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ValdkondPõhjuslik järeldaminePõhjuslik järeldamine
PerekondRegression modelRegression model
Tekkeaasta20212021
LoojaCallaway & Sant'Anna; Sun & AbrahamSun & Abraham (2021); Callaway & Sant'Anna (2021)
TüüpQuasi-experimental panel causal estimatorDynamic causal panel regression
AlgallikasCallaway, B. & Sant'Anna, P. H. C. (2021). Difference-in-Differences with Multiple Time Periods. Journal of Econometrics, 225(2), 200-230. DOI ↗Sun, L. & Abraham, S. (2021). Estimating Dynamic Treatment Effects in Event Studies with Heterogeneous Treatment Effects. Journal of Econometrics, 225(2), 175–199. DOI ↗
Rööpnimetusedstaggered DID, staggered adoption DID, heterogeneous treatment DID, Callaway-Sant'Anna estimatordynamic difference-in-differences, event-study DiD, dynamic treatment effects, leads-and-lags model
Seotud45
KokkuvõteStaggered Difference-in-Differences is a generalisation of DID for panel designs in which treatment is rolled out to different groups at different times. Introduced in the modern form by Callaway and Sant'Anna (2021) and Sun and Abraham (2021), it corrects the bias that classical two-way fixed-effects (TWFE) estimators suffer when treatment effects are heterogeneous across cohorts and over time.The event study design is a generalised difference-in-differences model that estimates a separate treatment-effect coefficient for each period before and after an intervention, tracing the dynamics of the effect over event time. Its modern, heterogeneity-robust form was developed by Sun & Abraham (2021) and Callaway & Sant'Anna (2021).
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ScholarGateVõrdle meetodeid: Staggered Difference-in-Differences · Event Study Design. Loetud 2026-06-17 aadressilt https://scholargate.app/et/compare