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Návrh případové studie s heterogenními účinky léčby×Dynamická metoda rozdílu rozdílů (Dynamic Difference-in-Differences)×
OborKauzální inferenceKauzální inference
RodinaRegression modelRegression model
Rok vzniku20212021
TvůrceSun & Abraham (2021); Callaway & Sant'Anna (2021)Callaway & Sant'Anna; Sun & Abraham
TypQuasi-experimental causal inferenceCausal inference / quasi-experimental
Původní zdrojSun, L., & Abraham, S. (2021). Estimating dynamic treatment effects in event studies with heterogeneous treatment effects. Journal of Econometrics, 225(2), 175-199. DOI ↗Callaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗
Další názvyHTE event study, heterogeneous effects event study, group-time ATT event study, dynamic HTE designDynamic DiD, Staggered DiD, Event-time DiD, Heterogeneous-timing DiD
Příbuzné34
ShrnutíHeterogeneous Treatment Effect Event Study Design is a causal-inference framework that uses event study regression to estimate how treatment effects vary across groups, cohorts, or time relative to a treatment event. Unlike classical two-way fixed-effects event studies — which assume a homogeneous effect — this approach explicitly models and recovers group-time average treatment effects (ATTs), addressing the contamination bias that arises when effects differ across treated units.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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ScholarGatePorovnat metody: Heterogeneous Treatment Effect Event Study Design · Dynamic Difference-in-Differences. Získáno 2026-06-17 z https://scholargate.app/cs/compare