IDEAS home Printed from https://ideas.repec.org/a/eee/streco/v62y2022icp231-246.html
   My bibliography  Save this article

The complex dynamic of growth: Fitness and the different patterns of economic activity in the medium and long terms

Author

Listed:
  • Castañeda, Gonzalo
  • Pietronero, Luciano
  • Romero-Padilla, Juan
  • Zaccaria, Andrea

Abstract

When analyzing countries’ medium- and long-term economic performance, it is important to study jointly the dynamic of growth and the industrial evolution that determines how the productive structure changes over time. In this paper, we use the Economic Fitness metric to describe the competitiveness of the countries' industrial structure, and classify economic episodes, with five-years windows, to establish how countries grow (i.e., above or below a trend, and with a dynamic or static industrial structure.) We show a complex growth dynamic using data covering two decades (1995–2014) for a large set of countries. This pattern indicates that the observed sequences of spells vary substantially even between countries within the same growth regime (low, medium, and high). Moreover, we find a robust statistical relationship between these spells and Economic Fitness with a multinomial econometric model. In particular, we show that economies with higher fitness are more resilient since episodes of below-average growth and the net disappearance of competitive firms are less likely to happen.

Suggested Citation

  • Castañeda, Gonzalo & Pietronero, Luciano & Romero-Padilla, Juan & Zaccaria, Andrea, 2022. "The complex dynamic of growth: Fitness and the different patterns of economic activity in the medium and long terms," Structural Change and Economic Dynamics, Elsevier, vol. 62(C), pages 231-246.
  • Handle: RePEc:eee:streco:v:62:y:2022:i:c:p:231-246
    DOI: 10.1016/j.strueco.2022.04.006
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0954349X22000601
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.strueco.2022.04.006?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Ricardo Hausmann & Jason Hwang & Dani Rodrik, 2007. "What you export matters," Journal of Economic Growth, Springer, vol. 12(1), pages 1-25, March.
    2. Peter Klimek & Ricardo Hausmann & Stefan Thurner, 2012. "Empirical Confirmation of Creative Destruction from World Trade Data," PLOS ONE, Public Library of Science, vol. 7(6), pages 1-9, June.
    3. Jean Imbs & Romain Wacziarg, 2003. "Stages of Diversification," American Economic Review, American Economic Association, vol. 93(1), pages 63-86, March.
    4. Klinger, Bailey & Lederman, Daniel, 2006. "Diversification, innovation, and imitation inside the Global Technological Frontier," Policy Research Working Paper Series 3872, The World Bank.
    5. Fabio Comelli, 2014. "Comparing Parametric and Non-parametric Early Warning Systems for Currency Crises in Emerging Market Economies," Review of International Economics, Wiley Blackwell, vol. 22(4), pages 700-721, September.
    6. Pritchett, Lant, 2000. "Understanding Patterns of Economic Growth: Searching for Hills among Plateaus, Mountains, and Plains," The World Bank Economic Review, World Bank, vol. 14(2), pages 221-250, May.
    7. 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.
    8. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    9. Hausmann, Ricardo & Rodrik, Dani, 2003. "Economic development as self-discovery," Journal of Development Economics, Elsevier, vol. 72(2), pages 603-633, December.
    10. Sebastián Bustos & Charles Gomez & Ricardo Hausmann & César A Hidalgo, 2012. "The Dynamics of Nestedness Predicts the Evolution of Industrial Ecosystems," PLOS ONE, Public Library of Science, vol. 7(11), pages 1-8, November.
    11. John Sutton & Daniel Trefler, 2016. "Capabilities, Wealth, and Trade," Journal of Political Economy, University of Chicago Press, vol. 124(3), pages 826-878.
    12. Paulo Gala & Igor Rocha & Guilherme Magacho, 2018. "The structuralist revenge: economic complexity as an important dimension to evaluate growth and development," Brazilian Journal of Political Economy, Center of Political Economy, vol. 38(2), pages 219-236.
    13. Petralia, Sergio & Balland, Pierre-Alexandre & Morrison, Andrea, 2017. "Climbing the ladder of technological development," Research Policy, Elsevier, vol. 46(5), pages 956-969.
    14. Angelica Sbardella & Emanuele Pugliese & Andrea Zaccaria & Pasquale Scaramozzino, 2018. "The role of complex analysis in modeling economic growth," Papers 1808.10428, arXiv.org.
    15. David J. Teece, 2003. "Towards an Economic Theory of the Multiproduct Firm," World Scientific Book Chapters, in: Essays In Technology Management And Policy Selected Papers of David J Teece, chapter 15, pages 419-446, World Scientific Publishing Co. Pte. Ltd..
