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Оценка чрез обобщен метод на моментите (GMM)×Метод на инструменталните променливи (IV) за причинно-следствен анализ×
ОбластИконометрияИкономика на здравеопазването
СемействоRegression modelProcess / pipeline
Година на възникване19821990s (modern applications)
СъздателLars Peter Hansen; Arellano & Bond (dynamic panel)Angrist & Pischke (applied econometrics); rooted in econometric theory
ТипMoment-condition estimatorMethod
Основополагащ източникHansen, 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 ↗
Други названияgeneralized method of moments, GMM, Arellano-Bond estimator, Genelleştirilmiş Momentler Yöntemi (GMM)IV, two-stage least squares, TSLS, causal estimation
Свързани53
РезюмеThe 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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ScholarGateСравнение на методи: GMM Estimation · Instrumental Variables in Health Research. Извлечено на 2026-06-18 от https://scholargate.app/bg/compare