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Transformational complexity, systemic complexity and economic development

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  • Natera, Jose Miguel
  • Castellacci, Fulvio

Abstract

Economic development is a multi-dimensional and co-evolutionary process, in which several factors interact with each other in a complex manner. The paper develops two new notions of economic complexity based on the study of interactions between different development factors. (1) Transformational complexity denotes a country's pace of structural transformations over time, arguing that an economy is more complex if a large number of factors are able to drive the system out-of-equilibrium and towards new growth paths. (2) Systemic complexity represents a country's overall density of causal relationships that link together its development factors, based on the idea that an economy is more complex if its growth path is simultaneously driven by several co-evolving factors. We build up a system dynamics model that develops these ideas, and then test its predictions using time series analysis. Making use of the Johansen cointegration approach, and using annual time series data for the period 1970-2015, we apply the new notions of complexity to the study of economic development for 134 countries. The results show that transformational complexity is positively correlated with GDP per capita growth during the period, and that systemic complexity is positively correlated with the level of GDP per capita at the end of the time span. Our results suggest that there may be different paths to achieve greater complexity and economic growth, depending on the core set of capabilities that each national system has, and that it is able to develop over time.

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  • Natera, Jose Miguel & Castellacci, Fulvio, 2021. "Transformational complexity, systemic complexity and economic development," Research Policy, Elsevier, vol. 50(7).
    • Handle: RePEc:eee:respol:v:50:y:2021:i:7:s0048733321000780
    DOI: 10.1016/j.respol.2021.104275
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    1. Halbert White & Xun Lu, 2010. "Granger Causality and Dynamic Structural Systems," Journal of Financial Econometrics, Oxford University Press, vol. 8(2), pages 193-243, spring.
    2. Howitt, Peter & Mayer-Foulkes, David, 2005. "R&D, Implementation, and Stagnation: A Schumpeterian Theory of Convergence Clubs," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(1), pages 147-177, February.
    3. Durlauf, Steven N. & Johnson, Paul A. & Temple, Jonathan R.W., 2005. "Growth Econometrics," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.),Handbook of Economic Growth, edition 1, volume 1, chapter 8, pages 555-677, Elsevier.
    4. Galor, Oded, 2005. "From Stagnation to Growth: Unified Growth Theory," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 4, pages 171-293, Elsevier.
    5. Daron Acemoglu & Philippe Aghion & Fabrizio Zilibotti, 2006. "Distance to Frontier, Selection, and Economic Growth," Journal of the European Economic Association, MIT Press, vol. 4(1), pages 37-74, March.
    6. 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.
    7. Cristiano Antonelli (ed.), 2011. "Handbook on the Economic Complexity of Technological Change," Books, Edward Elgar Publishing, number 13391.
    8. Christopher A. Pissarides & Marie Ange Veganzones-Varoudakis, 2006. "Labor Markets and Economic Growth in the MENA Region," Contributions to Economic Analysis, in: Explaining Growth in the Middle East, pages 137-157, Emerald Group Publishing Limited.
    9. Castellacci, Fulvio & Natera, Jose Miguel, 2013. "The dynamics of national innovation systems: A panel cointegration analysis of the coevolution between innovative capability and absorptive capacity," Research Policy, Elsevier, vol. 42(3), pages 579-594.
    10. Felipe, Jesus & Kumar, Utsav & Abdon, Arnelyn & Bacate, Marife, 2012. "Product complexity and economic development," Structural Change and Economic Dynamics, Elsevier, vol. 23(1), pages 36-68.
    11. Alessandra Colombelli & Nick von Tunzelmann, 2011. "The Persistence of Innovation and Path Dependence," Chapters, in: Cristiano Antonelli (ed.), Handbook on the Economic Complexity of Technological Change, chapter 4, Edward Elgar Publishing.
    12. Castellacci, Fulvio & Natera, Jose Miguel, 2016. "Innovation, absorptive capacity and growth heterogeneity: Development paths in Latin America 1970–2010," Structural Change and Economic Dynamics, Elsevier, vol. 37(C), pages 27-42.
    13. Verónica Robert & Gabriel Yoguel & Octavio Lerena, 2017. "The ontology of complexity and the neo-Schumpeterian evolutionary theory of economic change," Journal of Evolutionary Economics, Springer, vol. 27(4), pages 761-793, September.
