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Mètode de control sintètic d'efectes de tractament heterogenis×Mètode del control sintètic de dades de panell×
CampInferència causalInferència causal
FamíliaRegression modelRegression model
Any d'origen2010-20212010
Autor originalAbadie, Diamond & Hainmueller (SCM foundation); Ben-Michael, Feller & Rothstein (augmented/HTE extensions)Alberto Abadie, Alexis Diamond & Jens Hainmueller
TipusQuasi-experimental causal inferenceCausal inference / panel data
Font seminalAbadie, 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 ↗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 ↗
ÀliesHTE-SCM, heterogeneous SCM, heterogeneous synthetic control, SCM with HTESCM panel, panel synthetic control, synthetic control estimator, comparative case study
Relacionats65
ResumThe Heterogeneous Treatment Effect Synthetic Control Method (HTE-SCM) extends the classical synthetic control framework by allowing the causal effect of an intervention to vary across time periods, subgroups, or outcome dimensions rather than collapsing it to a single average estimate. It combines the counterfactual donor-pool matching logic of Abadie et al. (2010) with modern heterogeneous-effects machinery to recover time-varying or subgroup-specific treatment paths.The panel data synthetic control method estimates the causal effect of an intervention on a single treated unit by constructing a data-driven weighted combination of untreated units — a synthetic control — that best reproduces the treated unit's pre-treatment outcome trajectory. The post-treatment gap between the treated unit and its synthetic counterpart is the estimated treatment effect.
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ScholarGateCompara mètodes: Heterogeneous Treatment Effect Synthetic Control Method · Panel Data Synthetic Control Method. Recuperat el 2026-06-18 de https://scholargate.app/ca/compare