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Estimating the extensive margin of trade

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  • Santos Silva, J.M.C.
  • Tenreyro, Silvana
  • Wei, Kehai

Abstract

Understanding and quantifying the determinants of the number of sectors or firms exporting in a given country is of relevance for the assessment of trade policies. Estimation of models for the number of exporting sectors, however, poses a challenge because the dependent variable has both a lower and an upper bound, implying that the partial effects of the explanatory variables on the conditional mean of the dependent variable cannot be constant. We argue that ignoring these bounds can lead to erroneous conclusions and propose a flexible specification that accounts for the doubly-bounded nature of the dependent variable. We empirically investigate the problem and the proposed solution, finding significant differences between estimates obtained with the proposed estimator and those obtained with standard approaches.

Suggested Citation

  • Santos Silva, J.M.C. & Tenreyro, Silvana & Wei, Kehai, 2014. "Estimating the extensive margin of trade," Journal of International Economics, Elsevier, vol. 93(1), pages 67-75.
  • Handle: RePEc:eee:inecon:v:93:y:2014:i:1:p:67-75
    DOI: 10.1016/j.jinteco.2013.12.001
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    1. McCleary, Rachel & Barro, Robert, 2003. "Religion and Economic Growth across Countries," Scholarly Articles 3708464, Harvard University Department of Economics.
    2. Gourieroux, Christian & Monfort, Alain & Trognon, Alain, 1984. "Pseudo Maximum Likelihood Methods: Theory," Econometrica, Econometric Society, vol. 52(3), pages 681-700, May.
    3. Julian di Giovanni & Andrei A. Levchenko, 2009. "Trade Openness and Volatility," The Review of Economics and Statistics, MIT Press, vol. 91(3), pages 558-585, August.
    4. Kalina Manova, 2013. "Credit Constraints, Heterogeneous Firms, and International Trade," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(2), pages 711-744.
    5. Miklós Koren & Silvana Tenreyro, 2013. "Technological Diversification," American Economic Review, American Economic Association, vol. 103(1), pages 378-414, February.
    6. Santos Silva, J.M.C. & Murteira, J.M.R., 2009. "Estimation of default probabilities using incomplete contracts data," Journal of Empirical Finance, Elsevier, vol. 16(3), pages 457-465, June.
    7. Thomas Chaney, 2008. "Distorted Gravity: The Intensive and Extensive Margins of International Trade," American Economic Review, American Economic Association, vol. 98(4), pages 1707-1721, September.
    8. Johansson, Per & Palme, Marten, 1996. "Do economic incentives affect work absence? Empirical evidence using Swedish micro data," Journal of Public Economics, Elsevier, vol. 59(2), pages 195-218, February.
    9. Gourieroux, Christian & Monfort, Alain & Trognon, Alain, 1984. "Pseudo Maximum Likelihood Methods: Applications to Poisson Models," Econometrica, Econometric Society, vol. 52(3), pages 701-720, May.
    10. Greenwood, Jeremy & Jovanovic, Boyan, 1990. "Financial Development, Growth, and the Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 1076-1107, October.
    11. Roc Armenter & Mikl?s Koren, 2014. "A Balls-and-Bins Model of Trade," American Economic Review, American Economic Association, vol. 104(7), pages 2127-2151, July.
    12. 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.
    13. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    14. repec:hal:spmain:info:hdl:2441/6apm7lruv088iagm4rv2c33jtg is not listed on IDEAS
    15. Jonathan Eaton & Samuel Kortum & Francis Kramarz, 2004. "Dissecting Trade: Firms, Industries, and Export Destinations," American Economic Review, American Economic Association, vol. 94(2), pages 150-154, May.
    16. Acemoglu, Daron & Zilibotti, Fabrizio, 1997. "Was Prometheus Unbound by Chance? Risk, Diversification, and Growth," Journal of Political Economy, University of Chicago Press, vol. 105(4), pages 709-751, August.
    17. J. M. C. Santos Silva, 2001. "A score test for non-nested hypotheses with applications to discrete data models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(5), pages 577-597.
    18. Miklós Koren & Silvana Tenreyro, 2007. "Volatility and Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 243-287.
    19. Maria Persson, 2013. "Trade facilitation and the extensive margin," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 22(5), pages 658-693, August.
    20. Hillberry, Russell & Hummels, David, 2008. "Trade responses to geographic frictions: A decomposition using micro-data," European Economic Review, Elsevier, vol. 52(3), pages 527-550, April.
    21. Baldwin, Richard & Di Nino, Virginia, 2006. "Euros and Zeros: The Common Currency Effect on Trade in New Goods," CEPR Discussion Papers 5973, C.E.P.R. Discussion Papers.
    22. Elhanan Helpman & Marc Melitz & Yona Rubinstein, 2008. "Estimating Trade Flows: Trading Partners and Trading Volumes," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(2), pages 441-487.
    23. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    24. Flam, Harry & Nordström, Håkan, 2006. "Euro Effects on the Intensive and Extensive Margins of Trade," Seminar Papers 750, Stockholm University, Institute for International Economic Studies.
    25. Hillberry, Russell H. & McDaniel, Christine A., 2002. "A Decomposition of North American Trade Growth since NAFTA," Working Papers 15866, United States International Trade Commission, Office of Economics.
    26. Thomas Chaney, 2008. "Distorted Gravity: The Intensive and Extensive Margins of International Trade," American Economic Review, American Economic Association, vol. 98(4), pages 1707-1721, September.
    27. Papke, Leslie E & Wooldridge, Jeffrey M, 1996. "Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-632, Nov.-Dec..
    28. David Hummels & Peter J. Klenow, 2005. "The Variety and Quality of a Nation's Exports," American Economic Review, American Economic Association, vol. 95(3), pages 704-723, June.
    29. Esmeralda A. Ramalho & Joaquim J.S. Ramalho & José M.R. Murteira, 2011. "Alternative Estimating And Testing Empirical Strategies For Fractional Regression Models," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 19-68, February.
    30. Dennis, Allen & Shepherd, Ben, 2007. "Trade costs, barriers to entry, and export diversification in developing countries," Policy Research Working Paper Series 4368, The World Bank.
    31. Antoine Berthou & Lionel Fontagné, 2008. "The Euro Effects on the Firm and Product-Level Trade Margins: Evidence from France," Working Papers 2008-21, CEPII research center.
    32. Robert J. Barro & Rachel McCleary, 2003. "Religion and Economic Growth," NBER Working Papers 9682, National Bureau of Economic Research, Inc.
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    More about this item

    Keywords

    Bounded data; Estimation of trade models; Number of sectors;
    All these keywords.

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • F11 - International Economics - - Trade - - - Neoclassical Models of Trade
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade

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