IDEAS home Printed from https://ideas.repec.org/a/spr/weltar/v151y2015i1p1-21.html
   My bibliography  Save this article

What is really puzzling about the “distance puzzle”

Author

Listed:
  • Clément Bosquet
  • Hervé Boulhol

Abstract

This paper studies the change in the distance elasticity of trade between 1948 and 2006. The elasticity sharply increased, when gravity equations are estimated by ordinary least squares in log form (log-OLS), while it was broadly stable or slightly increasing, depending on the specification, based on Poisson pseudo-maximal likehood (PPML) in levels, a standard estimator. We show that such a divergence is due to the increased heterogeneity of trade flows. However, gamma pseudo-maximal likehood, which should be consistent under the assumptions that make PPML so appealing, generate estimates that are significantly different from PPML and actually closer to log-OLS. We provide tentative solutions to this puzzle. Copyright Kiel Institute 2015

Suggested Citation

  • Clément Bosquet & Hervé Boulhol, 2015. "What is really puzzling about the “distance puzzle”," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 151(1), pages 1-21, February.
  • Handle: RePEc:spr:weltar:v:151:y:2015:i:1:p:1-21
    DOI: 10.1007/s10290-014-0201-x
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s10290-014-0201-x
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s10290-014-0201-x?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
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Head, Keith & Mayer, Thierry & Ries, John, 2009. "How remote is the offshoring threat?," European Economic Review, Elsevier, vol. 53(4), pages 429-444, May.
    2. 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.
    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. 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.
    5. Céline Carrère & Jaime de Melo & John Wilson, 2013. "The Distance Puzzle And Low-Income Countries: An Update," Journal of Economic Surveys, Wiley Blackwell, vol. 27(4), pages 717-742, September.
    6. Clément Bosquet & Hervé Boulhol, 2014. "Applying the GLM Variance Assumption to Overcome the Scale-Dependence of the Negative Binomial QGPML Estimator," Econometric Reviews, Taylor & Francis Journals, vol. 33(7), pages 772-784, October.
    7. Santos Silva, J.M.C. & Tenreyro, Silvana, 2011. "Further simulation evidence on the performance of the Poisson pseudo-maximum likelihood estimator," Economics Letters, Elsevier, vol. 112(2), pages 220-222, August.
    8. Richard Baldwin & Daria Taglioni, 2006. "Gravity for Dummies and Dummies for Gravity Equations," NBER Working Papers 12516, National Bureau of Economic Research, Inc.
    9. Berthelon, Matias & Freund, Caroline, 2008. "On the conservation of distance in international trade," Journal of International Economics, Elsevier, vol. 75(2), pages 310-320, July.
    10. Anne-Célia Disdier & Keith Head, 2008. "The Puzzling Persistence of the Distance Effect on Bilateral Trade," The Review of Economics and Statistics, MIT Press, vol. 90(1), pages 37-48, February.
    11. David Hummels, 2007. "Transportation Costs and International Trade in the Second Era of Globalization," Journal of Economic Perspectives, American Economic Association, vol. 21(3), pages 131-154, Summer.
    12. 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.
    13. Clément Bosquet & Hervé Boulhol, 2014. "Applying the GLM Variance Assumption to Overcome the Scale-Dependence of the Negative Binomial QGPML Estimator," Econometric Reviews, Taylor & Francis Journals, vol. 33(7), pages 772-784, October.
    14. repec:hal:spmain:info:hdl:2441/dambferfb7dfprc9m01g1j1k2 is not listed on IDEAS
    15. Lionel Fontagne & Soledad Zignago, 2007. "A Re-evaluation of the Impact of Regional Agreements on Trade Patterns," Economie Internationale, CEPII research center, issue 109, pages 31-51.
    16. Edward E. Leamer, 2007. "A Flat World, a Level Playing Field, a Small World After All, or None of the Above? A Review of Thomas L Friedman's The World is Flat," Journal of Economic Literature, American Economic Association, vol. 45(1), pages 83-126, March.
    17. David T Coe & Arvind Subramanian & Natalia T Tamirisa, 2007. "The Missing Globalization Puzzle: Evidence of the Declining Importance of Distance," IMF Staff Papers, Palgrave Macmillan, vol. 54(1), pages 34-58, May.
    18. Lin, Faqin & Sim, Nicholas C.S., 2012. "Death of distance and the distance puzzle," Economics Letters, Elsevier, vol. 116(2), pages 225-228.
