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Thiết kế Gián đoạn Hồi quy (Regression Discontinuity Design - RDD)×Ghép cặp điểm xu hướng×
Lĩnh vựcSuy luận nhân quảThống kê nghiên cứu
HọRegression modelProcess / pipeline
Năm ra đời20081983
Người khởi xướngImbens & Lemieux (guide to practice); Cattaneo, Idrobo & Titiunik (practical introduction)Paul Rosenbaum and Donald Rubin
LoạiQuasi-experimental causal designMethod
Công trình gốcImbens, G. W., & Lemieux, T. (2008). Regression Discontinuity Designs: A Guide to Practice. Journal of Econometrics, 142(2), 615-635. 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 khácRDD, regression discontinuity design, sharp RDD, fuzzy RDDPSM, propensity score weighting, covariate balance
Liên quan53
Tóm tắtRegression 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.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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ScholarGateSo sánh phương pháp: Regression Discontinuity · Propensity Score Matching. Truy cập ngày 2026-06-18 từ https://scholargate.app/vi/compare