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Understanding digital services in GVCs: An extended gravity model through the lens of network analysis

Author

Listed:
  • Leticia Blázquez
  • Carmen Díaz‐Mora
  • Belén González‐Díaz

Abstract

Countries are increasingly incorporating foreign digital services in their exports, creating new and complex interdependencies between economies, which suggests a new channel for the expansion of global value chains (GVCs). To better understand how these new and complex interdependencies are evolving, we apply a novel methodological framework. First, using social network analysis methodology, we calculate several indicators that capture these complex network interdependencies. Second, we include these indicators in the second stage of a two‐step gravity model that explains (in the first step) dyadic trade flows of embodied digital services. Our motivation for this two‐stage approach is to avoid difficulties that traditional gravity models have in incorporating complex network interdependencies. Our empirical results suggest statistically significant effects of such interdependencies in the embodied digital services trade flows.

Suggested Citation

  • Leticia Blázquez & Carmen Díaz‐Mora & Belén González‐Díaz, 2023. "Understanding digital services in GVCs: An extended gravity model through the lens of network analysis," The World Economy, Wiley Blackwell, vol. 46(9), pages 2598-2623, September.
  • Handle: RePEc:bla:worlde:v:46:y:2023:i:9:p:2598-2623
    DOI: 10.1111/twec.13454
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    References listed on IDEAS

    as
    1. Anderson, James E. & Yotov, Yoto V., 2016. "Terms of trade and global efficiency effects of free trade agreements, 1990–2002," Journal of International Economics, Elsevier, vol. 99(C), pages 279-298.
    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. Abbate, Angela & De Benedictis, Luca & Fagiolo, Giorgio & Tajoli, Lucia, 2018. "Distance-varying assortativity and clustering of the international trade network," Network Science, Cambridge University Press, vol. 6(4), pages 517-544, December.
    4. 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.
    5. repec:cup:netsci:v:6:y:2018:i:04:p:494-516_00 is not listed on IDEAS
    6. Tiziano Squartini & Giorgio Fagiolo & Diego Garlaschelli, 2011. "Randomizing world trade. I. A binary network analysis," Papers 1103.1243, arXiv.org, revised Nov 2011.
    7. María Pía Olivero & Yoto V. Yotov, 2012. "Dynamic gravity: endogenous country size and asset accumulation," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 45(1), pages 64-92, February.
    8. Luca De Benedictis & Lucia Tajoli, 2011. "The World Trade Network," The World Economy, Wiley Blackwell, vol. 34(8), pages 1417-1454, August.
    9. Freddy Cepeda-López & Fredy Gamboa-Estrada & Carlos León & Hernán Rincón-Castro, 2019. "The evolution of world trade from 1995 to 2014: A network approach," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 28(4), pages 452-485, May.
    10. Thomas Chaney, 2014. "The Network Structure of International Trade," American Economic Review, American Economic Association, vol. 104(11), pages 3600-3634, November.
    11. Marco Dueñas & Giorgio Fagiolo, 2013. "Modeling the International-Trade Network: a gravity approach," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 8(1), pages 155-178, April.
    12. Cingolani, Isabella & Iapadre, Lelio & Tajoli, Lucia, 2018. "International production networks and the world trade structure," International Economics, Elsevier, vol. 153(C), pages 11-33.
    13. De Benedictis Luca & Nenci Silvia & Santoni Gianluca & Tajoli Lucia & Vicarelli Claudio, 2014. "Network Analysis of World Trade using the BACI-CEPII Dataset," Global Economy Journal, De Gruyter, vol. 14(3-4), pages 287-343, October.
    14. Beata Javorcik, 2020. "Reshaping of global supply chains will take place, but it will not happen fast," Journal of Chinese Economic and Business Studies, Taylor & Francis Journals, vol. 18(4), pages 321-325, October.
    15. Fukunari Kimura & Hyun-Hoon Lee, 2006. "The Gravity Equation in International Trade in Services," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 142(1), pages 92-121, April.
    16. repec:spo:wpmain:info:hdl:2441/7an8r1ubqs93caeqs80puld0tp is not listed on IDEAS
    17. Richard Baldwin & James Harrigan, 2011. "Zeros, Quality, and Space: Trade Theory and Trade Evidence," American Economic Journal: Microeconomics, American Economic Association, vol. 3(2), pages 60-88, May.
    18. Assaf Almog & Rhys Bird & Diego Garlaschelli, 2015. "Enhanced Gravity Model of trade: reconciling macroeconomic and network models," Papers 1506.00348, arXiv.org, revised Feb 2019.
    19. Dai, Mian & Yotov, Yoto V. & Zylkin, Thomas, 2014. "On the trade-diversion effects of free trade agreements," Economics Letters, Elsevier, vol. 122(2), pages 321-325.
    20. Peter R. Herman, 2022. "Correction to: Modeling complex network patterns in international trade," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 158(2), pages 713-714, May.
    21. Tiziano Squartini & Giorgio Fagiolo & Diego Garlaschelli, 2011. "Randomizing world trade. II. A weighted network analysis," Papers 1103.1249, arXiv.org, revised Nov 2011.
    22. Fally, Thibault, 2015. "Structural gravity and fixed effects," Journal of International Economics, Elsevier, vol. 97(1), pages 76-85.
    23. Butollo, Florian & Gereffi, Gary & Yang, Chun & Krzywdzinski, Martin, 2022. "Digital transformation and value chains: Introduction," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 22(4), pages 585-594.
    24. Raja Kali & Fabio Mendez & Javier Reyes, 2007. "Trade structure and economic growth," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 16(2), pages 245-269.
    25. Ward, Michael D. & Ahlquist, John S. & Rozenas, Arturas, 2013. "Gravity's Rainbow: A dynamic latent space model for the world trade network," Network Science, Cambridge University Press, vol. 1(1), pages 95-118, April.
    26. Tiziano Squartini & Giorgio Fagiolo & Diego Garlaschelli, 2011. "Rewiring World Trade. Part II: A Weighted Network Analysis," LEM Papers Series 2011/09, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    27. Egger, Peter & Nigai, Sergey, 2015. "Structural Gravity with Dummies Only," CEPR Discussion Papers 10427, C.E.P.R. Discussion Papers.
    28. Abbate, Angela & De Benedictis, Luca & Fagiolo, Giorgio & Tajoli, Lucia, 2018. "Distance-varying assortativity and clustering of the international trade network–ADDENDUM," Network Science, Cambridge University Press, vol. 6(4), pages 633-633, December.
    29. 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.
    30. Pol Antràs & Davin Chor, 2021. "Global Value Chains," NBER Working Papers 28549, National Bureau of Economic Research, Inc.
    31. 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.
    32. 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.
    33. 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.
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