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Biến công cụ cho dữ liệu bảng (Panel IV / 2SLS)×Phương pháp Biến Công cụ (IV) cho Suy luận Nhân quả×
Lĩnh vựcSuy luận nhân quảKinh tế học y tế
HọRegression modelProcess / pipeline
Năm ra đời1978-19911990s (modern applications)
Người khởi xướngHausman (1978); Anderson & Hsiao (1982); Arellano & Bond (1991)Angrist & Pischke (applied econometrics); rooted in econometric theory
LoạiCausal inference / panel regressionMethod
Công trình gốcArellano, 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 ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Tên gọi khácPanel IV, Panel 2SLS, Within-IV, Fixed-Effects IVIV, two-stage least squares, TSLS, causal estimation
Liên quan43
Tóm tắtPanel data instrumental variables combines the bias-correcting power of instrumental variables (IV) with the within-unit variation exploited by panel data methods. It addresses endogeneity — omitted variables, reverse causation, or measurement error — in longitudinal settings where observations are repeated across units and time. Seminal contributions come from Hausman (1978) on specification testing and Arellano and Bond (1991) on GMM-based panel IV.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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ScholarGateSo sánh phương pháp: Panel Data Instrumental Variables · Instrumental Variables in Health Research. Truy cập ngày 2026-06-18 từ https://scholargate.app/vi/compare