IDEAS home Printed from https://ideas.repec.org/p/ags/catpwp/116851.html
   My bibliography  Save this paper

The Gravity Model and the Problem of Zero's in Agrifood Trade

Author

Listed:
  • Haq, Zahoor Ul
  • Meilke, Karl D.
  • Cranfield, John A.L.

Abstract

In the analysis of bilateral trade flows, reported trade of zero or missing observations are quite common and this is a problem when estimating log-linear gravity equations. This has caused many researchers to either ignore the zero trade flows or to replace the zero with a small positive number. Both of these actions bias the resulting parameter estimates of the gravity equation. In this study we correct for this misspecification by using the Heckman selection model to estimate bilateral trade flows for 46 agrifood products, for the period 1990 to 2000, for 52 countries. In our sample, selection bias rarely affects the signs of variables but often has a substantial effect on the magnitude, statistical significance and economic interpretation of the marginal effects. Hence, treating zero trade flows properly is important from both a statistical and an economics perspective.---------------------------------------------------------------------------------- Revised and published as: Haq, Zahoor Ul, Karl Meilke and John Cranfield. 2013. “Selection bias in a gravity model of agrifood trade.” European Review of Agricultural Economics 40(2):331-360.

Suggested Citation

  • Haq, Zahoor Ul & Meilke, Karl D. & Cranfield, John A.L., 2011. "The Gravity Model and the Problem of Zero's in Agrifood Trade," Working Papers 116851, Canadian Agricultural Trade Policy Research Network.
  • Handle: RePEc:ags:catpwp:116851
    DOI: 10.22004/ag.econ.116851
    as

    Download full text from publisher

    File URL: https://ageconsearch.umn.edu/record/116851/files/CATPRN-WP_2011-02_Haq-Meilke-CranfieldR2.pdf
    Download Restriction: no

