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Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Potrivirea scorului de propensitate pentru evaluarea politicilor×Potrivirea Exactă Coarsened (CEM)×
DomeniuInferență cauzalăInferență cauzală
FamilieRegression modelRegression model
Anul apariției1983; policy evaluation adaptation 19972011-2012
Autorul originalRosenbaum & Rubin (1983); Heckman, Ichimura & Todd (1997) for program/policy evaluation applicationIacus, King, & Porro
TipQuasi-experimental matching estimatorMatching / causal inference
Sursa seminalăRosenbaum, 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 ↗Iacus, S. M., King, G., & Porro, G. (2012). Causal Inference without Balance Checking: Coarsened Exact Matching. Political Analysis, 20(1), 1-24. DOI ↗
Denumiri alternativePSM policy evaluation, policy PSM, propensity matching for program evaluation, PSM treatment evaluationCEM, coarsened matching, monotonic imbalance bounding matching
Înrudite66
RezumatPolicy 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.Coarsened Exact Matching is a preprocessing method that achieves covariate balance by temporarily coarsening continuous variables into bins, exactly matching treated and control units within those bins, and then discarding all unmatched units. Introduced by Iacus, King, and Porro (2011, 2012), it bounds imbalance on each covariate independently, yielding a matched sample on which any estimator can be applied without relying on a propensity score model.
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  1. v1
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  3. PUBLISHED

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ScholarGateCompară metode: Policy Evaluation Propensity Score Matching · Coarsened Exact Matching. Preluat la 2026-06-19 de pe https://scholargate.app/ro/compare