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Quantitative Dynamics Effects of Belt and Road Economies Trade Using Structural Gravity and Neural Networks

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Listed:
  • Koffi Dumor
  • Li Yao
  • Jean-Paul Ainam
  • Edem Koffi Amouzou
  • Williams Ayivi

Abstract

Recent research suggests that China’s Belt and Road Initiative (BRI) would improve the bilateral trade between China and its partners. This article uses detailed bilateral export data from 1990 to 2017 to investigate the impact of China’s BRI on its trade partners using neural network analysis techniques and structural gravity model estimations. Our main findings suggest that the BRI countries would raise exports by a modest 5.053%. This indicates that export and network upgrades should be considered from economic and policy perspectives. The results also show that neural networks is more robust compared with structural gravity framework.

Suggested Citation

  • Koffi Dumor & Li Yao & Jean-Paul Ainam & Edem Koffi Amouzou & Williams Ayivi, 2021. "Quantitative Dynamics Effects of Belt and Road Economies Trade Using Structural Gravity and Neural Networks," SAGE Open, , vol. 11(3), pages 21582440211, July.
    • Handle: RePEc:sae:sagope:v:11:y:2021:i:3:p:21582440211032662
    DOI: 10.1177/21582440211032662
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    1. Mario Larch & Joschka Wanner & Yoto V. Yotov & Thomas Zylkin, 2017. "The Currency Union Effect: A PPML Re-assessment with High-Dimensional Fixed Effects," CESifo Working Paper Series 6464, CESifo.
    2. Alicia Garcia Herrero & Jianwei Xu, 2017. "China's Belt and Road Initiative: Can Europe Expect Trade Gains?," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 25(6), pages 84-99, November.
    3. Richard Baldwin & Daria Taglioni, 2006. "Gravity for Dummies and Dummies for Gravity Equations," NBER Working Papers 12516, National Bureau of Economic Research, Inc.
    4. Mario Larch & Yoto V. Yotov, 2016. "General Equilibrium Trade Policy Analysis with Structural Gravity," CESifo Working Paper Series 6020, CESifo.
    5. Julian Donaubauer & Alexander Glas & Birgit Meyer & Peter Nunnenkamp, 2018. "Disentangling the impact of infrastructure on trade using a new index of infrastructure," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 154(4), pages 745-784, November.
    6. Danny Chi Kuen Ho & Eve Man Hin Chan & Tsz Leung Yip & Chi-Wing Tsang, 2020. "The United States’ Clothing Imports from Asian Countries along the Belt and Road: An Extended Gravity Trade Model with Application of Artificial Neural Network," Sustainability, MDPI, vol. 12(18), pages 1-15, September.
    7. Greg Tkacz & Sarah Hu, 1999. "Forecasting GDP Growth Using Artificial Neural Networks," Staff Working Papers 99-3, Bank of Canada.
    8. Richard Sellner, 2019. "Non‐discriminatory Trade Policies in Panel Structural Gravity Models: Evidence from Monte Carlo Simulations," Review of International Economics, Wiley Blackwell, vol. 27(3), pages 854-887, August.
    9. Faheem Ur Rehman & Abul Ala Noman & Yibing Ding, 2020. "Does infrastructure increase exports and reduce trade deficit? Evidence from selected South Asian countries using a new Global Infrastructure Index," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 9(1), pages 1-23, December.
    10. Coe, David T & Helpman, Elhanan & Hoffmaister, Alexander W, 1997. "North-South R&D Spillovers," Economic Journal, Royal Economic Society, vol. 107(440), pages 134-149, January.
    11. Egger, Peter & Larch, Mario, 2008. "Interdependent preferential trade agreement memberships: An empirical analysis," Journal of International Economics, Elsevier, vol. 76(2), pages 384-399, December.
    12. James E. Anderson & Eric van Wincoop, 2004. "Trade Costs," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 691-751, September.
    13. Alnoah Abdulsalam & Helian Xu & Waqar Ameer & AL-Barakani Abdo & Jiejin Xia, 2021. "Exploration of the Impact of China’s Outward Foreign Direct Investment (FDI) on Economic Growth in Asia and North Africa along the Belt and Road (B&R) Initiative," Sustainability, MDPI, vol. 13(4), pages 1-16, February.
