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Propensity Score Matching ve vzdělávacím výzkumu×Coarsened Exact Matching (CEM)×
OborKauzální inferenceKauzální inference
RodinaRegression modelRegression model
Rok vzniku1983 (foundational); education adoption widespread from late 1990s2011-2012
TvůrceRosenbaum & Rubin (1983); widely adopted in education research via Shadish, Cook & Campbell (2002)Iacus, King, & Porro
TypQuasi-experimental / matching-based causal inferenceMatching / causal inference
Původní zdrojRosenbaum, 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 ↗
Další názvyPSM in education, educational PSM, PSM for program evaluation in schools, propensity matching educationCEM, coarsened matching, monotonic imbalance bounding matching
Příbuzné56
ShrnutíPropensity Score Matching (PSM) in education research is a quasi-experimental technique that creates comparable treatment and control groups from observational student, teacher, or school data. By balancing groups on observed background characteristics, it enables credible causal estimates of educational interventions — such as tutoring programs, school choice policies, or teacher professional development — when random assignment is infeasible.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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ScholarGatePorovnat metody: Propensity Score Matching in Education Research · Coarsened Exact Matching. Získáno 2026-06-20 z https://scholargate.app/cs/compare