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合成コントロール法(SCM)×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 (2003); Abadie, Diamond & Hainmueller (2010)Angrist & Pischke (applied econometrics); rooted in econometric theory
種類Quasi-experimental causal inferenceMethod
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SCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller methodIV, two-stage least squares, TSLS, causal estimation
関連43
概要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.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: Synthetic Control Method · Instrumental Variables in Health Research. 2026-06-18に以下より取得 https://scholargate.app/ja/compare