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Ghép cặp điểm xu hướng trong nghiên cứu giáo dục×Trọng số điểm xu hướng (PSW / IPW)×
Lĩnh vựcSuy luận nhân quảSuy luận nhân quả
HọRegression modelRegression model
Năm ra đời1983 (foundational); education adoption widespread from late 1990s1983 (propensity score); 2003 (efficient IPW estimator)
Người khởi xướngRosenbaum & Rubin (1983); widely adopted in education research via Shadish, Cook & Campbell (2002)Rosenbaum & Rubin (propensity score); Hirano, Imbens & Ridder (efficient weighting)
LoạiQuasi-experimental / matching-based causal inferenceCausal inference / reweighting
Công trình gốcRosenbaum, 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 ↗
Tên gọi khácPSM in education, educational PSM, PSM for program evaluation in schools, propensity matching educationPSW, inverse probability weighting, IPW, propensity-based weighting
Liên quan56
Tóm tắtPropensity 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.Propensity score weighting is a causal-inference method that reweights observations so that the covariate distributions of treated and untreated units look exchangeable, enabling unbiased estimation of average treatment effects from observational data. Each unit receives a weight that is the inverse of its probability of receiving the treatment it actually received — a strategy formalised by Rosenbaum and Rubin (1983) and given its efficient semiparametric form by Hirano, Imbens and Ridder (2003).
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ScholarGateSo sánh phương pháp: Propensity Score Matching in Education Research · Propensity Score Weighting. Truy cập ngày 2026-06-20 từ https://scholargate.app/vi/compare