    19. repec:hal:wpspec:info:hdl:2441/dambferfb7dfprc9m01g1j1k2 is not listed on IDEAS
    20. Head, Keith & Mayer, Thierry & Ries, John, 2009. "How remote is the offshoring threat?," European Economic Review, Elsevier, vol. 53(4), pages 429-444, May.
    21. Stephen S. Golub & Brian Tomasik, 2008. "Measures of International Transport Cost for OECD Countries," OECD Economics Department Working Papers 609, OECD Publishing.
    22. 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.
    23. repec:hal:spmain:info:hdl:2441/10144 is not listed on IDEAS
    24. Manning, Willard G. & Mullahy, John, 2001. "Estimating log models: to transform or not to transform?," Journal of Health Economics, Elsevier, vol. 20(4), pages 461-494, July.
    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. Sapa, Agnieszka & Kryszak, Łukasz, 2021. "Processed Food Trade Of European Union Countries – The Gravity Approach," Roczniki (Annals), Polish Association of Agricultural Economists and Agribusiness - Stowarzyszenie Ekonomistow Rolnictwa e Agrobiznesu (SERiA), vol. 2021(2).
    2. Weidner, Martin & Zylkin, Thomas, 2021. "Bias and consistency in three-way gravity models," Journal of International Economics, Elsevier, vol. 132(C).
    3. Juyoung Cheong & Do Won Kwak & Kam Ki Tang, 2016. "The distance effects on the intensive and extensive margins of trade over time," Empirical Economics, Springer, vol. 50(2), pages 253-278, March.
    4. Elisaveta Archanskaia & Guillaume Daudin, 2012. "Heterogeneity and the Distance Puzzle," Documents de Travail de l'OFCE 2012-17, Observatoire Francais des Conjonctures Economiques (OFCE).
    5. Rosselló-Nadal, Jaume & Santana-Gallego, María, 2024. "Toward a smaller world. The distance puzzle and international border for tourism," Journal of Transport Geography, Elsevier, vol. 115(C).
    6. Keith Head & Thierry Mayer, 2013. "What separates us? Sources of resistance to globalization," Canadian Journal of Economics, Canadian Economics Association, vol. 46(4), pages 1196-1231, November.
    7. Sucharita Ghosh & Donald Lien & Steven Yamarik, 2017. "Does the Confucius Institute Network Impact Cultural Distance? A Panel Data Analysis of Cross-Border Flows in and out of China," Asian Economic Journal, East Asian Economic Association, vol. 31(3), pages 299-323, September.
    8. Frank, Jonas, 2018. "The effect of culture on trade over time: New evidence from the GLOBE data set," Hohenheim Discussion Papers in Business, Economics and Social Sciences 18-2018, University of Hohenheim, Faculty of Business, Economics and Social Sciences.
    9. Bergstrand, Jeffrey H. & Larch, Mario & Yotov, Yoto V., 2015. "Economic integration agreements, border effects, and distance elasticities in the gravity equation," European Economic Review, Elsevier, vol. 78(C), pages 307-327.
    10. Michel Fouquin & Jules Hugot, 2016. "Back to the Future: International Trade Costs and the Two Globalizations," Vniversitas Económica, Universidad Javeriana - Bogotá, vol. 0(0), pages 1-35, August.
    11. repec:hal:spmain:info:hdl:2441/53r60a8s3kup1vc9ji21mi9p3 is not listed on IDEAS
    12. Samuel Standaert & Stijn Ronsse & Benjamin Vandermarliere, 2014. "Historical trade integration: Globalization and the distance puzzle in the long 20th century," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 14/897, Ghent University, Faculty of Economics and Business Administration.
    13. Mnasri, Ayman & Nechi, Salem, 2021. "New nonlinear estimators of the gravity equation," Economic Modelling, Elsevier, vol. 95(C), pages 192-202.
    14. Lin, Faqin, 2013. "Are distance effects really a puzzle?," Economic Modelling, Elsevier, vol. 31(C), pages 684-689.
    15. Marlies Hanna Schütz & Nicole Palan, 2016. "Restructuring of the international clothing and textile trade network: the role of Italy and Portugal," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 5(1), pages 1-29, December.
    16. Yotov, Yoto V., 2012. "A simple solution to the distance puzzle in international trade," Economics Letters, Elsevier, vol. 117(3), pages 794-798.
    17. Mnasri, Ayman & Nechi, Salem, 2019. "New Approach to Estimating Gravity Models with Heteroscedasticity and Zero Trade Values," MPRA Paper 93426, University Library of Munich, Germany.
    18. repec:wsr:wpaper:y:2012:i:095 is not listed on IDEAS
    19. repec:spo:wpmain:info:hdl:2441/53r60a8s3kup1vc9ji21mi9p3 is not listed on IDEAS

