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Is gravity linear?

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  • Daniel J. Henderson

    (Department of Economics, State University of New York at Binghamton, New York, USA)

  • Daniel L. Millimet

    (Department of Economics, Southern Methodist University, Dallas, Texas, USA)

Abstract

Despite the solid theoretical foundation on which the gravity model of bilateral trade is based, empirical implementation requires several assumptions which do not follow directly from the underlying theory. First, unobserved trade costs are assumed to be a (log-)linear function of observables. Second, the effects of trade costs on trade flows are assumed to be constant across country pairs. Maintaining consistency with the underlying theory, but relaxing these assumptions, we estimate gravity models-in levels and logs-using two data sets via nonparametric methods. The results are striking. Despite the added flexibility of the nonparametric models, parametric models based on these assumptions offer equally or more reliable in-sample predictions and out-of-sample forecasts in the majority of cases, particularly in the levels model. Moreover, formal statistical tests fail to reject either parametric functional form. Thus, concerns in the gravity literature over functional form appear unwarranted, and estimation of the gravity model in levels is recommended. Copyright © 2008 John Wiley & Sons, Ltd.

Suggested Citation

  • Daniel J. Henderson & Daniel L. Millimet, 2008. "Is gravity linear?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(2), pages 137-172.
  • Handle: RePEc:jae:japmet:v:23:y:2008:i:2:p:137-172
    DOI: 10.1002/jae.974
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    1. James E. Anderson & Eric van Wincoop, 2004. "Trade Costs," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 691-751, September.
    2. 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.
    3. Russell H. Hillberry, 2002. "Aggregation bias, compositional change, and the border effect," Canadian Journal of Economics, Canadian Economics Association, vol. 35(3), pages 517-530, August.
    4. Pagan,Adrian & Ullah,Aman, 1999. "Nonparametric Econometrics," Cambridge Books, Cambridge University Press, number 9780521355643, November.
    5. Leamer, Edward E. & Levinsohn, James, 1995. "International trade theory: The evidence," Handbook of International Economics, in: G. M. Grossman & K. Rogoff (ed.), Handbook of International Economics, edition 1, volume 3, chapter 26, pages 1339-1394, Elsevier.
    6. Bergstrand, Jeffrey H, 1985. "The Gravity Equation in International Trade: Some Microeconomic Foundations and Empirical Evidence," The Review of Economics and Statistics, MIT Press, vol. 67(3), pages 474-481, August.
    7. Fratianni, Michele & Kang, Heejoon, 2006. "Heterogeneous distance-elasticities in trade gravity models," Economics Letters, Elsevier, vol. 90(1), pages 68-71, January.
    8. Daniel L. Millimet & Thomas Osang, 2007. "Do state borders matter for U.S. intranational trade? The role of history and internal migration," Canadian Journal of Economics, Canadian Economics Association, vol. 40(1), pages 93-126, February.
    9. Redding, Stephen & Venables, Anthony J., 2004. "Economic geography and international inequality," Journal of International Economics, Elsevier, vol. 62(1), pages 53-82, January.
    10. Racine, Jeff & Li, Qi, 2004. "Nonparametric estimation of regression functions with both categorical and continuous data," Journal of Econometrics, Elsevier, vol. 119(1), pages 99-130, March.
    11. Ranjan, Priya & Tobias, Justin, 2007. "Bayesian Inference in the Gravity Model," Staff General Research Papers Archive 12721, Iowa State University, Department of Economics.
    12. Antoni Estevadeordal & Brian Frantz & Alan M. Taylor, 2003. "The Rise and Fall of World Trade, 1870–1939," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(2), pages 359-407.
    13. Alan V. Deardorff, 2011. "Determinants of Bilateral Trade: Does Gravity Work in a Neoclassical World?," World Scientific Book Chapters, in: Robert M Stern (ed.), Comparative Advantage, Growth, And The Gains From Trade And Globalization A Festschrift in Honor of Alan V Deardorff, chapter 24, pages 267-293, World Scientific Publishing Co. Pte. Ltd..
    14. Jean-François Brun & Céline Carrère & Patrick Guillaumont & Jaime de Melo, 2015. "Has Distance Died? Evidence from a Panel Gravity Model," World Scientific Book Chapters, in: Developing Countries in the World Economy, chapter 13, pages 299-320, World Scientific Publishing Co. Pte. Ltd..
