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합성 통제 방법 (SCM)×인과 추론을 위한 도구 변수(IV) 방법×
분야인과추론보건경제학
계열Regression modelProcess / pipeline
기원 연도2003–20101990s (modern applications)
창시자Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)Angrist & Pischke (applied econometrics); rooted in econometric theory
유형Quasi-experimental causal inferenceMethod
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 ↗
별칭SCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller methodIV, two-stage least squares, TSLS, causal estimation
관련43
요약The 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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ScholarGate방법 비교: Synthetic Control Method · Instrumental Variables in Health Research. 2026-06-18에 다음에서 검색함: https://scholargate.app/ko/compare