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정책 평가를 위한 합성 통제 방법×인과 추론을 위한 도구 변수(IV) 방법×
분야인과추론보건경제학
계열Regression modelProcess / pipeline
기원 연도2003-20101990s (modern applications)
창시자Alberto Abadie & Javier Gardeazabal; extended by Abadie, Diamond & HainmuellerAngrist & Pischke (applied econometrics); rooted in econometric theory
유형Causal inference / comparative case studyMethod
원전Abadie, 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 ↗
별칭Synthetic Control Method, SCM, Synthetic Control, Abadie-Diamond-Hainmueller methodIV, two-stage least squares, TSLS, causal estimation
관련53
요약The 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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ScholarGate방법 비교: Policy Evaluation Synthetic Control Method · Instrumental Variables in Health Research. 2026-06-18에 다음에서 검색함: https://scholargate.app/ko/compare