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Propensity Score Weighting in Education Research×Inverse Probability of Treatment Weighting (IPW / IPTW)×
VakgebiedCausale inferentieCausale inferentie
FamilieRegression modelRegression model
Jaar van ontstaan1983 (theory); widely adopted in education research from 2000s2000
GrondleggerRosenbaum & Rubin (foundational theory, 1983); Thoemmes & Kim (education-focused review, 2011)Robins, Hernán & Brumback
TypeQuasi-experimental causal inferenceCausal inference weighting estimator
Oorspronkelijke bronRosenbaum, 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 ↗
AliassenPSW in education, inverse probability weighting in education, IPW education, propensity weighting educationIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Verwant55
SamenvattingPropensity score weighting (PSW) is a quasi-experimental technique that reweights observational samples so that treated and comparison students look similar on measured background characteristics, allowing credible causal estimates of educational interventions — such as program participation, instructional method, or school type — without random assignment.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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  2. 2 Bronnen
  3. PUBLISHED
  1. v1
  2. 2 Bronnen
  3. PUBLISHED

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ScholarGateMethoden vergelijken: Propensity Score Weighting in Education Research · Inverse Probability Weighting. Geraadpleegd op 2026-06-20 via https://scholargate.app/nl/compare