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הערכת מדיניות באמצעות שיקלול ציון הנטייה×שקלול ציון הנטייה (PSW / IPW)×
תחוםהסקה סיבתיתהסקה סיבתית
משפחהRegression modelRegression model
שנת המקור1983/20031983 (propensity score); 2003 (efficient IPW estimator)
הוגה השיטהRosenbaum & Rubin (1983); extended to policy evaluation by Hirano, Imbens & Ridder (2003)Rosenbaum & Rubin (propensity score); Hirano, Imbens & Ridder (efficient weighting)
סוגQuasi-experimental causal inferenceCausal inference / reweighting
מקור מכונןHirano, 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 ↗
כינוייםPSW policy evaluation, inverse probability weighting for policy, IPW policy evaluation, policy PSWPSW, inverse probability weighting, IPW, propensity-based weighting
קשורות66
תקצירPolicy 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).
ScholarGateמערך נתונים
  1. v1
  2. 2 מקורות
  3. PUBLISHED
  1. v1
  2. 2 מקורות
  3. PUBLISHED

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ScholarGateהשוואת שיטות: Policy Evaluation Propensity Score Weighting · Propensity Score Weighting. אוחזר בתאריך 2026-06-19 מתוך https://scholargate.app/he/compare