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Cowles Foundation Discussion Papers

2003

Asymptotics

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Cross-Section Regression With Common Shocks, Donald W.K. Andrews Jun 2003

Cross-Section Regression With Common Shocks, Donald W.K. Andrews

Cowles Foundation Discussion Papers

This paper considers regression models for cross-section data that exhibit cross-section dependence due to common shocks, such as macroeconomic shocks. The paper analyzes the properties of least squares (LS) and instrumental variables (IV) estimators in this context. The results of the paper allow for any form of cross-section dependence and heterogeneity across population units. The probability limits of the LS and IV estimators are determined and necessary and sufficient conditions are given for consistency. The asymptotic distributions of the estimators are found to be mixed normal after re-centering and scaling. t , Wald, and F statistics are found to have …