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Phương pháp Kiểm soát Tổng hợp (SCM)×Ghép cặp điểm xu hướng×
Lĩnh vựcSuy luận nhân quảThống kê nghiên cứu
HọRegression modelProcess / pipeline
Năm ra đời2003–20101983
Người khởi xướngAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)Paul Rosenbaum and Donald Rubin
LoạiQuasi-experimental causal inferenceMethod
Công trình gốcAbadie, 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 ↗Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41–55. DOI ↗
Tên gọi khácSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller methodPSM, propensity score weighting, covariate balance
Liên quan43
Tóm tắtThe 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.Propensity score matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias.
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ScholarGateSo sánh phương pháp: Synthetic Control Method · Propensity Score Matching. Truy cập ngày 2026-06-18 từ https://scholargate.app/vi/compare