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Padanan Skor Kecenderungan Penilaian Dasar×Padanan Skor Kecenderungan×
BidangInferens KausalStatistik Penyelidikan
KeluargaRegression modelProcess / pipeline
Tahun asal1983; policy evaluation adaptation 19971983
PengasasRosenbaum & Rubin (1983); Heckman, Ichimura & Todd (1997) for program/policy evaluation applicationPaul Rosenbaum and Donald Rubin
JenisQuasi-experimental matching estimatorMethod
Sumber perintisRosenbaum, 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 ↗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 ↗
AliasPSM policy evaluation, policy PSM, propensity matching for program evaluation, PSM treatment evaluationPSM, propensity score weighting, covariate balance
Berkaitan63
RingkasanPolicy evaluation propensity score matching applies the propensity score framework — originally developed by Rosenbaum and Rubin (1983) and operationalized for program evaluation by Heckman et al. (1997) — to estimate the causal effect of a policy intervention. It constructs a credible comparison group from non-participants by matching them to participants on their estimated probability of receiving the treatment, enabling unbiased effect estimation without random assignment.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 Matching · Propensity Score Matching. Dicapai 2026-06-19 daripada https://scholargate.app/ms/compare