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Cân bằng xác suất nghịch đảo trong Nghiên cứu Giáo dục×Thiết kế Gián đoạn Hồi quy (Regression Discontinuity Design - RDD)×
Lĩnh vựcSuy luận nhân quảSuy luận nhân quả
HọRegression modelRegression model
Năm ra đời1983–20032008
Người khởi xướngRosenbaum & Rubin (propensity score, 1983); Hirano, Imbens & Ridder (efficient IPW, 2003)Imbens & Lemieux (guide to practice); Cattaneo, Idrobo & Titiunik (practical introduction)
LoạiCausal weighting estimatorQuasi-experimental causal design
Công trình gốcHirano, K., Imbens, G. W., & Ridder, G. (2003). Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score. Econometrica, 71(4), 1161-1189. DOI ↗Imbens, G. W., & Lemieux, T. (2008). Regression Discontinuity Designs: A Guide to Practice. Journal of Econometrics, 142(2), 615-635. DOI ↗
Tên gọi khácIPW in education, propensity-weighted analysis, IPTW education, inverse probability treatment weightingRDD, regression discontinuity design, sharp RDD, fuzzy RDD
Liên quan65
Tóm tắtInverse Probability Weighting (IPW) is a causal inference technique that reweights observational education data to mimic a randomised experiment. Each student or school is assigned a weight equal to the inverse of the probability they received the treatment — thereby creating a pseudo-population in which programme participation is independent of measured background characteristics. The method is widely used in education research to evaluate school programmes, interventions, and policies from administrative or survey data.Regression Discontinuity Design is a quasi-experimental method that identifies a causal effect by locally comparing units just above and just below a cutoff on a continuous assignment (running) variable. Formalised for applied work by Imbens and Lemieux (2008) and developed as a practical framework by Cattaneo, Idrobo, and Titiunik (2020), it estimates a local average treatment effect (LATE) at the threshold.
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ScholarGateSo sánh phương pháp: Inverse Probability Weighting in Education Research · Regression Discontinuity. Truy cập ngày 2026-06-20 từ https://scholargate.app/vi/compare