    14. Alemayehu Geda & Haile Kebret, 2008. "Regional Economic Integration in Africa: A Review of Problems and Prospects with a Case Study of COMESA," Journal of African Economies, Centre for the Study of African Economies, vol. 17(3), pages 357-394, June.
    15. James E. Anderson, 2011. "The Gravity Model," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 133-160, September.
    16. 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.
    17. Haiou Mao & Guanchun Liu & Chengsi Zhang & Rao Muhammad Atif, 2019. "Does Belt and Road Initiative Hurt Node Countries? A Study from Export Perspective," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(7), pages 1472-1485, May.
    18. Miao Miao & Jiang Yushi & Dinkneh Gebre Borojo, 2020. "The Impacts of China–Africa Economic Relation on Factor Productivity of African Countries," Economies, MDPI, vol. 8(2), pages 1-30, June.
    19. Hal R. Varian, 2014. "Big Data: New Tricks for Econometrics," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 3-28, Spring.
    20. repec:aer:wpaper:186 is not listed on IDEAS
    21. 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.
    22. Bastos, Paulo, 2020. "Exposure of belt and road economies to China trade shocks," Journal of Development Economics, Elsevier, vol. 145(C).
    23. Mr. Lisandro Abrego & Maria Alejandra Amado & Tunc Gursoy & Garth P. Nicholls & Hector Perez-Saiz, 2019. "The African Continental Free Trade Agreement: Welfare Gains Estimates from a General Equilibrium Model," IMF Working Papers 2019/124, International Monetary Fund.
    24. Yu-Jing Chiu & Yi-Chung Hu & Peng Jiang & Jingci Xie & Yen-Wei Ken, 2020. "A Multivariate Grey Prediction Model Using Neural Networks with Application to Carbon Dioxide Emissions Forecasting," Mathematical Problems in Engineering, Hindawi, vol. 2020, pages 1-10, October.
    25. Bala Ramasamy & Matthew C. H. Yeung, 2019. "China's one belt one road initiative: The impact of trade facilitation versus physical infrastructure on exports," The World Economy, Wiley Blackwell, vol. 42(6), pages 1673-1694, June.
    26. James E. Anderson & Mario Larch & Yoto V. Yotov, 2018. "GEPPML: General equilibrium analysis with PPML," The World Economy, Wiley Blackwell, vol. 41(10), pages 2750-2782, October.
    27. Gene M. Grossman & Elhanan Helpman, 1994. "Endogenous Innovation in the Theory of Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 23-44, Winter.
    28. Tristan Kohl, 2019. "The Belt and Road Initiative’s effect on supply-chain trade: evidence from structural gravity equations," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 12(1), pages 77-104.
    29. Baniya, Suprabha & Rocha, Nadia & Ruta, Michele, 2020. "Trade effects of the New Silk Road: A gravity analysis," Journal of Development Economics, Elsevier, vol. 146(C).
    30. Patrick Bajari & Denis Nekipelov & Stephen P. Ryan & Miaoyu Yang, 2015. "Machine Learning Methods for Demand Estimation," American Economic Review, American Economic Association, vol. 105(5), pages 481-485, May.
    31. Susan Athey, 2018. "The Impact of Machine Learning on Economics," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 507-547, National Bureau of Economic Research, Inc.
    32. Nikola Gradojevic & Jing Yang, 2000. "The Application of Artificial Neural Networks to Exchange Rate Forecasting: The Role of Market Microstructure Variables," Staff Working Papers 00-23, Bank of Canada.
    33. Ali, Usman & Li, Yanxi & Wang, Jian-Jun & Yue, Xiaohang & Chang, Ai-Chih (Jasmine), 2021. "Dynamics of outward FDI and productivity spillovers in logistics services industry: Evidence from China," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 148(C).
    34. Cristina Di Stefano & P. Lelio Iapadre & Ilaria Salvati, 2021. "Trade and Infrastructure in the Belt and Road Initiative: A Gravity Analysis Based on Revealed Trade Preferences," JRFM, MDPI, vol. 14(2), pages 1-15, January.
    35. Munisamy Gopinath & Feras A. Batarseh & Jayson Beckman, 2020. "Machine Learning in Gravity Models: An Application to Agricultural Trade," NBER Working Papers 27151, National Bureau of Economic Research, Inc.
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    Cited by:

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