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Evaluasi Kebijakan Melalui Pencocokan Tepat yang Dikasarankan (CEM)×Pencocokan Skor Propensitas×
BidangInferensi KausalStatistika Penelitian
KeluargaRegression modelProcess / pipeline
Tahun asal2011-20121983
PencetusIacus, King & PorroPaul Rosenbaum and Donald Rubin
TipeMatching / quasi-experimental designMethod
Sumber perintisIacus, S. M., King, G., & Porro, G. (2012). Causal inference without balance checking: Coarsened exact matching. Political Analysis, 20(1), 1-24. 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 ↗
AliasCEM, Coarsened Exact Matching, CEM policy evaluation, coarsening-based matchingPSM, propensity score weighting, covariate balance
Terkait53
RingkasanCoarsened Exact Matching (CEM) is a quasi-experimental causal-inference technique that creates balanced treatment and control groups from observational data by temporarily coarsening covariates into bins, exactly matching units within those bins, and then pruning unmatched observations before estimating policy effects. Introduced by Iacus, King, and Porro, CEM belongs to the monotonic imbalance bounding family of matching methods and is especially popular in policy evaluation.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 metode: Policy Evaluation Coarsened Exact Matching · Propensity Score Matching. Diakses 2026-06-19 dari https://scholargate.app/id/compare