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Robust Synthetic Control Method×Metoda syntetycznej kontroli (SCM)×
DziedzinaWnioskowanie przyczynoweWnioskowanie przyczynowe
RodzinaRegression modelRegression model
Rok powstania20212003–2010
TwórcaCattaneo, Feng & Titiunik (2021); building on Abadie, Diamond & Hainmueller (2010)Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
TypQuasi-experimental causal inferenceQuasi-experimental causal inference
Źródło pierwotneCattaneo, M. D., Feng, Y., & Titiunik, R. (2021). Prediction Intervals for Synthetic Control Methods. Journal of the American Statistical Association, 116(536), 1865-1880. 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 ↗
Inne nazwyRobust SCM, Inference-robust synthetic control, Synthetic control with valid inference, SCM with prediction intervalsSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
Pokrewne54
PodsumowanieThe robust synthetic control method extends the classic synthetic control estimator by providing statistically valid uncertainty quantification and inference. Developed by Cattaneo, Feng and Titiunik (2021), it addresses a core limitation of the original approach — the lack of formal prediction intervals — making causal conclusions more defensible when only a single treated unit is observed.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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ScholarGatePorównaj metody: Robust Synthetic Control Method · Synthetic Control Method. Pobrano 2026-06-17 z https://scholargate.app/pl/compare