@misc{Athey2025,
author = {Athey, Susan and Imbens, Guido W. and Qu, Zhaonan and Viviano, Davide},
title = {Triply Robust Panel Estimators},
year = {2025},
eprint = {2508.21536},
archiveprefix = {arXiv},
primaryclass = {econ.EM}
}
@misc{OrtizVillavicencio2025,
author = {Ortiz-Villavicencio, Marco and Sant'Anna, Pedro H. C.},
title = {Better Understanding Triple Differences Estimators},
year = {2025},
eprint = {2505.09942},
archiveprefix = {arXiv},
primaryclass = {econ.EM}
}
@article{Roth2023,
author = {Roth, Jonathan and Sant'Anna, Pedro H. C. and Bilinski, Alyssa and Poe, John},
title = {What's Trending in Difference-in-Differences? {A} Synthesis of the Recent Econometrics Literature},
journal = {Journal of Econometrics},
volume = {235},
number = {2},
pages = {2218--2244},
year = {2023},
doi = {10.1016/j.jeconom.2023.03.008}
}
@misc{Baker2025,
author = {Baker, Andrew C. and Larcker, David F. and McClure, Charles G. and Saraph, Durgesh and Watts, Edward M.},
title = {Difference-in-Differences Designs: A Practitioner's Guide},
year = {2025},
eprint = {2503.13323},
archiveprefix = {arXiv},
primaryclass = {econ.EM}
}
@article{Lumley2004,
author = {Lumley, Thomas},
title = {Analysis of Complex Survey Samples},
journal = {Journal of Statistical Software},
volume = {9},
number = {8},
pages = {1--19},
year = {2004},
doi = {10.18637/jss.v009.i08}
}
@manual{Berge2018,
author = {Berg\'{e}, Laurent},
title = {fixest: Fast Fixed-Effects Estimations},
year = {2018},
note = {R package},
url = {https://CRAN.R-project.org/package=fixest}
}