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다기간 이중차분법 (순차적 DiD)×동적 이중차분법 (Dynamic Difference-in-Differences)×
분야인과추론인과추론
계열Regression modelRegression model
기원 연도20212021
창시자Callaway & Sant'Anna; Goodman-BaconCallaway & Sant'Anna; Sun & Abraham
유형Causal inference / panel regressionCausal inference / quasi-experimental
원전Callaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗Callaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗
별칭staggered DiD, multi-period DiD, staggered difference-in-differences, heterogeneous timing DiDDynamic DiD, Staggered DiD, Event-time DiD, Heterogeneous-timing DiD
관련54
요약Multi-period Difference-in-Differences extends the classic two-period DiD framework to settings where units adopt treatment at different points in time. Formalised by Callaway and Sant'Anna (2021) and Goodman-Bacon (2021), it decomposes the overall treatment effect into group-time average treatment effects and addresses the bias that arises when conventional two-way fixed-effects regressions are applied to staggered adoption designs.Dynamic Difference-in-Differences extends the classic DiD framework to settings where units adopt treatment at different times. Rather than collapsing all variation into a single 2x2 comparison, it estimates group-time average treatment effects for each adoption cohort at each calendar period, then aggregates them into interpretable summaries of the causal effect over event time.
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