ScholarGate
Assistant

Comparer des méthodes

Examinez les méthodes sélectionnées côte à côte ; les lignes qui diffèrent sont mises en évidence.

Pondération par score de propension dans la recherche en éducation×Pondération par l'inverse de la probabilité de traitement (IPW / IPTW)×
DomaineInférence causaleInférence causale
FamilleRegression modelRegression model
Année d'origine1983 (theory); widely adopted in education research from 2000s2000
Auteur d'origineRosenbaum & Rubin (foundational theory, 1983); Thoemmes & Kim (education-focused review, 2011)Robins, Hernán & Brumback
TypeQuasi-experimental causal inferenceCausal inference weighting estimator
Source fondatriceRosenbaum, 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 ↗
AliasPSW in education, inverse probability weighting in education, IPW education, propensity weighting educationIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Apparentées55
RésuméPropensity 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.
ScholarGateJeu de données
  1. v1
  2. 2 Sources
  3. PUBLISHED
  1. v1
  2. 2 Sources
  3. PUBLISHED

Aller à la recherche Télécharger les diapositives

ScholarGateComparer des méthodes: Propensity Score Weighting in Education Research · Inverse Probability Weighting. Consulté le 2026-06-20 sur https://scholargate.app/fr/compare