    16. Robert J. Barro, 2003. "Determinants of Economic Growth in a Panel of Countries," Annals of Economics and Finance, Society for AEF, vol. 4(2), pages 231-274, November.
    17. Herrendorf, Berthold & Rogerson, Richard & Valentinyi, Ákos, 2014. "Growth and Structural Transformation," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 6, pages 855-941, Elsevier.
    18. John Sutton, 2002. "Rich Trades, Scarce Capabilities - Industrial Development Revisited," The Economic and Social Review, Economic and Social Studies, vol. 33(1), pages 1-22.
    19. Lant Pritchett, 1997. "Divergence, Big Time," Journal of Economic Perspectives, American Economic Association, vol. 11(3), pages 3-17, Summer.
    20. Andrea Tacchella & Andrea Zaccaria & Marco Miccheli & Luciano Pietronero, 2021. "Relatedness in the Era of Machine Learning," Papers 2103.06017, arXiv.org.
    21. N. Gregory Mankiw & David Romer & David Weil, 1990. "A Contribution to the Empirics of Economic Growth," Working Papers 1990-24, Brown University, Department of Economics.
    22. Ricardo Hausmann & César Hidalgo, 2011. "The network structure of economic output," Journal of Economic Growth, Springer, vol. 16(4), pages 309-342, December.
    23. Emanuele Pugliese & Guido L Chiarotti & Andrea Zaccaria & Luciano Pietronero, 2017. "Complex Economies Have a Lateral Escape from the Poverty Trap," PLOS ONE, Public Library of Science, vol. 12(1), pages 1-18, January.
    24. Andrea Zaccaria & Matthieu Cristelli & Andrea Tacchella & Luciano Pietronero, 2014. "How the Taxonomy of Products Drives the Economic Development of Countries," PLOS ONE, Public Library of Science, vol. 9(12), pages 1-17, December.
    25. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    26. Zaccaria,Andrea & Mishra,Saurabh & Cader,Masud Z. & Pietronero,Luciano, 2018. "Integrating services in the economic fitness approach," Policy Research Working Paper Series 8485, The World Bank.
    27. Matthieu Cristelli & Andrea Gabrielli & Andrea Tacchella & Guido Caldarelli & Luciano Pietronero, 2013. "Measuring the Intangibles: A Metrics for the Economic Complexity of Countries and Products," PLOS ONE, Public Library of Science, vol. 8(8), pages 1-20, August.
    28. Neave O’Clery & Muhammed Ali Yıldırım & Ricardo Hausmann, 2021. "Productive Ecosystems and the arrow of development," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
    29. Mr. Fabio Comelli, 2014. "Comparing the Performance of Logit and Probit Early Warning Systems for Currency Crises in Emerging Market Economies," IMF Working Papers 2014/065, International Monetary Fund.
    30. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    31. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    32. Balland, Pierre-Alexandre & Broekel, Tom & Diodato, Dario & Giuliani, Elisa & Hausmann, Ricardo & O'Clery, Neave & Rigby, David, 2022. "The new paradigm of economic complexity," Research Policy, Elsevier, vol. 51(3).
    33. Mr. Michael G. Papaioannou, 2003. "Determinants of the Choice of Exchange Rate Regimes in Six Central American Countries: An Empirical Analysis," IMF Working Papers 2003/059, International Monetary Fund.
    34. Prebisch, Raúl, 1950. "The economic development of Latin America and its principal problems," Sede de la CEPAL en Santiago (Estudios e Investigaciones) 29973, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
    35. Dubas, Justin M. & Lee, Byung-Joo & Mark, Nelson C., 2010. "A multinomial logit approach to exchange rate policy classification with an application to growth," Journal of International Money and Finance, Elsevier, vol. 29(7), pages 1438-1462, November.
    36. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    37. Sutton, John, 2012. "Competing in Capabilities: The Globalization Process," OUP Catalogue, Oxford University Press, number 9780199274536.
    38. Carla Sciarra & Guido Chiarotti & Luca Ridolfi & Francesco Laio, 2020. "Reconciling contrasting views on economic complexity," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    39. Matthieu Cristelli & Andrea Tacchella & Luciano Pietronero, 2015. "The Heterogeneous Dynamics of Economic Complexity," PLOS ONE, Public Library of Science, vol. 10(2), pages 1-15, February.
    40. Pier Saviotti & Andreas Pyka, 2004. "Economic development by the creation of new sectors," Journal of Evolutionary Economics, Springer, vol. 14(1), pages 1-35, January.
    41. Angelica Sbardella & Emanuele Pugliese & Luciano Pietronero, 2017. "Economic development and wage inequality: A complex system analysis," PLOS ONE, Public Library of Science, vol. 12(9), pages 1-26, September.
