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Phương pháp Biến Công cụ (IV) cho Suy luận Nhân quả×System GMM (Arellano-Bover / Blundell-Bond)×
Lĩnh vựcKinh tế học y tếKinh tế lượng
HọProcess / pipelineRegression model
Năm ra đời1990s (modern applications)1998
Người khởi xướngAngrist & Pischke (applied econometrics); rooted in econometric theoryArellano & Bover (1995); Blundell & Bond (1998)
LoạiMethodDynamic panel data estimator
Công trình gốcAngrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗Arellano, M. & Bond, S. (1991). Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations. Review of Economic Studies, 58(2), 277-297. DOI ↗
Tên gọi khácIV, two-stage least squares, TSLS, causal estimationArellano-Bover estimator, Blundell-Bond estimator, dynamic panel GMM, Sistem GMM (Arellano-Bover / Blundell-Bond)
Liên quan34
Tóm tắtInstrumental 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.System GMM is a generalized method of moments estimator for dynamic panel models that contain a lagged dependent variable. Introduced by Blundell and Bond (1998), building on Arellano and Bover, it augments the differenced equation of the earlier difference GMM (Arellano-Bond) with the equation in levels to deliver consistent estimates when N is large and T is small.
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ScholarGateSo sánh phương pháp: Instrumental Variables in Health Research · System GMM. Truy cập ngày 2026-06-19 từ https://scholargate.app/vi/compare