Further Results on the Limiting Distribution of GMM Sample Moment Conditions
AbstractIn this article, we examine the limiting behavior of generalized method of moments (GMM) sample moment conditions and point out an important discontinuity that arises in their asymptotic distribution. We show that the part of the scaled sample moment conditions that gives rise to degeneracy in the asymptotic normal distribution is T -consistent and has a nonstandard limiting distribution. We derive the appropriate asymptotic (weighted chi-squared) distribution when this degeneracy occurs and show how to conduct asymptotically valid statistical inference. We also propose a new rank test that provides guidance on which (standard or nonstandard) asymptotic framework should be used for inference. The finite-sample properties of the proposed asymptotic approximation are demonstrated using simulated data from some popular asset pricing models.
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Bibliographic InfoArticle provided by Taylor & Francis Journals in its journal Journal of Business & Economic Statistics.
Volume (Year): 30 (2012)
Issue (Month): 4 (May)
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Other versions of this item:
- Nikolay Gospodinov & Raymond Kan & Cesare Robotti, 2010. "Further results on the limiting distribution of GMM sample moment conditions," Working Paper 2010-11, Federal Reserve Bank of Atlanta.
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- Nikolay Gospodinov & Raymond Kan & Cesare Robotti, 2011.
"Chi-squared tests for evaluation and comparison of asset pricing models,"
2011-08, Federal Reserve Bank of Atlanta.
- Gospodinov, Nikolay & Kan, Raymond & Robotti, Cesare, 2013. "Chi-squared tests for evaluation and comparison of asset pricing models," Journal of Econometrics, Elsevier, vol. 173(1), pages 108-125.
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