    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. Elisaveta Archanskaia & Guillaume Daudin, 2012. "Heterogeneity and the Distance Puzzle," Documents de Travail de l'OFCE 2012-17, Observatoire Francais des Conjonctures Economiques (OFCE).
    2. Zongo, Amara, 2020. "The Impact of Services Trade Restrictiveness on Food Trade," MPRA Paper 101658, University Library of Munich, Germany.
    3. Clément Bosquet & Hervé Boulhol, 2009. "Gravity, log of gravity and the "distance puzzle"," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00401386, HAL.
    4. 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.
    5. 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.
    6. Anderson, James E. & Yotov, Yoto V., 2020. "Short run gravity," Journal of International Economics, Elsevier, vol. 126(C).
    7. Juyoung Cheong & Do Won Kwak & Kam Ki Tang, 2016. "The distance effects on the intensive and extensive margins of trade over time," Empirical Economics, Springer, vol. 50(2), pages 253-278, March.
    8. repec:hal:spmain:info:hdl:2441/53r60a8s3kup1vc9ji21mi9p3 is not listed on IDEAS
    9. repec:spo:wpmain:info:hdl:2441/53r60a8s3kup1vc9ji21mi9p3 is not listed on IDEAS
    10. repec:wsr:wpaper:y:2012:i:095 is not listed on IDEAS
    11. Lin, Faqin, 2013. "Are distance effects really a puzzle?," Economic Modelling, Elsevier, vol. 31(C), pages 684-689.
    12. Anderson, James E. & Borchert, Ingo & Mattoo, Aaditya & Yotov, Yoto V., 2018. "Dark costs, missing data: Shedding some light on services trade," European Economic Review, Elsevier, vol. 105(C), pages 193-214.
    13. Borchert, Ingo & Yotov, Yoto V., 2017. "Distance, globalization, and international trade," Economics Letters, Elsevier, vol. 153(C), pages 32-38.
    14. Chen, Natalie & Novy, Dennis, 2008. "International Trade Integration: A Disaggregated Approach," CEPR Discussion Papers 7103, C.E.P.R. Discussion Papers.
    15. Clément Bosquet & Hervé Boulhol, 2014. "Applying the GLM Variance Assumption to Overcome the Scale-Dependence of the Negative Binomial QGPML Estimator," Econometric Reviews, Taylor & Francis Journals, vol. 33(7), pages 772-784, October.
    16. Keith Head & Thierry Mayer, 2013. "What separates us? Sources of resistance to globalization," Canadian Journal of Economics, Canadian Economics Association, vol. 46(4), pages 1196-1231, November.
    17. Bergstrand, Jeffrey H. & Larch, Mario & Yotov, Yoto V., 2015. "Economic integration agreements, border effects, and distance elasticities in the gravity equation," European Economic Review, Elsevier, vol. 78(C), pages 307-327.
    18. Das, Satya P. & Sant’Anna, Vinicios P., 2023. "Determinants of bilateral trade in manufacturing and services: A unified approach," Economic Modelling, Elsevier, vol. 123(C).
    19. Zongo, Amara, 2021. "The impact of services trade restrictiveness on food trade," International Economics, Elsevier, vol. 166(C), pages 71-94.
    20. Hakan Yilmazkuday, 2017. "A Solution to the Missing Globalization Puzzle by Non-CES Preferences," Review of International Economics, Wiley Blackwell, vol. 25(3), pages 649-676, August.
    21. Piermartini, Roberta & Yotov, Yoto, 2016. "Estimating Trade Policy Effects with Structural Gravity," School of Economics Working Paper Series 2016-10, LeBow College of Business, Drexel University.
    22. Yang, Shanping & Martinez-Zarzoso, Inmaculada, 2014. "A panel data analysis of trade creation and trade diversion effects: The case of ASEAN–China Free Trade Area," China Economic Review, Elsevier, vol. 29(C), pages 138-151.
    23. Magerman, Glenn & Studnicka, Zuzanna & Van Hove, Jan, 2016. "Distance and border effects in international trade: A comparison of estimation methods," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 10, pages 1-31.

    More about this item

    Keywords

    Distance puzzle; Gravity equations; Pseudo-maximum likelihood methods; F10; F15; C13; C21; C23;
    All these keywords.

    JEL classification:

    • F10 - International Economics - - Trade - - - General
    • F15 - International Economics - - Trade - - - Economic Integration
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

    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:spr:weltar:v:151:y:2015:i:1:p:1-21. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.