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Metoda regresji z nieciągłością (RDD)×Dopasowanie wyników skłonności×
DziedzinaWnioskowanie przyczynoweStatystyka w badaniach
RodzinaRegression modelProcess / pipeline
Rok powstania20081983
TwórcaImbens & Lemieux (guide to practice); Cattaneo, Idrobo & Titiunik (practical introduction)Paul Rosenbaum and Donald Rubin
TypQuasi-experimental causal designMethod
Źródło pierwotneImbens, 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 ↗
Inne nazwyRDD, regression discontinuity design, sharp RDD, fuzzy RDDPSM, propensity score weighting, covariate balance
Pokrewne53
PodsumowanieRegression 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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ScholarGatePorównaj metody: Regression Discontinuity · Propensity Score Matching. Pobrano 2026-06-18 z https://scholargate.app/pl/compare