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Kontrafaktuálne hodnotenie dopadu s heterogénnymi účinkami liečby×Kontrafaktuálne hodnotenie vplyvu (CIE)×
OdborKauzálna inferenciaKauzálna inferencia
RodinaRegression modelRegression model
Rok vzniku2010s1970s–2000s
TvorcaCerulli (2010) for CIE framework; Athey & Wager (2019) for causal forest-based CATE within CIEHeckman, Imbens, Rubin, and the program evaluation literature
TypQuasi-experimental causal inference with subgroup heterogeneityCausal inference / program evaluation
Pôvodný zdrojCerulli, G. (2010). Modelling and measuring the effect of public subsidies on business R&D: A critical review of the econometric literature. Economic Record, 86(274), 421-449. 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 ↗
Ďalšie názvyHTE-CIE, heterogeneous CIE, CATE-based counterfactual evaluation, subgroup counterfactual impact evaluationCIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluation
Príbuzné45
ZhrnutieHeterogeneous Treatment Effect Counterfactual Impact Evaluation (HTE-CIE) extends standard counterfactual impact evaluation by estimating how the causal effect of a policy or intervention varies across subgroups defined by pre-treatment characteristics. Rather than reporting a single average treatment effect, it maps the Conditional Average Treatment Effect (CATE) across the covariate space, revealing who benefits most or least from an intervention.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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ScholarGatePorovnať metódy: Heterogeneous treatment effect Counterfactual impact evaluation · Counterfactual Impact Evaluation. Získané 2026-06-20 z https://scholargate.app/sk/compare