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Network Analysis of World Trade using the BACI-CEPII dataset

Author

Listed:
  • De Benedictis, L.
  • Nenci, S.
  • Santoni, G.
  • Tajoli, L.
  • Vicarelli, C.

Abstract

In this paper we explore the BACI-CEPII database using Network Analysis. Starting from the visualization of the World Trade Network, we then define and describe the topology of the network, both in its binary version and in its weighted version, calculating and discussing some of the commonly used network's statistics. We finally discuss some specific topic that can be studied using Network Analysis and International Trade data, both at the aggregated and sectoral level. The analysis is done using multiple software (Stata, R, and Pajek). The scripts to replicate part of the analysis are included in the appendix, and can be used as an hands-on tutorial. Moreover, the World Trade Network local and global centrality measures, for the unweighted and the weighted version of the Network, calculated using the bilateral aggregate trade data for each country (178 in total) and each year (from 1995 to 2010,) can be downloaded from the CEPII webpage.

Suggested Citation

  • De Benedictis, L. & Nenci, S. & Santoni, G. & Tajoli, L. & Vicarelli, C., 2013. "Network Analysis of World Trade using the BACI-CEPII dataset," Working papers 471, Banque de France.
  • Handle: RePEc:bfr:banfra:471
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    1. Hanson, Gordon & Xiang, Chong, 2011. "Trade barriers and trade flows with product heterogeneity: An application to US motion picture exports," Journal of International Economics, Elsevier, vol. 83(1), pages 14-26, January.
    2. Akerman, Anders & Seim, Anna Larsson, 2014. "The global arms trade network 1950–2007," Journal of Comparative Economics, Elsevier, vol. 42(3), pages 535-551.
    3. Gabriel J Felbermayr & Wilhelm Kohler, 2014. "Exploring the Intensive and Extensive Margins of World Trade," World Scientific Book Chapters, in: European Economic Integration, WTO Membership, Immigration and Offshoring, chapter 4, pages 115-148, World Scientific Publishing Co. Pte. Ltd..
    4. Raymond Fisman & Shang-Jin Wei, 2004. "Tax Rates and Tax Evasion: Evidence from "Missing Imports" in China," Journal of Political Economy, University of Chicago Press, vol. 112(2), pages 471-500, April.
    5. Lars-Hendrik Röller & Frode Steen, 2006. "On the Workings of a Cartel: Evidence from the Norwegian Cement Industry," American Economic Review, American Economic Association, vol. 96(1), pages 321-338, March.
    6. Thomas Chaney, 2014. "The Network Structure of International Trade," American Economic Review, American Economic Association, vol. 104(11), pages 3600-3634, November.
    7. Sanjeev Goyal & Sumit Joshi, 2006. "Bilateralism And Free Trade," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(3), pages 749-778, August.
    8. Thomas Chaney, 2014. "The Network Structure of International Trade," American Economic Review, American Economic Association, vol. 104(11), pages 3600-3634, November.
    9. Fagiolo, Giorgio & Reyes, Javier & Schiavo, Stefano, 2008. "On the topological properties of the world trade web: A weighted network analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 387(15), pages 3868-3873.
    10. Javorcik, Beata S. & Narciso, Gaia, 2008. "Differentiated products and evasion of import tariffs," Journal of International Economics, Elsevier, vol. 76(2), pages 208-222, December.
    11. Massimo Riccaboni & Stefano Schiavo, 2009. "The Structure and Growth of Weighted Networks," Papers 0908.0348, arXiv.org, revised Dec 2009.
    12. Olivier, Jacques & Thoenig, Mathias & Verdier, Thierry, 2008. "Globalization and the dynamics of cultural identity," Journal of International Economics, Elsevier, vol. 76(2), pages 356-370, December.
    13. Luca De Benedictis & Lucia Tajoli, 2011. "The World Trade Network," The World Economy, Wiley Blackwell, vol. 34(8), pages 1417-1454, August.
    14. Hirotaka Miura, 2012. "Stata graph library for network analysis," Stata Journal, StataCorp LP, vol. 12(1), pages 94-129, March.
    15. Javier Reyes & Stefano Schiavo & Giorgio Fagiolo, 2010. "Using complex networks analysis to assess the evolution of international economic integration: The cases of East Asia and Latin America," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 19(2), pages 215-239.
    16. Anne-Célia Disdier & Silvio Tai & Lionel Fontagné & Thierry Mayer, 2010. "Bilateral trade of cultural goods," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 145(4), pages 575-595, January.
