IDEAS home Printed from https://ideas.repec.org/a/gam/jmathe/v9y2021i24p3202-d700161.html
   My bibliography  Save this article

Global Value Chains of COVID-19 Materials: A Weighted Directed Network Analysis

Author

Listed:
  • Georgios Angelidis

    (School of Economics, Faculty of Economic and Political Sciences, Complex Systems Analysis Laboratory (COSAL), Laboratory of Economic Analysis and Policy (LEAP), Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece)

  • Charalambos Bratsas

    (School of Mathematics, Faculty of Sciences, Complex Systems Analysis Laboratory (COSAL), Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece)

  • Georgios Makris

    (School of Mathematics, Faculty of Sciences, Complex Systems Analysis Laboratory (COSAL), Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece)

  • Evangelos Ioannidis

    (School of Economics, Faculty of Economic and Political Sciences, Complex Systems Analysis Laboratory (COSAL), Laboratory of Economic Analysis and Policy (LEAP), Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece
    School of Mathematics, Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece)

  • Nikos C. Varsakelis

    (School of Economics, Faculty of Economic and Political Sciences, Complex Systems Analysis Laboratory (COSAL), Laboratory of Economic Analysis and Policy (LEAP), Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece)

  • Ioannis E. Antoniou

    (School of Mathematics, Faculty of Sciences, Complex Systems Analysis Laboratory (COSAL), Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece)

Abstract

The COVID-19 pandemic caused a boom in demand for personal protective equipment, or so-called “COVID-19 goods”, around the world. We investigate three key sectoral global value chain networks, namely, “chemicals”, “rubber and plastics”, and “textiles”, involved in the production of these goods. First, we identify the countries that export a higher value added share than import, resulting in a “value added surplus”. Then, we assess their value added flow diversification using entropy. Finally, we analyze their egonets in order to identify their key affiliates. The relevant networks were constructed from the World Input-Output Database. The empirical results reveal that the USA had the highest surplus in “chemicals”, Japan in “rubber and plastics”, and China in “textiles”. Concerning value added flows, the USA was highly diversified in “chemicals”, Germany in “rubber and plastics”, and Italy in “textiles”. From the analysis of egonets, we found that the USA was the key supplier in all sectoral networks under consideration. Our work provides meaningful conclusions about trade outperformance due to the fact of surplus, trade flow robustness due to the fact of diversification, and trade partnerships due to the egonets analysis.

