Arvis, Jean-Francois and Shepherd, Ben (2011): The Poisson quasi-maximum likelihood estimator: A solution to the “adding up” problem in gravity models.
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Abstract
This paper shows that the Poisson quasi-maximum likelihood estimator applied to the gravity model produces estimates in which, summing across all partners, actual and estimated total trade flows are identical. Other methods such as OLS do not have this desirable property. Indeed, Poisson is the only quasi-maximum likelihood estimator that preserves total trade flows. This result is an additional reason for preferring Poisson as a workhorse gravity model estimator.
Item Type: | MPRA Paper |
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Original Title: | The Poisson quasi-maximum likelihood estimator: A solution to the “adding up” problem in gravity models |
Language: | English |
Keywords: | International Trade; Gravity Model; Poisson; Quasi-Maximum Likelihood Estimator |
Subjects: | C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C10 - General F - International Economics > F1 - Trade > F10 - General |
Item ID: | 34334 |
Depositing User: | Ben Shepherd |
Date Deposited: | 26 Oct 2011 17:14 |
Last Modified: | 27 Sep 2019 13:39 |
References: | Anderson, J.E., and E. Van Wincoop. 2003. “Gravity with Gravitas: A Solution to the Border Puzzle.” American Economic Review, 93(1): 170-192. Linnemann, H. 1966. An Econometric Study of International Trade Flows. Amsterdam: North Holland. Roy, J.R. 2004. Spatial Interaction Modeling: A Regional Science Context. Berlin: Springer-Verlag. Santos Silva, J.M.C., and S. Tenreyro. 2006. “The Log of Gravity.” Review of Economics and Statistics, 88(4): 641-658. Santos Silva, J.M.C., and S. Tenreyro. 2011. “Further Simulation Evidence on the Performance of the Poisson Pseudo-Maximum Likelihood Estimator.” Economics Letters, 112(2): 220-222. Tinbergen, J. 1962. Shaping the World Economy: Suggestions for an International Economic Policy. New York: Twentieth Century Fund. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/34334 |