Dmitry Arkhangelsky, Guido Imbens
arXiv 26 Nov 2023 · Econometrics · publishedEconometrics Journal (2024) · 40 citations (OpenAlex)
arXiv:2311.15458 · PDF · DOI · OpenAlex · Extracted main text
In this survey we discuss the recent causal panel data literature. This recent literature has focused on credibly estimating causal effects of binary interventions in settings with longitudinal data, emphasizing practical advice for empirical researchers. It pays particular attention to heterogeneity in the causal effects, often in situations where few units are treated and with particular structures on the assignment pattern. The literature has extended earlier work on difference-in-differences or two-way-fixed-effect estimators. It has more generally incorporated factor models or interactive fixed effects. It has also developed novel methods using synthetic control approaches.
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The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.
| Reference | Intensity | Mentions | Sections | Main text | |
|---|---|---|---|---|---|
| 1 | Alberto Abadie, Alexis Diamond, and Jens Hainmueller (2010) Synthetic control methods for comparative case studies: Estimating the effect of california's tobacco control program | 1.000 | 9 | 3 | 100% |
| 2 | Brantly Callaway and Pedro HC Sant’Anna (2020) Difference-in-differences with multiple time periods | 1.000 | 8 | 3 | 100% |
| 3 | Manuel Arellano and Stéphane Bonhomme (2011) Identifying distributional characteristics in random coefficients panel data models | 1.000 | 7 | 3 | 100% |
| 4 | Dmitry Arkhangelsky, Susan Athey, David A Hirshberg, Guido W Imbens,… (2021) Synthetic difference-in-differences self | 1.000 | 6 | 3 | 100% |
| 5 | Gary Chamberlain (1992) Efficiency bounds for semiparametric regression | 1.000 | 6 | 3 | 100% |
| 6 | Dmitry Arkhangelsky and David Hirshberg (2023) Large-sample properties of the synthetic control method under selection on unobservables self | 1.000 | 5 | 3 | 100% |
| 7 | Gary Chamberlain (1984) Panel data | 1.000 | 5 | 3 | 100% |
| 8 | Jonathan Roth, Pedro HC Sant’Anna, Alyssa Bilinski, and John Poe (2023) What’s trending in difference-in-differences? a synthesis of the recent econometrics literature | 1.000 | 5 | 3 | 100% |
| 9 | Clément De Chaisemartin and Xavier d’Haultfoeuille (2023) Two-way fixed effects and differences-in-differences with heterogeneous treatment effects: A survey | 0.928 | 4 | 4 | 100% |
| 10 | Alberto Abadie and Javier Gardeazabal (2003) The economic costs of conflict: A case study of the basque country | 0.928 | 4 | 3 | 100% |
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