Suggested Citation

  • Georgios Angelidis & Charalambos Bratsas & Georgios Makris & Evangelos Ioannidis & Nikos C. Varsakelis & Ioannis E. Antoniou, 2021. "Global Value Chains of COVID-19 Materials: A Weighted Directed Network Analysis," Mathematics, MDPI, vol. 9(24), pages 1-19, December.
  • Handle: RePEc:gam:jmathe:v:9:y:2021:i:24:p:3202-:d:700161
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7390/9/24/3202/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2227-7390/9/24/3202/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Robert Koopman & Zhi Wang & Shang-Jin Wei, 2014. "Tracing Value-Added and Double Counting in Gross Exports," American Economic Review, American Economic Association, vol. 104(2), pages 459-494, February.
    2. João Amador & Sónia Cabral, 2017. "Networks of Value-added Trade," The World Economy, Wiley Blackwell, vol. 40(7), pages 1291-1313, July.
    3. Roger Strange, 2020. "The 2020 Covid-19 pandemic and global value chains," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 47(3), pages 455-465, September.
    4. Chiara Criscuolo & Jonathan Timmis, 2018. "GVCS and centrality: Mapping key hubs, spokes and the periphery," OECD Productivity Working Papers 12, OECD Publishing.
    5. Chiara Criscuolo & Jonathan Timmis, 2018. "GVC centrality and productivity: Are hubs key to firm performance?," OECD Productivity Working Papers 14, OECD Publishing.
    6. Seá Ó Riain, 2004. "The politics of mobility in technology‐driven commodity chains: developmental coalitions in the Irish software industry," International Journal of Urban and Regional Research, Wiley Blackwell, vol. 28(3), pages 642-663, September.
    7. Marcel P. Timmer & Erik Dietzenbacher & Bart Los & Robert Stehrer & Gaaitzen J. Vries, 2015. "An Illustrated User Guide to the World Input–Output Database: the Case of Global Automotive Production," Review of International Economics, Wiley Blackwell, vol. 23(3), pages 575-605, August.
    8. De Backer, Koen & Miroudot, Sébastien, 2014. "Mapping global value chains," Libros de la CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), number 37176.
    9. Robert C. Johnson, 2014. "Five Facts about Value-Added Exports and Implications for Macroeconomics and Trade Research," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 119-142, Spring.
    10. Fuad Aleskerov & Hasan Ersel & Dmitri Piontkovski, 2011. "Linear Algebra for Economists," Springer Texts in Business and Economics, Springer, number 978-3-642-20570-5, August.
    11. Gibbon, Peter, 2001. "Upgrading Primary Production: A Global Commodity Chain Approach," World Development, Elsevier, vol. 29(2), pages 345-363, February.
    12. Federica Cerina & Zhen Zhu & Alessandro Chessa & Massimo Riccaboni, 2015. "World Input-Output Network," PLOS ONE, Public Library of Science, vol. 10(7), pages 1-21, July.
    13. Ferrantino, Michael J. & Taglioni, Daria, 2014. "Global Value Chains in the Current Trade Slowdown," World Bank - Economic Premise, The World Bank, issue 138, pages 1-6, March.
    14. Timmer, Marcel P. & Los, Bart & Stehrer, Robert & de Vries, Gaaitzen J., 2016. "An Anatomy of the Global Trade Slowdown based on the WIOD 2016 Release," GGDC Research Memorandum GD-162, Groningen Growth and Development Centre, University of Groningen.
    15. Luiz G. A. Alves & Giuseppe Mangioni & Francisco A. Rodrigues & Pietro Panzarasa & Yamir Moreno, 2018. "Unfolding the complexity of the global value chain: Strengths and entropy in the single-layer, multiplex, and multi-layer international trade networks," Papers 1809.07407, arXiv.org, revised Dec 2018.
    16. Ernst, Dieter & Kim, Linsu, 2002. "Global production networks, knowledge diffusion, and local capability formation," Research Policy, Elsevier, vol. 31(8-9), pages 1417-1429, December.
    17. Timothy J. Sturgeon, 2002. "Modular production networks: a new American model of industrial organization," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 11(3), pages 451-496, June.
    18. Ernst, Dieter, 1997. "From Partial to Systemic Globalization: International Production Networks in the Electronics Industry," UCAIS Berkeley Roundtable on the International Economy, Working Paper Series qt7326w69k, UCAIS Berkeley Roundtable on the International Economy, UC Berkeley.
    19. Gary Gereffi, 2020. "What does the COVID-19 pandemic teach us about global value chains? The case of medical supplies," Journal of International Business Policy, Palgrave Macmillan, vol. 3(3), pages 287-301, September.
    20. Xing, Lizhi & Dong, Xianlei & Guan, Jun & Qiao, Xiaoyong, 2019. "Betweenness centrality for similarity-weight network and its application to measuring industrial sectors’ pivotability on the global value chain," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 516(C), pages 19-36.
    21. John Humphrey & Hubert Schmitz, 2002. "How does insertion in global value chains affect upgrading in industrial clusters?," Regional Studies, Taylor & Francis Journals, vol. 36(9), pages 1017-1027.
    22. Koen Frenken & Frank Van Oort & Thijs Verburg, 2007. "Related Variety, Unrelated Variety and Regional Economic Growth," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 685-697.
    23. John Groeneweyen & Paul R. Beije, 1989. "The French Communication Industry Defined and Analyzed through the Social Fabric Matrix, the Filiere Approach, and Network Analysis," Journal of Economic Issues, Taylor & Francis Journals, vol. 23(4), pages 1059-1074, December.
    24. Marcel P. Timmer & Abdul Azeez Erumban & Bart Los & Robert Stehrer & Gaaitzen J. de Vries, 2014. "Slicing Up Global Value Chains," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 99-118, Spring.
    25. Marie-Agnes Jouanjean & Julien Gourdon & Jane Korinek, 2017. "GVC Participation and Economic Transformation: Lessons from three sectors," OECD Trade Policy Papers 207, OECD Publishing.
    26. Robert Koopman & William Powers & Zhi Wang & Shang-Jin Wei, 2010. "Give Credit Where Credit Is Due: Tracing Value Added in Global Production Chains," NBER Working Papers 16426, National Bureau of Economic Research, Inc.
    27. C. T. Vidya & K. P. Prabheesh, 2020. "Implications of COVID-19 Pandemic on the Global Trade Networks," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2408-2421, August.
    28. Gary Gereffi, 0. "What does the COVID-19 pandemic teach us about global value chains? The case of medical supplies," Journal of International Business Policy, Palgrave Macmillan, vol. 0, pages 1-15.
    29. Johnson, Robert C. & Noguera, Guillermo, 2012. "Accounting for intermediates: Production sharing and trade in value added," Journal of International Economics, Elsevier, vol. 86(2), pages 224-236.
    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. Georgios Angelidis & Nikos C. Varsakelis, 2023. "Economic Shock Transmission through Global Value Chains: An Assessment using Network Analysis," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 29(3), pages 111-128, August.
    2. Ying Zhou & Sajid Anwar, 2022. "Immigrant Diversity, Institutional Quality, and GVC Position," Sustainability, MDPI, vol. 14(4), pages 1-19, February.

