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Evaluacija politike putem zgrubljene točne podudarnosti (CEM)×Uparivanje prema ocjeni sklonosti×
PodručjeUzročno zaključivanjeIstraživačka statistika
ObiteljRegression modelProcess / pipeline
Godina nastanka2011-20121983
TvoracIacus, King & PorroPaul Rosenbaum and Donald Rubin
VrstaMatching / quasi-experimental designMethod
Temeljni izvorIacus, 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 ↗
Drugi naziviCEM, Coarsened Exact Matching, CEM policy evaluation, coarsening-based matchingPSM, propensity score weighting, covariate balance
Srodne53
SažetakCoarsened 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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ScholarGateUsporedite metode: Policy Evaluation Coarsened Exact Matching · Propensity Score Matching. Preuzeto 2026-06-19 s https://scholargate.app/hr/compare