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Ghép cặp điểm xu hướng trong nghiên cứu giáo dục×Ghép Chính xác Tinh chỉnh (CEM)×
Lĩnh vựcSuy luận nhân quảSuy luận nhân quả
HọRegression modelRegression model
Năm ra đời1983 (foundational); education adoption widespread from late 1990s2011-2012
Người khởi xướngRosenbaum & Rubin (1983); widely adopted in education research via Shadish, Cook & Campbell (2002)Iacus, King, & Porro
LoạiQuasi-experimental / matching-based causal inferenceMatching / causal inference
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 ↗Iacus, S. M., King, G., & Porro, G. (2012). Causal Inference without Balance Checking: Coarsened Exact Matching. Political Analysis, 20(1), 1-24. DOI ↗
Tên gọi khácPSM in education, educational PSM, PSM for program evaluation in schools, propensity matching educationCEM, coarsened matching, monotonic imbalance bounding matching
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.Coarsened Exact Matching is a preprocessing method that achieves covariate balance by temporarily coarsening continuous variables into bins, exactly matching treated and control units within those bins, and then discarding all unmatched units. Introduced by Iacus, King, and Porro (2011, 2012), it bounds imbalance on each covariate independently, yielding a matched sample on which any estimator can be applied without relying on a propensity score model.
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ScholarGateSo sánh phương pháp: Propensity Score Matching in Education Research · Coarsened Exact Matching. Truy cập ngày 2026-06-20 từ https://scholargate.app/vi/compare