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GMM pour systèmes non linéaires×Méthode des variables instrumentales (VI) pour l'inférence causale×
DomaineÉconométrieÉconomie de la santé
FamilleRegression modelProcess / pipeline
Année d'origine19821990s (modern applications)
Auteur d'origineLars Peter HansenAngrist & Pischke (applied econometrics); rooted in econometric theory
TypeSystem estimatorMethod
Source fondatriceHansen, L. P. (1982). Large sample properties of generalized method of moments estimators. Econometrica, 50(4), 1029–1054. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
AliasNLS-GMM, nonlinear system generalized method of moments, system GMM for nonlinear models, NL-SGMMIV, two-stage least squares, TSLS, causal estimation
Apparentées43
RésuméNonlinear System GMM extends the Generalized Method of Moments framework to estimate a system of structural equations in which the parameter vector enters the moment conditions nonlinearly. It jointly exploits moment restrictions across multiple equations, yielding efficiency gains over single-equation approaches when the equations share parameters or have correlated disturbances.Instrumental variables (IV) is an econometric method to estimate causal effects when treatment or exposure is not randomly assigned and confounding is severe or unmeasured. IV relies on a third variable (instrument) that influences treatment but does not directly affect the outcome, allowing researchers to isolate the causal effect from the noise of confounding. Developed extensively in econometrics (Angrist & Pischke, 1990s–2000s), IV methods are increasingly used in health economics and health services research to leverage natural experiments and policy changes.
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ScholarGateComparer des méthodes: Nonlinear System GMM · Instrumental Variables in Health Research. Consulté le 2026-06-18 sur https://scholargate.app/fr/compare