    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. Georgios Angelidis & Nikos C. Varsakelis, 2023. "Economic Shock Transmission through Global Value Chains: An Assessment using Network Analysis," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 29(3), pages 111-128, August.
    2. Jan Fagerberg & Bengt-Åke Lundvall & Martin Srholec, 2018. "Global Value Chains, National Innovation Systems and Economic Development," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 30(3), pages 533-556, July.
    3. João Amador & Sónia Cabral, 2017. "Networks of Value-added Trade," The World Economy, Wiley Blackwell, vol. 40(7), pages 1291-1313, July.
    4. João Amador & Sónia Cabral & Rossana Mastrandrea & Franco Ruzzenenti, 2018. "Who’s Who in Global Value Chains? A Weighted Network Approach," Open Economies Review, Springer, vol. 29(5), pages 1039-1059, November.
    5. Nenci, Silvia & Fusacchia, Ilaria & Giunta, Anna & Montalbano, Pierluigi & Pietrobelli, Carlo, 2022. "Mapping global value chain participation and positioning in agriculture and food: stylised facts, empirical evidence and critical issues," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 11(2), July.
    6. Pleticha, Petr, 2021. "Who Benefits from Global Value Chain Participation? Does Functional Specialization Matter?," Structural Change and Economic Dynamics, Elsevier, vol. 58(C), pages 291-299.
    7. Zhao, Yuhuan & Liu, Ya & Qiao, Xiaoyong & Wang, Song & Zhang, Zhonghua & Zhang, Yongfeng & Li, Hao, 2018. "Tracing value added in gross exports of China: Comparison with the USA, Japan, Korea, and India based on generalized LMDI," China Economic Review, Elsevier, vol. 49(C), pages 24-44.
    8. Montalbano, Pierluigi & Nenci, Silvia, 2022. "Does global value chain participation and positioning in the agriculture and food sectors affect economic performance? A global assessment," Food Policy, Elsevier, vol. 108(C).
    9. Heli Simola, 2018. "Chinese Services Gaining Significance in Global Production Chains," Asian Economic Papers, MIT Press, vol. 17(2), pages 50-64, Summer.
    10. Michael Peneder & Gerhard Streicher, 2016. "De- versus Re-industrialisation: Is Structural Change Reversible?," WIFO Working Papers 506, WIFO.
    11. F. Colozza & R. Boschma & A. Morrison & C. Pietrobelli, 2021. "The importance of global value chains and regional capabilities for the economic complexity of EU-regions," Papers in Evolutionary Economic Geography (PEEG) 2139, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Dec 2021.
    12. Smorodinskaya, Nataliya V. (Смородинская, Наталья В.) & Katukov, Daniel D. (Катуков, Даниил), 2017. "Dispersed Model of Production and Smart Agenda of National Economic Strategies [Распределенное Производство И «Умная» Повестка Национальных Экономических Стратегий]," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 6, pages 72-101, December.
    13. Gunnella, Vanessa & Al-Haschimi, Alexander & Benkovskis, Konstantins & Chiacchio, Francesco & de Soyres, François & Di Lupidio, Benedetta & Fidora, Michael & Franco-Bedoya, Sebastian & Frohm, Erik & G, 2019. "The impact of global value chains on the euro area economy," Occasional Paper Series 221, European Central Bank.
    14. Benkovskis Konstantins & Wörz Julia, 2018. "“Made in China”: how does it affect our understanding of global market shares?," The B.E. Journal of Macroeconomics, De Gruyter, vol. 18(2), pages 1-26, June.
    15. Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2019. "Global Value Chains and Wages: Multi-Country Evidence from Linked Worker-Industry Data," Open Economies Review, Springer, vol. 30(3), pages 505-539, July.
    16. Charlie Joyez, 2019. "Alignment of Multinational Firms along Global Value Chains: A Network-based Perspective," GREDEG Working Papers 2019-05, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.
    17. Luca Salvatici & Silvia Nenci, 2017. "New features, forgotten costs and counterfactual gains of the international trading system," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 44(4), pages 592-633.
    18. Felice, Giulia & Tajoli, Lucia, 2021. "Trade balances and global value chains: Is there a link?," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 228-246.
    19. Zauresh Atakhanova & Peter Howie, 2020. "Metal intensity of use in the era of global value chains," Mineral Economics, Springer;Raw Materials Group (RMG);Luleå University of Technology, vol. 33(1), pages 101-113, July.
    20. Ines Kersan-Škabić & Alen Belullo, 2021. "The Characteristics of Regional Value Chains in the Sector of Chemicals and Pharmaceutical Products in the EU," Economies, MDPI, vol. 9(4), pages 1-24, November.

    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:gam:jmathe:v:9:y:2021:i:24:p:3202-:d:700161. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.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.