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Estimatore per la Valutazione delle Politiche basato sul Matching×Metodo delle Variabili Strumentali (IV) per l'Inferenza Causale×
CampoInferenza causaleEconomia sanitaria
FamigliaRegression modelProcess / pipeline
Anno di origine1998-20061990s (modern applications)
IdeatoreHeckman, Ichimura & Todd; Abadie & ImbensAngrist & Pischke (applied econometrics); rooted in econometric theory
TipoNon-parametric causal estimatorMethod
Fonte seminaleAbadie, A., & Imbens, G. W. (2006). Large sample properties of matching estimators for average treatment effects. Econometrica, 74(1), 235-267. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Aliasmatching estimator, program evaluation matching, treatment effect matching, Abadie-Imbens estimatorIV, two-stage least squares, TSLS, causal estimation
Correlati63
SintesiThe policy evaluation matching estimator estimates the causal effect of a program or policy on treated units by pairing each participant with one or more non-participants who share similar pre-treatment characteristics. Developed rigorously by Heckman, Ichimura & Todd (1998) and Abadie & Imbens (2006), it avoids parametric outcome models and is the standard non-parametric tool for program and policy evaluation.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: Policy Evaluation Matching Estimator · Instrumental Variables in Health Research. Consultato il 2026-06-19 da https://scholargate.app/it/compare