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Valutazione Controfattuale dell'Impatto (CIE)×Metodo delle Variabili Strumentali (IV) per l'Inferenza Causale×
CampoInferenza causaleEconomia sanitaria
FamigliaRegression modelProcess / pipeline
Anno di origine1970s–2000s1990s (modern applications)
IdeatoreHeckman, Imbens, Rubin, and the program evaluation literatureAngrist & Pischke (applied econometrics); rooted in econometric theory
TipoCausal inference / program evaluationMethod
Fonte seminaleHeckman, 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 ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
AliasCIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluationIV, two-stage least squares, TSLS, causal estimation
Correlati53
SintesiCounterfactual 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.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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ScholarGateConfronta i metodi: Counterfactual Impact Evaluation · Instrumental Variables in Health Research. Consultato il 2026-06-19 da https://scholargate.app/it/compare