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Vispārinātā momentu metodes (GMM) novērtēšana×Instrumentālo mainīgo (IV) metode cēloņsakarību noteikšanai×
NozareEkonometrijaVeselības ekonomika
SaimeRegression modelProcess / pipeline
Izcelsmes gads19821990s (modern applications)
AutorsLars Peter Hansen; Arellano & Bond (dynamic panel)Angrist & Pischke (applied econometrics); rooted in econometric theory
TipsMoment-condition estimatorMethod
PirmavotsHansen, 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 ↗
Citi nosaukumigeneralized method of moments, GMM, Arellano-Bond estimator, Genelleştirilmiş Momentler Yöntemi (GMM)IV, two-stage least squares, TSLS, causal estimation
Saistītās53
KopsavilkumsThe Generalized Method of Moments is a general-purpose econometric estimator that recovers parameters from population moment conditions, introduced by Lars Peter Hansen in 1982. It is widely used for instrumental-variable estimation, dynamic panel-data models (the Arellano-Bond estimator), and time-series applications.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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ScholarGateSalīdzināt metodes: GMM Estimation · Instrumental Variables in Health Research. Izgūts 2026-06-18 no https://scholargate.app/lv/compare