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동적 합성 통제 방법×반사실적 영향 평가 (CIE)×
분야인과추론인과추론
계열Regression modelRegression model
기원 연도20101970s–2000s
창시자Abadie, Diamond & Hainmueller (2010); dynamic extensions by Abadie (2021) and othersHeckman, Imbens, Rubin, and the program evaluation literature
유형Comparative case study / counterfactual estimationCausal inference / program evaluation
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 ↗Heckman, J. J., & Vytlacil, E. J. (2007). Econometric evaluation of social programs, Part I: Causal models, structural models and econometric policy evaluation. Handbook of Econometrics, 6B, 4779-4874. DOI ↗
별칭Dynamic SCM, Time-varying synthetic control, Multi-period synthetic control, DSCCIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluation
관련55
요약The Dynamic Synthetic Control Method extends the classic synthetic control framework to evaluate treatments that unfold over multiple periods or change in intensity over time. It constructs a weighted combination of untreated units that matches the treated unit in pre-treatment outcomes, then traces the full time path of treatment effects period by period after the intervention — capturing not just an average effect but how the effect evolves dynamically.Counterfactual Impact Evaluation is a family of causal methods that estimates the effect of an intervention by comparing what actually happened to participants with what would have happened had the intervention not taken place. Formalised in the Rubin Causal Model and extended by Heckman, Imbens and others, CIE underlies most modern program and policy evaluation practice.
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ScholarGate방법 비교: Dynamic Synthetic Control Method · Counterfactual Impact Evaluation. 2026-06-18에 다음에서 검색함: https://scholargate.app/ko/compare