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空间工具变量(Spatial IV / Spatial 2SLS)×因果推断的工具变量(IV)方法×
领域因果推断卫生经济学
方法族Regression modelProcess / pipeline
起源年份1988-19981990s (modern applications)
提出者Kelejian & Prucha (generalized spatial 2SLS); Anselin (spatial econometrics framework)Angrist & Pischke (applied econometrics); rooted in econometric theory
类型Quasi-experimental causal inference with spatial dependenceMethod
开创性文献Kelejian, H. H., & Prucha, I. R. (1998). A Generalized Spatial Two-Stage Least Squares Procedure for Estimating a Spatial Autoregressive Model with Autoregressive Disturbances. Journal of Real Estate Finance and Economics, 17(1), 99-121. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
别名Spatial IV, Spatial 2SLS, Spatial Two-Stage Least Squares, S-IVIV, two-stage least squares, TSLS, causal estimation
相关63
摘要Spatial Instrumental Variables (Spatial IV) is a causal inference method for settings where units — regions, firms, neighborhoods — are spatially interdependent, creating endogeneity that standard IV approaches ignore. It constructs instruments from the spatially lagged values of exogenous characteristics of neighboring units, then applies two-stage least squares to recover unbiased causal estimates in the presence of both endogenous regressors and spatial autocorrelation.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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ScholarGate方法对比: Spatial Instrumental Variables · Instrumental Variables in Health Research. 于 2026-06-18 检索自 https://scholargate.app/zh/compare