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Nelineární systém GMM×Metoda instrumentálních proměnných (IV) pro kauzální inferenci×
OborEkonometrieEkonomika zdravotnictví
RodinaRegression modelProcess / pipeline
Rok vzniku19821990s (modern applications)
TvůrceLars Peter HansenAngrist & Pischke (applied econometrics); rooted in econometric theory
TypSystem estimatorMethod
Původní zdrojHansen, 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 ↗
Další názvyNLS-GMM, nonlinear system generalized method of moments, system GMM for nonlinear models, NL-SGMMIV, two-stage least squares, TSLS, causal estimation
Příbuzné43
ShrnutíNonlinear 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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ScholarGatePorovnat metody: Nonlinear System GMM · Instrumental Variables in Health Research. Získáno 2026-06-18 z https://scholargate.app/cs/compare