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Robustne vastumõju hindamine×Kontrafaktuaalne mõju hindamine (CIE)×
ValdkondPõhjuslik järeldaminePõhjuslik järeldamine
PerekondRegression modelRegression model
Tekkeaasta2010s1970s–2000s
LoojaEuropean Commission evaluation community; Pellegrini, Ferrara and colleaguesHeckman, Imbens, Rubin, and the program evaluation literature
TüüpRobustness-validated causal evaluationCausal inference / program evaluation
AlgallikasBia, 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 ↗
RööpnimetusedRobust CIE, Sensitivity-checked CIE, Multi-method counterfactual evaluation, Robustness-validated impact evaluationCIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluation
Seotud55
KokkuvõteRobust 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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ScholarGateVõrdle meetodeid: Robust Counterfactual Impact Evaluation · Counterfactual Impact Evaluation. Loetud 2026-06-19 aadressilt https://scholargate.app/et/compare