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Evaluasi Kebijakan Melalui Pencocokan Tepat yang Dikasarankan (CEM)×Penyeimbangan Entropi×
BidangInferensi KausalInferensi Kausal
KeluargaRegression modelRegression model
Tahun asal2011-20122012
PencetusIacus, King & PorroJens Hainmueller
TipeMatching / quasi-experimental designCovariate-balancing reweighting
Sumber perintisIacus, S. M., King, G., & Porro, G. (2012). Causal inference without balance checking: Coarsened exact matching. Political Analysis, 20(1), 1-24. DOI ↗Hainmueller, J. (2012). Entropy balancing for causal effects: A multivariate reweighting method to produce balanced samples in observational studies. Political Analysis, 20(1), 25-46. DOI ↗
AliasCEM, Coarsened Exact Matching, CEM policy evaluation, coarsening-based matchingEB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing
Terkait56
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.Entropy balancing is a preprocessing method for causal inference that assigns weights to control-group units so that the reweighted control sample matches the treatment group exactly on a chosen set of covariate moments (means, variances, skewness). Introduced by Hainmueller (2012), it replaces trial-and-error propensity-score trimming with a constrained maximum-entropy optimisation that achieves balance in a single step.
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ScholarGateBandingkan metode: Policy Evaluation Coarsened Exact Matching · Entropy Balancing. Diakses 2026-06-19 dari https://scholargate.app/id/compare