    15. Russell Hillberry & David Hummels, 2003. "Intranational Home Bias: Some Explanations," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 1089-1092, November.
    16. Andrew K. Rose & T. D. Stanley, 2005. "A Meta‐Analysis of the Effect of Common Currencies on International Trade," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 347-365, July.
    17. Combes, Pierre-Philippe & Lafourcade, Miren & Mayer, Thierry, 2005. "The trade-creating effects of business and social networks: evidence from France," Journal of International Economics, Elsevier, vol. 66(1), pages 1-29, May.
    18. Sanso, Marcos & Cuairan, Rogelio & Sanz, Fernando, 1993. "Bilateral Trade Flows, the Gravity Equation, and Functional Form," The Review of Economics and Statistics, MIT Press, vol. 75(2), pages 266-275, May.
    19. 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.
    20. Andrew K. Rose, 2001. "Currency unions and trade: the effect is large," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 16(33), pages 449-461.
    21. 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.
    22. Hsiao, Cheng & Li, Qi & Racine, Jeffrey S., 2007. "A consistent model specification test with mixed discrete and continuous data," Journal of Econometrics, Elsevier, vol. 140(2), pages 802-826, October.
    23. Holger C. Wolf, 2000. "Intranational Home Bias In Trade," The Review of Economics and Statistics, MIT Press, vol. 82(4), pages 555-563, November.
    24. Maurice Obstfeld & Kenneth Rogoff, 2001. "The Six Major Puzzles in International Macroeconomics: Is There a Common Cause?," NBER Chapters, in: NBER Macroeconomics Annual 2000, Volume 15, pages 339-412, National Bureau of Economic Research, Inc.
    25. Guido W. Imbens, 2004. "Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 4-29, February.
    26. Combes, Pierre-Philippe & Lafourcade, Miren & Mayer, Thierry, 2005. "The trade-creating effects of business and social networks: evidence from France," Journal of International Economics, Elsevier, vol. 66(1), pages 1-29, May.
    27. Peter Hall & Jeff Racine & Qi Li, 2004. "Cross-Validation and the Estimation of Conditional Probability Densities," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 1015-1026, December.
    28. Rauch, James E., 1999. "Networks versus markets in international trade," Journal of International Economics, Elsevier, vol. 48(1), pages 7-35, June.
    29. McCallum, John, 1995. "National Borders Matter: Canada-U.S. Regional Trade Patterns," American Economic Review, American Economic Association, vol. 85(3), pages 615-623, June.
    30. Baier, Scott L. & Bergstrand, Jeffrey H., 2007. "Do free trade agreements actually increase members' international trade?," Journal of International Economics, Elsevier, vol. 71(1), pages 72-95, March.
    31. Howard J. Wall, 2000. "Gravity model specification and the effects of the Canada-U.S. border," Working Papers 2000-024, Federal Reserve Bank of St. Louis.
    32. Andrew K. Rose & Eric van Wincoop, 2001. "National Money as a Barrier to International Trade: The Real Case for Currency Union," American Economic Review, American Economic Association, vol. 91(2), pages 386-390, May.
    33. Priya Ranjan & Justin L. Tobias, 2007. "Bayesian inference for the gravity model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(4), pages 817-838.
    34. Fukuda, Shin-ichi & Hoshi, Takeo & Ito, Takatoshi & Rose, Andrew, 2006. "International Finance," Journal of the Japanese and International Economies, Elsevier, vol. 20(4), pages 455-458, December.
    35. Baier, Scott L. & Bergstrand, Jeffrey H., 2001. "The growth of world trade: tariffs, transport costs, and income similarity," Journal of International Economics, Elsevier, vol. 53(1), pages 1-27, February.
    36. Jonathan Eaton & Samuel Kortum, 2002. "Technology, Geography, and Trade," Econometrica, Econometric Society, vol. 70(5), pages 1741-1779, September.
    37. Clifford M. Hurvich & Jeffrey S. Simonoff & Chih‐Ling Tsai, 1998. "Smoothing parameter selection in nonparametric regression using an improved Akaike information criterion," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 60(2), pages 271-293.
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    More about this item

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade

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