    File URL: https://libkey.io/10.22004/ag.econ.116851?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Muhammed Dalgin & Vitor Trindade & Devashish Mitra, 2008. "Inequality, Nonhomothetic Preferences, and Trade: A Gravity Approach," Southern Economic Journal, John Wiley & Sons, vol. 74(3), pages 747-774, January.
    2. Baier, Scott L. & Bergstrand, Jeffrey H., 2009. "Bonus vetus OLS: A simple method for approximating international trade-cost effects using the gravity equation," Journal of International Economics, Elsevier, vol. 77(1), pages 77-85, February.
    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. 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.
    5. Buch, Claudia M. & Kleinert, Jorn & Toubal, Farid, 2004. "The distance puzzle: on the interpretation of the distance coefficient in gravity equations," Economics Letters, Elsevier, vol. 83(3), pages 293-298, June.
    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. Anne-Célia Disdier & Stéphan Marette, 2010. "The Combination of Gravity and Welfare Approaches for Evaluating Nontariff Measures," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 92(3), pages 713-726.
    8. Martin, Will & Pham, Cong S., 2008. "Estimating the gravity model when zero trade flows are frequent," Working Papers eco_2008_03, Deakin University, Department of Economics.
    9. Charlotte Emlinger & Florence Jacquet & Emmanuelle Chevassus Lozza, 2008. "Tariffs and other trade costs: assessing obstacles to Mediterranean countries' access to EU-15 fruit and vegetable markets," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 35(4), pages 409-438, December.
    10. Haq, Zahoor Ul & Meilke, Karl D. & Cranfield, John A.L., 2010. "Does the Gravity Model Suffer from Selection Bias?," Working Papers 90884, Canadian Agricultural Trade Policy Research Network.
    11. Sampath Jayasinghe & John C. Beghin & Giancarlo Moschini, 2017. "Determinants Of World Demand For U.S. Corn Seeds: The Role Of Trade Costs," World Scientific Book Chapters, in: John Christopher Beghin (ed.), Nontariff Measures and International Trade, chapter 17, pages 309-320, World Scientific Publishing Co. Pte. Ltd..
    12. Carmen Fillat-Castejon & Jose Ma Serrano-sanz, 2004. "Linder Revisited: Trade and Development in the Spanish Economy," International Review of Applied Economics, Taylor & Francis Journals, vol. 18(3), pages 323-348.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. Peter Egger & Michael Pfaffermayr, 2003. "The proper panel econometric specification of the gravity equation: A three-way model with bilateral interaction effects," Empirical Economics, Springer, vol. 28(3), pages 571-580, July.
    18. Peter Egger, 2002. "An Econometric View on the Estimation of Gravity Models and the Calculation of Trade Potentials," The World Economy, Wiley Blackwell, vol. 25(2), pages 297-312, February.
    19. Bergstrand, Jeffrey H, 1989. "The Generalized Gravity Equation, Monopolistic Competition, and the Factor-Proportions Theory in International Trade," The Review of Economics and Statistics, MIT Press, vol. 71(1), pages 143-153, February.
    20. Gaël Raballand, 2003. "Determinants of the Negative Impact of Being Landlocked on Trade: An Empirical Investigation Through the Central Asian Case," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 45(4), pages 520-536, December.
    21. Wang, Zhen Kun & Winters, L. Alan, 1991. "The Trading Potential of Eastern Europe," CEPR Discussion Papers 610, C.E.P.R. Discussion Papers.
    22. Rodolfo Hoffmann & Ana Lucia Kassouf, 2005. "Deriving conditional and unconditional marginal effects in log earnings equations estimated by Heckman's procedure," Applied Economics, Taylor & Francis Journals, vol. 37(11), pages 1303-1311.
    23. Francois, Joseph F & Kaplan, Seth, 1996. "Aggregate Demand Shifts, Income Distribution, and the Linder Hypothesis," The Review of Economics and Statistics, MIT Press, vol. 78(2), pages 244-250, May.
    24. Bruno Henry de Frahan & Mark Vancauteren, 2006. "Harmonisation of food regulations and trade in the Single Market: evidence from disaggregated data," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 33(3), pages 337-360, September.
    25. Bergstrand, Jeffrey H, 1990. "The Heckscher-Ohlin-Samuelson Model, the Linder Hypothesis and the Determinants of Bilateral Intra-industry Trade," Economic Journal, Royal Economic Society, vol. 100(403), pages 1216-1229, December.
    26. 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.
    27. 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.
    28. Jonathan Eaton & Samuel Kortum, 2002. "Technology, Geography, and Trade," Econometrica, Econometric Society, vol. 70(5), pages 1741-1779, September.
    29. Anderson, James E, 1979. "A Theoretical Foundation for the Gravity Equation," American Economic Review, American Economic Association, vol. 69(1), pages 106-116, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Bamidele Adekunle & Ciliaka M. W. Gitau, 2013. "Illusion or Reality: Understanding the Trade Flow Between China and Sub-Saharan Africa," Journal of African Business, Taylor & Francis Journals, vol. 14(2), pages 117-126, August.