    42. Tacchella, A. & Cristelli, M. & Caldarelli, G. & Gabrielli, A. & Pietronero, L., 2013. "Economic complexity: Conceptual grounding of a new metrics for global competitiveness," Journal of Economic Dynamics and Control, Elsevier, vol. 37(8), pages 1683-1691.
    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. Balland, Pierre-Alexandre & Broekel, Tom & Diodato, Dario & Giuliani, Elisa & Hausmann, Ricardo & O'Clery, Neave & Rigby, David, 2022. "Reprint of The new paradigm of economic complexity," Research Policy, Elsevier, vol. 51(8).
    2. Balland, Pierre-Alexandre & Broekel, Tom & Diodato, Dario & Giuliani, Elisa & Hausmann, Ricardo & O'Clery, Neave & Rigby, David, 2022. "The new paradigm of economic complexity," Research Policy, Elsevier, vol. 51(3).
    3. Angelica Sbardella & Andrea Zaccaria & Luciano Pietronero & Pasquale Scaramozzino, 2021. "Behind the Italian Regional Divide: An Economic Fitness and Complexity Perspective," LEM Papers Series 2021/30, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    4. Bernardo Caldarola & Dario Mazzilli & Lorenzo Napolitano & Aurelio Patelli & Angelica Sbardella, 2023. "Economic complexity and the sustainability transition: A review of data, methods, and literature," Papers 2308.07172, arXiv.org, revised Mar 2024.
    5. Angelica Sbardella & Emanuele Pugliese & Andrea Zaccaria & Pasquale Scaramozzino, 2018. "The role of complex analysis in modeling economic growth," Papers 1808.10428, arXiv.org.
    6. Antonios Garas & Sophie Guthmuller & Athanasios Lapatinas, 2021. "The development of nations conditions the disease space," PLOS ONE, Public Library of Science, vol. 16(1), pages 1-35, January.
    7. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    8. Bustos, Sebastián & Yıldırım, Muhammed A., 2022. "Production Ability and economic growth," Research Policy, Elsevier, vol. 51(8).
    9. Freire, Clovis, 2019. "Economic diversification: A model of structural economic dynamics and endogenous technological change," Structural Change and Economic Dynamics, Elsevier, vol. 49(C), pages 13-28.
    10. Dosi, Giovanni & Roventini, Andrea & Russo, Emanuele, 2019. "Endogenous growth and global divergence in a multi-country agent-based model," Journal of Economic Dynamics and Control, Elsevier, vol. 101(C), pages 101-129.
    11. Sèna Kimm Gnangnon, 2023. "Do unilateral trade preferences help reduce poverty in beneficiary countries?," International Journal of Economic Policy Studies, Springer, vol. 17(1), pages 249-288, February.
    12. repec:hal:spmain:info:hdl:2441/46k9rkvut99i7qnn4vqm25t53b is not listed on IDEAS
    13. Massimiliano Fessina & Giambattista Albora & Andrea Tacchella & Andrea Zaccaria, 2022. "Which products activate a product? An explainable machine learning approach," Papers 2212.03094, arXiv.org.
    14. Gnangnon, Sèna Kimm, 2021. "Do Unilateral Trade Preferences Help Reduce Poverty in Beneficiary Countries?," EconStor Preprints 247346, ZBW - Leibniz Information Centre for Economics.
    15. 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.
    16. Francesco de Cunzo & Alberto Petri & Andrea Zaccaria & Angelica Sbardella, 2022. "The trickle down from environmental innovation to productive complexity," Papers 2206.07537, arXiv.org.
    17. Gnangnon, Sèna Kimm, 2020. "Aid for Trade flows and Poverty Reduction in Recipient-Countries," EconStor Preprints 213807, ZBW - Leibniz Information Centre for Economics.
    18. Jian Gao & Tao Zhou, 2017. "Quantifying China's Regional Economic Complexity," Papers 1703.01292, arXiv.org, revised Nov 2017.
    19. Tacchella, Andrea & Zaccaria, Andrea & Miccheli, Marco & Pietronero, Luciano, 2023. "Relatedness in the era of machine learning," Chaos, Solitons & Fractals, Elsevier, vol. 176(C).
    20. Orazio Angelini & Tiziana Di Matteo, 2018. "Complexity of products: the effect of data regularisation," Papers 1808.08249, arXiv.org, revised Oct 2018.
    21. Napolitano, Lorenzo & Sbardella, Angelica & Consoli, Davide & Barbieri, Nicolò & Perruchas, François, 2022. "Green innovation and income inequality: A complex system analysis," Structural Change and Economic Dynamics, Elsevier, vol. 63(C), pages 224-240.

    More about this item

    Keywords

    Growth; Industrial dynamics; Economic fitness; Cross-country analysis;
    All these keywords.

    JEL classification:

    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • F63 - International Economics - - Economic Impacts of Globalization - - - Economic Development

    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:eee:streco:v:62:y:2022:i:c:p:231-246. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/525148 .

    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.