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Estimation of the Gravity Equation of Bilateral Trade in the Presence of Zero Flows

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  • G.J.M. Linders

Abstract

The gravity model is the workhorse model to describe and explain variation in bilateral trade empirically. Consistent with both Heckscher-Ohlin models and models of imperfect competition and trade, this versatile model has proven to be very successful, explaining a large part of the variance in trade flows. However, the loglinear model cannot straightforwardly account for the occurrence of zero-valued trade flows between pairs of countries. This paper investigates the various approaches suggested to deal with zero flows. Apart from the option to omit the zero flows from the sample, various extensions of Tobit estimation, truncated regression, probit regression and substitutions for zero flows have been suggested. We argue that the choice of method should be based on both economic and econometric considerations. The sample selection model appears to fit both considerations best. Moreover, we show that the choice of method may matter greatly for the results, especially if the fraction of zero flows in the sample is large. In the end, the results surprisingly suggest that the simplest solution, to omit zero flows from the sample, often leads to acceptable results, although the sample selection model is preferred theoretically and econometrically.

Suggested Citation

  • G.J.M. Linders, 2006. "Estimation of the Gravity Equation of Bilateral Trade in the Presence of Zero Flows," ERSA conference papers ersa06p746, European Regional Science Association.
  • Handle: RePEc:wiw:wiwrsa:ersa06p746
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    1. Jacob A. Bikker & Aart F. De Vos, 1992. "An international trade flow model with zero observations: an extension of the Tobit model," Brussels Economic Review, ULB -- Universite Libre de Bruxelles, vol. 135, pages 379-404.
    2. James E. Anderson & Eric van Wincoop, 2004. "Trade Costs," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 691-751, September.
    3. Andrew K. Rose, 2004. "Do We Really Know That the WTO Increases Trade?," American Economic Review, American Economic Association, vol. 94(1), pages 98-114, March.
    4. Andrew K. Rose, 1999. "One Money, One Market: Estimating the Effect of Common Currencies on Trade," NBER Working Papers 7432, National Bureau of Economic Research, Inc.
    5. Jeffrey A. Frankel, 1997. "Regional Trading Blocs in the World Economic System," Peterson Institute Press: All Books, Peterson Institute for International Economics, number 72, October.
    6. Cragg, John G, 1971. "Some Statistical Models for Limited Dependent Variables with Application to the Demand for Durable Goods," Econometrica, Econometric Society, vol. 39(5), pages 829-844, September.
    7. Soloaga, Isidro & Alan Wintersb, L., 2001. "Regionalism in the nineties: what effect on trade?," The North American Journal of Economics and Finance, Elsevier, vol. 12(1), pages 1-29, March.
    8. Barry Eichengreen & Douglas A. Irwin, 1998. "The Role of History in Bilateral Trade Flows," NBER Chapters, in: The Regionalization of the World Economy, pages 33-62, National Bureau of Economic Research, Inc.
    9. James E. Anderson & Douglas Marcouiller, 2002. "Insecurity And The Pattern Of Trade: An Empirical Investigation," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 342-352, May.
    10. Andrew K. Rose, 2000. "One money, one market: the effect of common currencies on trade," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 15(30), pages 08-45.
    11. Rauch, James E., 1999. "Networks versus markets in international trade," Journal of International Economics, Elsevier, vol. 48(1), pages 7-35, June.
    12. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    13. Sigelman, Lee & Zeng, Langche, 1999. "Analyzing Censored and Sample-Selected Data with Tobit and Heckit Models," Political Analysis, Cambridge University Press, vol. 8(2), pages 167-182, December.
    14. Frankel, Jeffrey A. (ed.), 1997. "The Regionalization of the World Economy," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226259956, December.
    15. Bikker, Jacob A, 1987. "An International Trade Flow Model with Substitution: An Extension of the Gravity Model," Kyklos, Wiley Blackwell, vol. 40(3), pages 315-337.
    16. Wang, Zhen Kun & Winters, L. Alan, 1991. "The Trading Potential of Eastern Europe," CEPR Discussion Papers 610, C.E.P.R. Discussion Papers.
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