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Dynaaminen synteettinen kontrollimenetelmä×Synteettisen kontrollin menetelmä (SCM)×
TieteenalaKausaalipäättelyKausaalipäättely
MenetelmäperheRegression modelRegression model
Syntyvuosi20102003–2010
KehittäjäAbadie, Diamond & Hainmueller (2010); dynamic extensions by Abadie (2021) and othersAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
TyyppiComparative case study / counterfactual estimationQuasi-experimental causal inference
AlkuperäislähdeAbadie, 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 ↗
RinnakkaisnimetDynamic SCM, Time-varying synthetic control, Multi-period synthetic control, DSCSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
Liittyvät54
TiivistelmäThe Dynamic Synthetic Control Method extends the classic synthetic control framework to evaluate treatments that unfold over multiple periods or change in intensity over time. It constructs a weighted combination of untreated units that matches the treated unit in pre-treatment outcomes, then traces the full time path of treatment effects period by period after the intervention — capturing not just an average effect but how the effect evolves dynamically.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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ScholarGateVertaile menetelmiä: Dynamic Synthetic Control Method · Synthetic Control Method. Haettu 2026-06-17 osoitteesta https://scholargate.app/fi/compare