    14. Jonathan Temple, 2005. "Dual Economy Models: A Primer For Growth Economists," Manchester School, University of Manchester, vol. 73(4), pages 435-478, July.
    15. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    16. Papageorgiou, Chris, 2002. "Trade as a threshold variable for multiple regimes," Economics Letters, Elsevier, vol. 77(1), pages 85-91, September.
    17. Steven N. Durlauf, 1993. "Nonergodic Economic Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(2), pages 349-366.
    18. Castellacci, Fulvio & Archibugi, Daniele, 2008. "The technology clubs: The distribution of knowledge across nations," Research Policy, Elsevier, vol. 37(10), pages 1659-1673, December.
    19. 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, April.
    20. Fulvio Castellacci, 2007. "Evolutionary And New Growth Theories. Are They Converging?," Journal of Economic Surveys, Wiley Blackwell, vol. 21(3), pages 585-627, July.
    21. Pierre-Alexandre Balland & David Rigby, 2017. "The Geography of Complex Knowledge," Economic Geography, Taylor & Francis Journals, vol. 93(1), pages 1-23, January.
    22. John Foster & Werner Hölzl (ed.), 2004. "Applied Evolutionary Economics and Complex Systems," Books, Edward Elgar Publishing, number 3061.
    23. Giuseppe De Luca & Jan R. Magnus, 2011. "Bayesian model averaging and weighted-average least squares: Equivariance, stability, and numerical issues," Stata Journal, StataCorp LP, vol. 11(4), pages 518-544, December.
    24. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-1580, November.
    25. Ricardo Hausmann & César Hidalgo, 2011. "The network structure of economic output," Journal of Economic Growth, Springer, vol. 16(4), pages 309-342, December.
    26. Verónica Robert & Gabriel Yoguel, 2011. "The Complex Dynamics of Economic Development," Chapters, in: Cristiano Antonelli (ed.), Handbook on the Economic Complexity of Technological Change, chapter 17, Edward Elgar Publishing.
    27. Cristiano Antonelli, 2011. "The Economic Complexity of Technological Change: Knowledge Interaction and Path Dependence," Chapters, in: Cristiano Antonelli (ed.), Handbook on the Economic Complexity of Technological Change, chapter 1, Edward Elgar Publishing.
    28. Fagerberg, Jan & Srholec, Martin, 2008. "National innovation systems, capabilities and economic development," Research Policy, Elsevier, vol. 37(9), pages 1417-1435, October.
    29. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    30. Castellacci, Fulvio, 2018. "Co-evolutionary growth: A system dynamics model," Economic Modelling, Elsevier, vol. 70(C), pages 272-287.
    31. Castellacci, Fulvio & Natera, Jose Miguel, 2011. "A new panel dataset for cross-country analyses of national systems, growth and development (CANA)," MPRA Paper 28376, University Library of Munich, Germany.
    32. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    33. Granger, C. W. J., 1988. "Some recent development in a concept of causality," Journal of Econometrics, Elsevier, vol. 39(1-2), pages 199-211.
    34. Philippe Aghion & Steven Durlauf (ed.), 2005. "Handbook of Economic Growth," Handbook of Economic Growth, Elsevier, edition 1, volume 1, number 1.
    35. Fulvio Castellacci, 2011. "Closing the Technology Gap?," Review of Development Economics, Wiley Blackwell, vol. 15(1), pages 180-197, February.
    36. Varsakelis, Nikos C., 2006. "Education, political institutions and innovative activity: A cross-country empirical investigation," Research Policy, Elsevier, vol. 35(7), pages 1083-1090, September.
    37. J. Stanley Metcalfe & John Foster (ed.), 2004. "Evolution and Economic Complexity," Books, Edward Elgar Publishing, number 3216.
    38. Costas Azariadis & Allan Drazen, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(2), pages 501-526.
    39. Costantini, Valeria & Martini, Chiara, 2010. "The causality between energy consumption and economic growth: A multi-sectoral analysis using non-stationary cointegrated panel data," Energy Economics, Elsevier, vol. 32(3), pages 591-603, May.
    40. Hildegunn Stokke, 2004. "Technology adoption and multiple growth paths: An intertemporal general equilibrium analysis of the catch-up process in Thailand," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 140(1), pages 80-109, March.
    41. Kelly, Morgan, 2001. "Linkages, Thresholds, and Development," Journal of Economic Growth, Springer, vol. 6(1), pages 39-53, March.
    42. Peter Howitt, 2000. "Endogenous Growth and Cross-Country Income Differences," American Economic Review, American Economic Association, vol. 90(4), pages 829-846, September.
    43. Jonathan R. W. Temple, 2005. "Growth and Wage Inequality in a Dual Economy," Bulletin of Economic Research, Wiley Blackwell, vol. 57(2), pages 145-169, April.
    44. 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.
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