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Policy Evaluation Propensity Score Weighting×Ponderazione basata sul punteggio di propensione (PSW / IPW)×
CampoInferenza causaleInferenza causale
FamigliaRegression modelRegression model
Anno di origine1983/20031983 (propensity score); 2003 (efficient IPW estimator)
IdeatoreRosenbaum & Rubin (1983); extended to policy evaluation by Hirano, Imbens & Ridder (2003)Rosenbaum & Rubin (propensity score); Hirano, Imbens & Ridder (efficient weighting)
TipoQuasi-experimental causal inferenceCausal inference / reweighting
Fonte seminaleHirano, K., Imbens, G. W., & Ridder, G. (2003). Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score. Econometrica, 71(4), 1161-1189. DOI ↗Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41-55. DOI ↗
AliasPSW policy evaluation, inverse probability weighting for policy, IPW policy evaluation, policy PSWPSW, inverse probability weighting, IPW, propensity-based weighting
Correlati66
SintesiPolicy evaluation propensity score weighting applies inverse-probability weighting to observational data to estimate the causal effect of a policy program. By reweighting participants and non-participants so they resemble a target population, it removes selection bias from voluntary or administratively allocated program assignment without requiring randomization.Propensity score weighting is a causal-inference method that reweights observations so that the covariate distributions of treated and untreated units look exchangeable, enabling unbiased estimation of average treatment effects from observational data. Each unit receives a weight that is the inverse of its probability of receiving the treatment it actually received — a strategy formalised by Rosenbaum and Rubin (1983) and given its efficient semiparametric form by Hirano, Imbens and Ridder (2003).
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ScholarGateConfronta i metodi: Policy Evaluation Propensity Score Weighting · Propensity Score Weighting. Consultato il 2026-06-19 da https://scholargate.app/it/compare