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Asymptotic F-Test in a GMM Framework with Cross-Sectional Dependence

Yixiao Sun and Min Seong Kim ()
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Min Seong Kim: Ryerson University

The Review of Economics and Statistics, 2015, vol. 97, issue 1, 210-233

Abstract: The paper develops an asymptotically valid F-test that is robust to spatial autocorrelation in a GMM framework. The validity of the F-test is established under mild conditions that can accommodate a wide range of spatial processes. The proposed F-test is very easy to implement, as critical values are from a standard F-distribution. The F-test achieves triple robustness: it is asymptotically valid regardless of the spatial autocorrelation, the sampling region, and the limiting behavior of the smoothing parameter. Simulation also shows that the F-test has good size and power properties in finite samples. © 2015 The President and Fellows of Harvard College and the Massachusetts Institute of Technology

Keywords: F-test; GMM framework; asymptotically valid; spatial autocorrelation; sampling region; limiting behavior (search for similar items in EconPapers)
JEL-codes: B00 (search for similar items in EconPapers)
Date: 2015
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Citations: View citations in EconPapers (12)

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Working Paper: Asymptotic F Test in a GMM Framework with Cross Sectional Dependence (2012) Downloads
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The Review of Economics and Statistics is currently edited by Pierre Azoulay, Olivier Coibion, Will Dobbie, Raymond Fisman, Benjamin R. Handel, Brian A. Jacob, Kareen Rozen, Xiaoxia Shi, Tavneet Suri and Yi Xu

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