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روش کنترل ترکیبی برای ارزیابی سیاست×تطابق امتیاز تمایل (Propensity Score Matching)×
حوزهاستنتاج علّیآمار پژوهش
خانوادهRegression modelProcess / pipeline
سال پیدایش2003-20101983
پدیدآورAlberto Abadie & Javier Gardeazabal; extended by Abadie, Diamond & HainmuellerPaul Rosenbaum and Donald Rubin
نوعCausal inference / comparative case studyMethod
منبع بنیادینAbadie, 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 ↗
نام‌های دیگرSynthetic Control Method, SCM, Synthetic Control, Abadie-Diamond-Hainmueller methodPSM, propensity score weighting, covariate balance
مرتبط53
خلاصهThe Synthetic Control Method (SCM) is a causal inference technique for evaluating the effect of a policy or intervention on a single treated unit — such as a region, country, or firm — by constructing a weighted combination of untreated comparison units that closely mirrors the treated unit before the intervention. Introduced by Abadie and Gardeazabal (2003) and formalized by Abadie, Diamond, and Hainmueller (2010), it provides a data-driven, transparent counterfactual for comparative case studies.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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ScholarGateمقایسهٔ روش‌ها: Policy Evaluation Synthetic Control Method · Propensity Score Matching. بازیابی‌شده در 2026-06-18 از https://scholargate.app/fa/compare