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Policy Evaluation Synthetic Control Method×因果推論のための操作変数(IV)法×
分野因果推論医療経済学
系統Regression modelProcess / pipeline
提唱年2003-20101990s (modern applications)
提唱者Alberto Abadie & Javier Gardeazabal; extended by Abadie, Diamond & HainmuellerAngrist & Pischke (applied econometrics); rooted in econometric theory
種類Causal inference / comparative case studyMethod
原典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 ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
別名Synthetic Control Method, SCM, Synthetic Control, Abadie-Diamond-Hainmueller methodIV, two-stage least squares, TSLS, causal estimation
関連53
概要The 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.Instrumental variables (IV) is an econometric method to estimate causal effects when treatment or exposure is not randomly assigned and confounding is severe or unmeasured. IV relies on a third variable (instrument) that influences treatment but does not directly affect the outcome, allowing researchers to isolate the causal effect from the noise of confounding. Developed extensively in econometrics (Angrist & Pischke, 1990s–2000s), IV methods are increasingly used in health economics and health services research to leverage natural experiments and policy changes.
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ScholarGate手法を比較: Policy Evaluation Synthetic Control Method · Instrumental Variables in Health Research. 2026-06-18に以下より取得 https://scholargate.app/ja/compare