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Did industrial and export complexity drive regional economic growth in Brazil?

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  • Ben-Hur Francisco Cardoso
  • Eva Yamila da Silva Catela
  • Guilherme Viegas
  • Flávio L Pinheiro
  • Dominik Hartmann

Abstract

Research on productive structures has shown that economic complexity conditions economic growth. However, little is known about which type of complexity, e.g., export or industrial complexity, matters more for regional economic growth in a large emerging country like Brazil. Brazil exports natural resources and agricultural goods, but a large share of the employment derives from services, non-tradables, and within-country manufacturing trade. Here, we use a large dataset on Brazil’s formal labor market, including approximately 100 million workers and 581 industries, to reveal the patterns of export complexity, industrial complexity, and economic growth of 558 micro-regions between 2003 and 2019. Our results show that export complexity is more evenly spread than industrial complexity. Only a few—mainly developed urban places—have comparative advantages in sophisticated services. Regressions show that a region’s industrial complexity is a significant predictor for 3-year growth prospects, but export complexity is not. Moreover, economic complexity in neighboring regions is significantly associated with economic growth. The results show export complexity does not appropriately depict Brazil’s knowledge base and growth opportunities. Instead, promoting the sophistication of the heterogeneous regional industrial structures and development spillovers is a key to growth. This study demonstrates that industrial complexity, which accounts for all employment sectors, provides a more accurate basis for designing effective and inclusive industrial policies in emerging economies like Brazil, compared to export-based complexity.

Suggested Citation

  • Ben-Hur Francisco Cardoso & Eva Yamila da Silva Catela & Guilherme Viegas & Flávio L Pinheiro & Dominik Hartmann, 2024. "Did industrial and export complexity drive regional economic growth in Brazil?," PLOS ONE, Public Library of Science, vol. 19(12), pages 1-19, December.
    • Handle: RePEc:plo:pone00:0313945
    DOI: 10.1371/journal.pone.0313945
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    References listed on IDEAS

    as
    1. Li, Zhiyuan & Doğan, Buhari & Ghosh, Sudeshna & Chen, Wei-Ming & Lorente, Daniel Balsalobre, 2024. "Economic complexity, natural resources and economic progress in the era of sustainable development: Findings in the context of resource deployment challenges," Resources Policy, Elsevier, vol. 88(C).
    2. Petralia, Sergio & Balland, Pierre-Alexandre & Morrison, Andrea, 2017. "Climbing the ladder of technological development," Research Policy, Elsevier, vol. 46(5), pages 956-969.
    3. Doğan, Buhari & Chu, Lan Khanh & Ghosh, Sudeshna & Diep Truong, Huong Hoang & Balsalobre-Lorente, Daniel, 2022. "How environmental taxes and carbon emissions are related in the G7 economies?," Renewable Energy, Elsevier, vol. 187(C), pages 645-656.
    4. Viktor Stojkoski & Philipp Koch & Eva Coll & César A. Hidalgo, 2024. "Estimating digital product trade through corporate revenue data," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    5. Hausmann, Ricardo & Hidalgo, César A., 2010. "Country Diversification, Product Ubiquity, and Economic Divergence," Scholarly Articles 4554740, Harvard Kennedy School of Government.
    6. Benedikt S. L. Fritz & Robert A. Manduca, 2021. "The economic complexity of US metropolitan areas," Regional Studies, Taylor & Francis Journals, vol. 55(7), pages 1299-1310, July.
    7. Hartmann, Dominik & Bezerra, Mayra & Pinheiro, Flávio L., 2019. "Identifying smart strategies for economic diversification and inclusive growth in developing economies: The case of Paraguay," Hohenheim Discussion Papers in Business, Economics and Social Sciences 04-2019, University of Hohenheim, Faculty of Business, Economics and Social Sciences.
    8. Jian Gao & Bogang Jun & Alex ‘Sandy’ Pentland & Tao Zhou & César A. Hidalgo, 2021. "Spillovers across industries and regions in China’s regional economic diversification," Regional Studies, Taylor & Francis Journals, vol. 55(7), pages 1311-1326, July.
    9. 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.
    10. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    11. Pinheiro, Flávio L. & Hartmann, Dominik & Boschma, Ron & Hidalgo, César A., 2022. "The time and frequency of unrelated diversification," Research Policy, Elsevier, vol. 51(8).
    12. Juan Carlos Chávez & Marco T. Mosqueda & Manuel Gómez-Zaldívar, 2017. "Economic Complexity and Regional Growth Performance: Evidence from the Mexican Economy," The Review of Regional Studies, Southern Regional Science Association, vol. 47(2), pages 201-219, Summer.
    13. Britto, Gustavo & Coelho, Clara & Freitas, Elton & Romero, João Prates, 2019. "The great divide: economic complexity and development paths in Brazil and the Republic of Korea," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), April.
    14. repec:osf:socarx:2gw9c_v1 is not listed on IDEAS
    15. Bielschowsky, Ricardo, 2009. "Sesenta años de la CEPAL: estructuralismo y neoestructuralismo," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), April.
    16. Freitas, Elton & Queiroz, Arthur Ribeiro & Romero, João Prates, 2023. "Economic complexity and employment in Brazilian states," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), April.
    17. 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.
    18. Fritz, Benedikt & Manduca, Robert, 2021. "The Economic Complexity of US Metropolitan Areas," SocArXiv 2gw9c, Center for Open Science.
    19. 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.
    20. Lo Turco, Alessia & Maggioni, Daniela, 2022. "The knowledge and skill content of production complexity," Research Policy, Elsevier, vol. 51(8).
    21. Margarida Bandeira Morais & Julia Swart & Jacob Arie Jordaan, 2021. "Economic Complexity and Inequality: Does Regional Productive Structure Affect Income Inequality in Brazilian States?," Sustainability, MDPI, vol. 13(2), pages 1-23, January.
    22. Pierre-Alexandre Balland & Ron Boschma & Joan Crespo & David L. Rigby, 2019. "Smart specialization policy in the European Union: relatedness, knowledge complexity and regional diversification," Regional Studies, Taylor & Francis Journals, vol. 53(9), pages 1252-1268, September.
    23. Miguel R. Guevara & Dominik Hartmann & Manuel Aristarán & Marcelo Mendoza & César A. Hidalgo, 2016. "The research space: using career paths to predict the evolution of the research output of individuals, institutions, and nations," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(3), pages 1695-1709, December.
    24. 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.
    25. Flavio L. Pinheiro & Pierre-Alexandre Balland & Ron Boschma & Dominik Hartmann, 2022. "The Dark Side of the Geography of Innovation. Relatedness, Complexity, and Regional Inequality in Europe," Papers in Evolutionary Economic Geography (PEEG) 2202, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jan 2022.
    26. Marcelo Arend & Vinicius Zuniga Fagotti & Glaison Augusto Guerrero & Pedro Cezar Dutra Fonseca & Julimar da Silva Bichara, 2023. "Development strategies and path dependence: Institutional elements for making sense of Brazil's falling behind and South Korea's forging ahead," PSL Quarterly Review, Economia civile, vol. 76(305), pages 155-180.
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