    17. Chad Syverson, 2004. "Market Structure and Productivity: A Concrete Example," Journal of Political Economy, University of Chicago Press, vol. 112(6), pages 1181-1222, December.
    18. Gaulier, Guillaume & Zignago, Soledad, 2004. "Notes on BACI (analytical database of international trade). 1989-2002 version," MPRA Paper 32401, University Library of Munich, Germany.
    19. Margaret C. Levenstein & Valerie Y. Suslow, 2002. "What Determines Cartel Success?," UMASS Amherst Economics Working Papers 2002-01, University of Massachusetts Amherst, Department of Economics.
    20. Xavier Gabaix, 2009. "Power Laws in Economics and Finance," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 255-294, May.
    21. Akbar Marvasti & E. Ray Canterbery, 2005. "Cultural and Other Barriers to Motion Pictures Trade," Economic Inquiry, Western Economic Association International, vol. 43(1), pages 39-54, January.
    22. Xavier Gabaix, 2011. "The Granular Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 79(3), pages 733-772, May.
    23. Raja Kali & Javier Reyes, 2007. "The architecture of globalization: a network approach to international economic integration," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(4), pages 595-620, July.
    24. Vega-Redondo,Fernando, 2007. "Complex Social Networks," Cambridge Books, Cambridge University Press, number 9780521857406, October.
    25. Casella, Alessandra & Rauch, James E., 2002. "Anonymous market and group ties in international trade," Journal of International Economics, Elsevier, vol. 58(1), pages 19-47, October.
    26. Lorenzo Rotunno & Pierre-Louis Vézina, 2012. "Chinese Networks and Tariff Evasion," The World Economy, Wiley Blackwell, vol. 35(12), pages 1772-1794, December.
    27. Garlaschelli, Diego & Loffredo, Maria I., 2005. "Structure and evolution of the world trade network," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 355(1), pages 138-144.
    28. Raymond Fisman & Shang-Jin Wei, 2009. "The Smuggling of Art, and the Art of Smuggling: Uncovering the Illicit Trade in Cultural Property and Antiques," American Economic Journal: Applied Economics, American Economic Association, vol. 1(3), pages 82-96, July.
    29. Vega-Redondo,Fernando, 2007. "Complex Social Networks," Cambridge Books, Cambridge University Press, number 9780521674096, October.
    30. Donald R. Davis & David E. Weinstein, 2002. "What Role for Empirics in International Trade?," Aussenwirtschaft, University of St. Gallen, School of Economics and Political Science, Swiss Institute for International Economics and Applied Economics Research, vol. 57(04), pages 441-468, December.
    31. Leo Katz, 1953. "A new status index derived from sociometric analysis," Psychometrika, Springer;The Psychometric Society, vol. 18(1), pages 39-43, March.
    32. Matteo Barigozzi & Giorgio Fagiolo & Diego Garlaschelli, 2009. "Multinetwork of international trade: A commodity-specific analysis," Papers 0908.1879, arXiv.org, revised Jun 2010.
    33. 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.
    34. Francois, Patrick & van Ypersele, Tanguy, 2002. "On the protection of cultural goods," Journal of International Economics, Elsevier, vol. 56(2), pages 359-369, March.
    35. Alessia Amighini & Sara Gorgoni, 2014. "The International Reorganisation of Auto Production," The World Economy, Wiley Blackwell, vol. 37(7), pages 923-952, July.
    36. Luca De Benedictis & Lucia Tajoli, 2010. "Comparing sectoral international trade networks," Aussenwirtschaft, University of St. Gallen, School of Economics and Political Science, Swiss Institute for International Economics and Applied Economics Research, vol. 65(2), pages 167-189, June.
    37. Zenou, Yves, 2012. "Networks in Economics," CEPR Discussion Papers 9021, C.E.P.R. Discussion Papers.
    38. D. Garlaschelli & M. I. Loffredo, 2005. "Structure and Evolution of the World Trade Network," Papers physics/0502066, arXiv.org, revised May 2005.
    39. Goodreau, Steven M. & Handcock, Mark S. & Hunter, David R. & Butts, Carter T. & Morris, Martina, 2008. "A statnet Tutorial," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 24(i09).
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    More about this item

    Keywords

    International trade; Network Analysis; Density; Centrality; Stata; R; Pajek.;
    All these keywords.

    JEL classification:

    • F11 - International Economics - - Trade - - - Neoclassical Models of Trade
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade

    NEP fields

    This paper has been announced in the following NEP Reports:

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