IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2406.16199.html
   My bibliography  Save this paper

Reinterpreting Economic Complexity: A co-clustering approach

Author

Listed:
  • Carlo Bottai
  • Jacopo Di Iorio
  • Martina Iori

Abstract

Economic growth results from countries' accumulation of organizational and technological capabilities. The Economic and Product Complexity Indices, introduced as an attempt to measure these capabilities from a country's basket of exported products, have become popular to study economic development, the geography of innovation, and industrial policies. Despite this reception, the interpretation of these indicators proved difficult. Although the original Method of Reflections suggested a direct interconnection between country and product metrics, it has been proved that the Economic and Product Complexity Indices result from a spectral clustering algorithm that separately groups similar countries or similar products, respectively. This recent approach to economic and product complexity conflicts with the original one and treats separately countries and products. However, building on previous interpretations of the indices and the recent evolution in spectral clustering, we show that these indices simultaneously identify two co-clusters of similar countries and products. This viewpoint reconciles the spectral clustering interpretation of the indices with the original Method of Reflections interpretation. By proving the often neglected intimate relationship between country and product complexity, this approach emphasizes the role of a selected set of products in determining economic development while extending the range of applications of these indicators in economics.

Suggested Citation

  • Carlo Bottai & Jacopo Di Iorio & Martina Iori, 2024. "Reinterpreting Economic Complexity: A co-clustering approach," Papers 2406.16199, arXiv.org.
  • Handle: RePEc:arx:papers:2406.16199
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2406.16199
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Gianluca Teza & Michele Caraglio & Attilio L. Stella, 2021. "Entropic measure unveils country competitiveness and product specialization in the World trade web," Papers 2106.01936, arXiv.org.
    2. Andres Gomez-Lievano & Frank Neffke & Yang Li & James McNerney, 2021. "Bridging the short-term and long-term dynamics of economic structural change," CID Working Papers 133a, Center for International Development at Harvard University.
    3. Ricardo Hausmann & Jason Hwang & Dani Rodrik, 2007. "What you export matters," Journal of Economic Growth, Springer, vol. 12(1), pages 1-25, March.
    4. Hausmann, Ricardo & Hidalgo, Cesar, 2014. "The Atlas of Economic Complexity: Mapping Paths to Prosperity," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262525429, December.
    5. Ulrich Schetter, 2022. "A Measure of Countries’ Distance to Frontier Based on Comparative Advantage," CID Working Papers 135a, Center for International Development at Harvard University.
    Full references (including those not matched with items 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. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    2. Bahar, Dany & Rosenow, Samuel & Stein, Ernesto & Wagner, Rodrigo, 2019. "Export take-offs and acceleration: Unpacking cross-sector linkages in the evolution of comparative advantage," World Development, Elsevier, vol. 117(C), pages 48-60.
    3. Naima Chrid & Sami Saafi & Mohamed Chakroun, 2021. "Export Upgrading and Economic Growth: a Panel Cointegration and Causality Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(2), pages 811-841, June.
    4. Olimpia Neagu, 2019. "The Link between Economic Complexity and Carbon Emissions in the European Union Countries: A Model Based on the Environmental Kuznets Curve (EKC) Approach," Sustainability, MDPI, vol. 11(17), pages 1-27, August.
    5. Vu, Trung V., 2020. "Economic complexity and health outcomes: A global perspective," Social Science & Medicine, Elsevier, vol. 265(C).
    6. Mealy, Penny & Teytelboym, Alexander, 2017. "Economic Complexity and the Green Economy," INET Oxford Working Papers 2018-03, Institute for New Economic Thinking at the Oxford Martin School, University of Oxford, revised Feb 2019.
    7. Yu Ri Kim, 2019. "Does aid for trade diversify the export structure of recipient countries?," The World Economy, Wiley Blackwell, vol. 42(9), pages 2684-2722, September.
    8. Gomez-Gonzalez, Jose E. & Uribe, Jorge M. & Valencia, Oscar, 2024. "Sovereign Risk and Economic Complexity," IDB Publications (Working Papers) 13393, Inter-American Development Bank.
    9. Can Li & Qi He & Han Ji, 2023. "Can Global Value Chain Upgrading Promote Regional Economic Growth? Empirical Evidence and Mechanism Analysis Based on City-Level Panel Data in China," Sustainability, MDPI, vol. 15(15), pages 1-22, July.
    10. Hartmann, Dominik & Guevara, Miguel R. & Jara-Figueroa, Cristian & Aristarán, Manuel & Hidalgo, César A., 2017. "Linking Economic Complexity, Institutions, and Income Inequality," World Development, Elsevier, vol. 93(C), pages 75-93.
    11. Yue, Jiahua & Zhou, Shangsi, 2018. "Democracy’s comparative advantage: Evidence from aggregated trade data, 1962–2010," World Development, Elsevier, vol. 111(C), pages 27-40.
    12. Canh Phuc Nguyen & Christophe Schinckus & Thanh Dinh Su, 2020. "The drivers of economic complexity: International evidence from financial development and patents," International Economics, CEPII research center, issue 164, pages 140-150.
    13. Olimpia Neagu, 2020. "Economic Complexity and Ecological Footprint: Evidence from the Most Complex Economies in the World," Sustainability, MDPI, vol. 12(21), pages 1-18, October.
    14. Dany Bahar & Andreas Hauptmann & Cem Özgüzel & Hillel Rapoport, 2019. "Migration and Post-Conflict Reconstruction: The Effect of Returning Refugees on Export Performance in the Former Yugoslavia," Working Papers 2019-12, CEPII research center.
    15. Campi, Mercedes & Dueñas, Marco & Fagiolo, Giorgio, 2021. "Specialization in food production affects global food security and food systems sustainability," World Development, Elsevier, vol. 141(C).
    16. Antonis Adam & Antonios Garas & Marina-Selini Katsaiti & Athanasios Lapatinas, 2023. "Economic complexity and jobs: an empirical analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 32(1), pages 25-52, January.
    17. Gnangnon, Sèna Kimm, 2021. "Effect of the Utilization of Non-Reciprocal Trade Preferences offered by the QUAD on Economic Growth in Beneficiary Countries," EconStor Preprints 242848, ZBW - Leibniz Information Centre for Economics.
    18. Athanasios Lapatinas & Alexandra Kyriakou & Antonios Garas, 2019. "Taxation and economic sophistication: Evidence from OECD countries," PLOS ONE, Public Library of Science, vol. 14(3), pages 1-21, March.
    19. Charlie Joyez, 2017. "Network Structure of French Multinational Firms," Working Papers DT/2017/08, DIAL (Développement, Institutions et Mondialisation).
    20. De Sousa, José & Guillin, Amélie & Lochard, Julie & Silve, Arthur, 2023. "Trust and specialization in complexity: Evidence from U.S. states," Journal of Economic Behavior & Organization, Elsevier, vol. 216(C), pages 332-353.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:arx:papers:2406.16199. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    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.