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GMM par différences non linéaire×Méthode des variables instrumentales (VI) pour l'inférence causale×
DomaineÉconométrieÉconomie de la santé
FamilleRegression modelProcess / pipeline
Année d'origine1991–20101990s (modern applications)
Auteur d'origineWooldridge; building on Arellano and Bond (1991)Angrist & Pischke (applied econometrics); rooted in econometric theory
TypeNonlinear panel estimatorMethod
Source fondatriceWooldridge, J. M. (2010). Econometric Analysis of Cross Section and Panel Data (2nd ed.). MIT Press. ISBN: 9780262232586Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Aliasnonlinear diff-GMM, nonlinear Arellano-Bond GMM, first-difference nonlinear GMM, NL-GMMIV, two-stage least squares, TSLS, causal estimation
Apparentées53
RésuméNonlinear Difference GMM extends the Arellano-Bond difference GMM estimator to models where the structural relationship between the outcome and its predictors is inherently nonlinear. By first-differencing to eliminate individual fixed effects and then applying GMM moment conditions with lagged levels as instruments, it consistently estimates parameters in dynamic panel settings without requiring a linear functional form.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 difference GMM · Instrumental Variables in Health Research. Consulté le 2026-06-18 sur https://scholargate.app/fr/compare