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Penilaian Dasar Pemberat Skor Kecenderungan×Padanan Skor Kecenderungan×
BidangInferens KausalStatistik Penyelidikan
KeluargaRegression modelProcess / pipeline
Tahun asal1983/20031983
PengasasRosenbaum & Rubin (1983); extended to policy evaluation by Hirano, Imbens & Ridder (2003)Paul Rosenbaum and Donald Rubin
JenisQuasi-experimental causal inferenceMethod
Sumber perintisHirano, 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 PSWPSM, propensity score weighting, covariate balance
Berkaitan63
RingkasanPolicy 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 matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias.
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ScholarGateBandingkan kaedah: Policy Evaluation Propensity Score Weighting · Propensity Score Matching. Dicapai 2026-06-19 daripada https://scholargate.app/ms/compare