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Variables instrumentales par moindres carrés en deux étapes (VI/2SLS)×Appariement par score de propension×
DomaineInférence causaleStatistiques de recherche
FamilleRegression modelProcess / pipeline
Année d'origine20091983
Auteur d'origineAngrist & Pischke (textbook treatment); Stock & Yogo (weak-instrument theory)Paul Rosenbaum and Donald Rubin
TypeInstrumental-variables regressionMethod
Source fondatriceAngrist, J. D. & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355Rosenbaum, 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 ↗
Aliasinstrumental variables, IV estimation, 2SLS, instrumental variable regressionPSM, propensity score weighting, covariate balance
Apparentées53
RésuméIV/2SLS is a two-stage estimation method that recovers the causal effect of an endogenous regressor by isolating the part of its variation driven by an external instrument. It is the workhorse identification strategy in modern applied econometrics, developed at length in Angrist and Pischke's Mostly Harmless Econometrics (2009).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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ScholarGateComparer des méthodes: Two-Stage Least Squares (2SLS) · Propensity Score Matching. Consulté le 2026-06-18 sur https://scholargate.app/fr/compare