    2. Güzin Bayar, 2018. "Estimating export equations: a survey of the literature," Empirical Economics, Springer, vol. 54(2), pages 629-672, March.
    3. Yiu Por (Vincent) Chen, 2016. "Fiscal Decentralization, Rural Industrialization and Undocumented Labour Mobility in Rural China, 1982–87," Regional Studies, Taylor & Francis Journals, vol. 50(9), pages 1469-1482, September.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kareem, Fatima Olanike & Martinez-Zarzoso, Inmaculada & Brümmer, Bernhard, 2016. "Fitting the Gravity Model when Zero Trade Flows are Frequent: a Comparison of Estimation Techniques using Africa's Trade Data," GlobalFood Discussion Papers 230588, Georg-August-Universitaet Goettingen, GlobalFood, Department of Agricultural Economics and Rural Development.
    2. Shumilov, Andrei, 2016. "Особенности Оценивания Гравитационных Моделей Международной Торговли [Estimating Gravity Models of International Trade: A Survey]," MPRA Paper 75371, University Library of Munich, Germany.
    3. Güzin Bayar, 2018. "Estimating export equations: a survey of the literature," Empirical Economics, Springer, vol. 54(2), pages 629-672, March.
    4. Estrella Gómez-Herrera, 2013. "Comparing alternative methods to estimate gravity models of bilateral trade," Empirical Economics, Springer, vol. 44(3), pages 1087-1111, June.
    5. Tamaş Anca, 2020. "Why should the gravity model be taught in business education?," Proceedings of the International Conference on Business Excellence, Sciendo, vol. 14(1), pages 422-433, July.
    6. Tran, N. & Wilson, N. & Hite, D., 2012. "Choosing the best model in the presence of zero trade: a fish product analysis," Monographs, The WorldFish Center, number 40064, April.
    7. Head, Keith & Mayer, Thierry, 2014. "Gravity Equations: Workhorse,Toolkit, and Cookbook," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 131-195, Elsevier.
    8. Dreyer, Heiko, 2014. "Misaligned distance: Why distance can have a positive effect on trade in agricultural," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 170455, Agricultural and Applied Economics Association.
    9. repec:hal:wpspec:info:hdl:2441/dambferfb7dfprc9m01g1j1k2 is not listed on IDEAS
    10. repec:hal:spmain:info:hdl:2441/dambferfb7dfprc9m01g1j1k2 is not listed on IDEAS
    11. Scott L. Baier & Amanda Kerr & Yoto V. Yotov, 2018. "Gravity, distance, and international trade," Chapters, in: Bruce A. Blonigen & Wesley W. Wilson (ed.), Handbook of International Trade and Transportation, chapter 2, pages 15-78, Edward Elgar Publishing.
    12. Kellenberg, Derek, 2012. "Trading wastes," Journal of Environmental Economics and Management, Elsevier, vol. 64(1), pages 68-87.
    13. Shumilov, Andrei, 2017. "Оценивание Гравитационных Моделей Международной Торговли: Обзор Основных Подходов [Estimating gravity models of international trade: a survey of methods]," MPRA Paper 79790, University Library of Munich, Germany.
    14. Adrián Rabadán & Ángela Triguero, 2021. "Influence of food safety standards on trade: Evidence from the pistachio sector," Agribusiness, John Wiley & Sons, Ltd., vol. 37(3), pages 489-514, July.
    15. James E. Anderson & Eric van Wincoop, 2004. "Trade Costs," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 691-751, September.
    16. Jacks, David S. & Meissner, Christopher M. & Novy, Dennis, 2011. "Trade booms, trade busts, and trade costs," Journal of International Economics, Elsevier, vol. 83(2), pages 185-201, March.
    17. Zhang, Daowei & Li, Yanshu, 2009. "Forest endowment, logging restrictions, and China's wood products trade," China Economic Review, Elsevier, vol. 20(1), pages 46-53, March.
    18. Dreyer, Heiko & Fedoseeva, Svetlana & Herrmann, Roland, 2016. "Gravity Meets Pricing To Market: What A Combinedmethod Approach Tells Us On German Beer Exports," Working Papers 234640, American Association of Wine Economists.
    19. Mwebaze, P., 2018. "The Impact of EU Pesticide Residue standards on African Fresh Produce Exports to the UK," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 275998, International Association of Agricultural Economists.
    20. de Mello-Sampayo, Felipa, 2014. "Gravity for Outsourcing: an Application with Input-Output Dataset," MPRA Paper 59843, University Library of Munich, Germany.
    21. Jasmin Katrin Gröschl, 2013. "Gravity Model Applications and Macroeconomic Perspectives," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 48.
    22. Michele Fratianni & Francesco Marchionne, 2011. "The Limits to Integration," Chapters, in: Miroslav N. Jovanović (ed.), International Handbook on the Economics of Integration, Volume I, chapter 9, Edward Elgar Publishing.

    More about this item

    Keywords

    Agricultural and Food Policy; Demand and Price Analysis; International Relations/Trade; Research Methods/ Statistical Methods;
    All these keywords.

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ags:catpwp:116851. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: AgEcon Search (email available below). General contact details of provider: https://edirc.repec.org/data/catprca.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.