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Зважування на основі оцінки схильності в освітніх дослідженнях×Зіставлення за показником схильності×
ГалузьПричинно-наслідковий висновокСтатистика досліджень
РодинаRegression modelProcess / pipeline
Рік появи1983 (theory); widely adopted in education research from 2000s1983
Автор методуRosenbaum & Rubin (foundational theory, 1983); Thoemmes & Kim (education-focused review, 2011)Paul Rosenbaum and Donald Rubin
ТипQuasi-experimental causal inferenceMethod
Основоположне джерелоRosenbaum, 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 ↗Rosenbaum, 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 ↗
Інші назвиPSW in education, inverse probability weighting in education, IPW education, propensity weighting educationPSM, propensity score weighting, covariate balance
Пов'язані53
ПідсумокPropensity 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.Propensity score matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias.
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ScholarGateПорівняння методів: Propensity Score Weighting in Education Research · Propensity Score Matching. Отримано 2026-06-20 з https://scholargate.app/uk/compare