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Propensity Score Matching i uddannelsesforskning×Vægtning med den inverse behandlingssandsynlighed (IPW / IPTW)×
FagområdeKausal inferensKausal inferens
FamilieRegression modelRegression model
Oprindelsesår1983 (foundational); education adoption widespread from late 1990s2000
OphavspersonRosenbaum & Rubin (1983); widely adopted in education research via Shadish, Cook & Campbell (2002)Robins, Hernán & Brumback
TypeQuasi-experimental / matching-based causal inferenceCausal inference weighting estimator
Oprindelig kildeRosenbaum, 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 ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
AliasserPSM in education, educational PSM, PSM for program evaluation in schools, propensity matching educationIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Relaterede55
ResuméPropensity 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.Inverse Probability Weighting is a causal-inference method that assigns each observation a weight equal to the inverse of its probability of receiving the treatment it actually received. Introduced by Robins, Hernán and Brumback (2000) for marginal structural models, it builds a pseudo-population in which treatment is independent of measured confounders, balancing selection bias.
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ScholarGateSammenlign metoder: Propensity Score Matching in Education Research · Inverse Probability Weighting. Hentet 2026-06-20 fra https://scholargate.app/da/compare