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강건한 반사실적 영향 평가×반사실적 영향 평가 (CIE)×
분야인과추론인과추론
계열Regression modelRegression model
기원 연도2010s1970s–2000s
창시자European Commission evaluation community; Pellegrini, Ferrara and colleaguesHeckman, Imbens, Rubin, and the program evaluation literature
유형Robustness-validated causal evaluationCausal inference / program evaluation
원전Bia, M., Flores, C. A., Flores-Lagunes, A., & Mattei, A. (2014). A Stata package for the application of semiparametric estimators of dose–response functions. Stata Journal, 14(3), 580–604. link ↗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 ↗
별칭Robust CIE, Sensitivity-checked CIE, Multi-method counterfactual evaluation, Robustness-validated impact evaluationCIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluation
관련55
요약Robust Counterfactual Impact Evaluation (Robust CIE) strengthens causal impact estimates by combining multiple quasi-experimental estimators, placebo tests, and formal sensitivity analyses. Rather than relying on a single method, it cross-validates findings across approaches — such as matching, difference-in-differences, and regression discontinuity — to ensure that conclusions do not depend on any single methodological choice.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: Robust Counterfactual Impact Evaluation · Counterfactual Impact Evaluation. 2026-06-19에 다음에서 검색함: https://scholargate.app/ko/compare