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Heterogenní rozdíl v rozdílech v účinku léčby (HTE-DiD)×Syntetická kontrolní metoda (SCM)×
OborKauzální inferenceKauzální inference
RodinaRegression modelRegression model
Rok vzniku20212003–2010
TvůrceCallaway & Sant'Anna; Sun & AbrahamAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
TypCausal inference / panel regressionQuasi-experimental causal inference
Původní zdrojCallaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-Differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗Abadie, A., Diamond, A., & Hainmueller, J. (2010). Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program. Journal of the American Statistical Association, 105(490), 493-505. DOI ↗
Další názvyHTE-DiD, heterogeneous DiD, CATT estimator, group-time ATTSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
Příbuzné44
ShrnutíHTE-DiD extends the classic Difference-in-Differences estimator to settings where treatment effects vary across units, time periods, or treatment cohorts. Developed formally by Callaway and Sant'Anna (2021) and Sun and Abraham (2021), it avoids the biases that arise when a conventional two-way fixed-effects regression is used with staggered adoption or effect heterogeneity, by estimating cohort-and-time-specific average treatment effects that can then be aggregated flexibly.The Synthetic Control Method estimates the causal effect of a treatment or policy on a single treated unit by constructing a weighted combination of untreated units — the synthetic control — that closely resembles the treated unit before the intervention. The gap between the treated unit and its synthetic counterpart after the intervention is the estimated treatment effect.
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ScholarGatePorovnat metody: Heterogeneous Treatment Effect Difference-in-Differences · Synthetic Control Method. Získáno 2026-06-17 z https://scholargate.app/cs/compare