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Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Ponderarea prin probabilitate inversă în cercetarea educațională×Designul de discontinuitate a regresiei (RDD)×
DomeniuInferență cauzalăInferență cauzală
FamilieRegression modelRegression model
Anul apariției1983–20032008
Autorul originalRosenbaum & Rubin (propensity score, 1983); Hirano, Imbens & Ridder (efficient IPW, 2003)Imbens & Lemieux (guide to practice); Cattaneo, Idrobo & Titiunik (practical introduction)
TipCausal weighting estimatorQuasi-experimental causal design
Sursa seminalăHirano, 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 ↗
Denumiri alternativeIPW in education, propensity-weighted analysis, IPTW education, inverse probability treatment weightingRDD, regression discontinuity design, sharp RDD, fuzzy RDD
Înrudite65
RezumatInverse 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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ScholarGateCompară metode: Inverse Probability Weighting in Education Research · Regression Discontinuity. Preluat la 2026-06-20 de pe https://scholargate.app/ro/compare