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Conditional GMM estimation for gravity models

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  • Nishihat, Masaya
  • Otsu, Taisuke

Abstract

This paper studies finite sample performances of the conditional GMM es- timators for a particular conditional moment restriction model, which is commonly ap- plied in economic analysis using gravity models of international trade. We consider the GMM estimator with growing moments and Dominguez and Lobato’s (2004) process- based GMM estimator. Under the simulation designs by Santos Silva and Tenreyro (2006, 2011), we find that Dominguez and Lobato’s (2004) estimator is favorably com- parable with the Poisson pseudo maximum likelihood estimator, and outperforms other estimators.

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  • Nishihat, Masaya & Otsu, Taisuke, 2020. "Conditional GMM estimation for gravity models," LSE Research Online Documents on Economics 105083, London School of Economics and Political Science, LSE Library.
    • Handle: RePEc:ehl:lserod:105083
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    File URL: http://eprints.lse.ac.uk/105083/
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    References listed on IDEAS

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    1. Manuel A. Domínguez & Ignacio N. Lobato, 2004. "Consistent Estimation of Models Defined by Conditional Moment Restrictions," Econometrica, Econometric Society, vol. 72(5), pages 1601-1615, September.
    2. Santos Silva, J.M.C. & Tenreyro, Silvana, 2011. "Further simulation evidence on the performance of the Poisson pseudo-maximum likelihood estimator," Economics Letters, Elsevier, vol. 112(2), pages 220-222, August.
    3. James E. Anderson & Eric van Wincoop, 2003. "Gravity with Gravitas: A Solution to the Border Puzzle," American Economic Review, American Economic Association, vol. 93(1), pages 170-192, March.
    4. J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
    5. Donald, Stephen G. & Imbens, Guido W. & Newey, Whitney K., 2003. "Empirical likelihood estimation and consistent tests with conditional moment restrictions," Journal of Econometrics, Elsevier, vol. 117(1), pages 55-93, November.
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    JEL classification:

    • J1 - Labor and Demographic Economics - - Demographic Economics

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