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Robust Panel Event Study×Dynamisk Difference-in-Differences×
FagområdeKausal inferensKausal inferens
FamilieRegression modelRegression model
Oprindelsesår20212021
OphavspersonSun & Abraham (2021); Freyaldenhoven, Hansen, Shapiro & Weidner (2021)Callaway & Sant'Anna; Sun & Abraham
TypeQuasi-experimental / causal inferenceCausal inference / quasi-experimental
Oprindelig kildeSun, 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 ↗
Aliasserrobust event-study estimator, heteroskedasticity-robust panel event study, staggered-robust event study, robust ES designDynamic DiD, Staggered DiD, Event-time DiD, Heterogeneous-timing DiD
Relaterede44
ResuméA robust panel event study extends the standard panel event study design by applying heteroskedasticity- and autocorrelation-robust (HAC) standard errors and, where staggered treatment adoption exists, interaction-weighted estimators that remain valid even when treatment effects are heterogeneous across cohorts and time periods. It is widely used in economics, finance, and policy research to trace the dynamic causal path of an intervention.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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ScholarGateSammenlign metoder: Robust Panel Event Study · Dynamic Difference-in-Differences. Hentet 2026-06-15 fra https://scholargate.app/da/compare