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Mètode de control sintètic robust×Mètode del Control Sintètic (SCM)×
CampInferència causalInferència causal
FamíliaRegression modelRegression model
Any d'origen20212003–2010
Autor originalCattaneo, Feng & Titiunik (2021); building on Abadie, Diamond & Hainmueller (2010)Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
TipusQuasi-experimental causal inferenceQuasi-experimental causal inference
Font seminalCattaneo, 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 ↗
ÀliesRobust SCM, Inference-robust synthetic control, Synthetic control with valid inference, SCM with prediction intervalsSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
Relacionats54
ResumThe 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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ScholarGateCompara mètodes: Robust Synthetic Control Method · Synthetic Control Method. Recuperat el 2026-06-17 de https://scholargate.app/ca/compare