ScholarGate
Asistenti

Krahasoni metodat

Shqyrtoni metodat e zgjedhura krah për krah; rreshtat që ndryshojnë janë të theksuar.

Dizajni i Diskontinuitetit të Regresionit (RDD)×Përshtatja e Rezultatit të Tendencës×
FushaInferenca kauzaleStatistika e hulumtimit
FamiljaRegression modelProcess / pipeline
Viti i origjinës20081983
KrijuesiImbens & Lemieux (guide to practice); Cattaneo, Idrobo & Titiunik (practical introduction)Paul Rosenbaum and Donald Rubin
LlojiQuasi-experimental causal designMethod
Burimi themeluesImbens, 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 ↗
Emërtime të tjeraRDD, regression discontinuity design, sharp RDD, fuzzy RDDPSM, propensity score weighting, covariate balance
Të lidhura53
PërmbledhjaRegression 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.
ScholarGateSeti i të dhënave
  1. v1
  2. 2 Burimet
  3. PUBLISHED
  1. v1
  2. 3 Burimet
  3. PUBLISHED

Shko te kërkimi Shkarko diapozitivat

ScholarGateKrahasoni metodat: Regression Discontinuity · Propensity Score Matching. Marrë më 2026-06-18 nga https://scholargate.app/sq/compare