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The long-term evolution of technological complexity and its relationship with economic growth

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  • Tom Broekel
  • Torben Klarl

Abstract

Innovations are widely accepted as fundamental drivers of economic growth by increasing productivity and creating new markets. However, empirical evidence on the long-term relationship between technological progress and economic growth remains scarce, with few studies considering shifts in technologies’ fundamental properties, such as their degree of complexity. Yet, higher levels of complexity are argued to increase technologies’ economic potential, and consequently, ignoring this dimension of technologies provides an incomplete picture of innovations’ growth effects. We address this research gap by exploring the relationship between economic growth and technological complexity over more than 170 years in the United States (US). Utilizing patent data, the concept of the complexity frontier, and partial wavelet analysis, we find that economic growth has not been driven by patented innovation and technological complexity for most of this period. However, since the beginning of the ICT revolution in the 1990s, it has significantly contributed to GDP growth.

Suggested Citation

  • Tom Broekel & Torben Klarl, 2024. "The long-term evolution of technological complexity and its relationship with economic growth," Papers in Evolutionary Economic Geography (PEEG) 2427, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Sep 2024.
  • Handle: RePEc:egu:wpaper:2427
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    1. 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.
    2. Olav Sorenson & Jan W. Rivkin & Lee Fleming, 2010. "Complexity, Networks and Knowledge Flows," Chapters, in: Ron Boschma & Ron Martin (ed.), The Handbook of Evolutionary Economic Geography, chapter 15, Edward Elgar Publishing.
    3. Nelson, Richard R & Winter, Sidney G, 1982. "The Schumpeterian Tradeoff Revisited," American Economic Review, American Economic Association, vol. 72(1), pages 114-132, March.
    4. Robert J. Gordon, 2016. "The Rise and Fall of American Growth: The U.S. Standard of Living since the Civil War," Economics Books, Princeton University Press, edition 1, number 10544, December.
    5. Nast, Carolin & Broekel, Tom & Entner, Doris, 2024. "Fueling the fire? How government support drives technological progress and complexity," Research Policy, Elsevier, vol. 53(6).
    6. 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.
    7. Nicholas Bloom & Charles I. Jones & John Van Reenen & Michael Webb, 2020. "Are Ideas Getting Harder to Find?," American Economic Review, American Economic Association, vol. 110(4), pages 1104-1144, April.
    8. David L. Rigby & Christoph Roesler & Dieter Kogler & Ron Boschma & Pierre-Alexandre Balland, 2022. "Do EU regions benefit from Smart Specialisation principles?," Regional Studies, Taylor & Francis Journals, vol. 56(12), pages 2058-2073, December.
    9. Teixeira, Aurora A.C. & Queirós, Anabela S.S., 2016. "Economic growth, human capital and structural change: A dynamic panel data analysis," Research Policy, Elsevier, vol. 45(8), pages 1636-1648.
    10. Stephen D. Oliner & Daniel E. Sichel, 2000. "The Resurgence of Growth in the Late 1990s: Is Information Technology the Story?," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 3-22, Fall.
    11. Kerr, William R., 2010. "Breakthrough inventions and migrating clusters of innovation," Journal of Urban Economics, Elsevier, vol. 67(1), pages 46-60, January.
    12. 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).
    13. Inklaar, Robert & de Jong, Harmen & Bolt, Jutta & van Zanden, Jan, 2018. "Rebasing 'Maddison': new income comparisons and the shape of long-run economic development," GGDC Research Memorandum GD-174, Groningen Growth and Development Centre, University of Groningen.
    14. Aguiar-Conraria, Luis & Martins, Manuel M.F. & Soares, Maria Joana, 2018. "Estimating the Taylor rule in the time-frequency domain," Journal of Macroeconomics, Elsevier, vol. 57(C), pages 122-137.
    15. Aghion, Philippe & David, Paul A. & Foray, Dominique, 2009. "Science, technology and innovation for economic growth: Linking policy research and practice in 'STIG Systems'," Research Policy, Elsevier, vol. 38(4), pages 681-693, May.
    16. Bruce Kogut & Udo Zander, 1992. "Knowledge of the Firm, Combinative Capabilities, and the Replication of Technology," Organization Science, INFORMS, vol. 3(3), pages 383-397, August.
    17. Torben Klarl, 2016. "The nexus between housing and GDP re-visited: A wavelet coherence view on housing and GDP for the U.S," Economics Bulletin, AccessEcon, vol. 36(2), pages 704-720.
    18. Paul A. David & Gavin Wright, 1999. "Early Twentieth Century Productivity Growth Dynamics: An Inquiry into the Economic History of "Our Ignorance"," Oxford University Economic and Social History Series _033, Economics Group, Nuffield College, University of Oxford.
    19. Carlino, Gerald A. & Chatterjee, Satyajit & Hunt, Robert M., 2007. "Urban density and the rate of invention," Journal of Urban Economics, Elsevier, vol. 61(3), pages 389-419, May.
    20. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    21. Lars Mewes & Tom Broekel, 2020. "Subsidized to change? The impact of R&D policy on regional technological diversification," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 65(1), pages 221-252, August.
    22. Tom Broekel & Louis Knuepling & Lars Mewes, 2023. "Boosting, sorting and complexity—urban scaling of innovation around the world," Journal of Economic Geography, Oxford University Press, vol. 23(5), pages 979-1016.
    23. Paul David & Gavin Wright, 1999. "Early Twentieth Century Productivity Growth Dynamics: An Inquiry into the Economic History of Our Ignorance," Oxford Economic and Social History Working Papers _033, University of Oxford, Department of Economics.
    24. Lee, Jong-Wha & Lee, Hanol, 2016. "Human capital in the long run," Journal of Development Economics, Elsevier, vol. 122(C), pages 147-169.
    25. Paula E. Stephan, 2010. "The Economics of Science - Funding for Research," ICER Working Papers 12-2010, ICER - International Centre for Economic Research.
    26. 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.
    27. Pier Paolo Saviotti, 2011. "Knowledge, Complexity and Networks," Chapters, in: Cristiano Antonelli (ed.), Handbook on the Economic Complexity of Technological Change, chapter 6, Edward Elgar Publishing.
    28. Alfonso Gambardella & Sohvi Heaton & Elena Novelli & David J. Teece, 2021. "Profiting from Enabling Technologies?," Strategy Science, INFORMS, vol. 6(1), pages 75-90, March.
    29. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    30. Valery S. Katkalo & Christos N. Pitelis & David J. Teece, 2010. "Introduction: On the nature and scope of dynamic capabilities," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(4), pages 1175-1186, August.
    31. 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).
    32. Flor, Michael A. & Klarl, Torben, 2017. "On the cyclicity of regional house prices: New evidence for U.S. metropolitan statistical areas," Journal of Economic Dynamics and Control, Elsevier, vol. 77(C), pages 134-156.
    33. Pierre-Alexandre Balland & Cristian Jara-Figueroa & Sergio G. Petralia & Mathieu P. A. Steijn & David L. Rigby & César A. Hidalgo, 2020. "Complex economic activities concentrate in large cities," Nature Human Behaviour, Nature, vol. 4(3), pages 248-254, March.
    34. 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.
    35. Stephan, Paula E., 2010. "The Economics of Science," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 217-273, Elsevier.
    36. Knut Blind & Andre Jungmittag, 2008. "The impact of patents and standards on macroeconomic growth: a panel approach covering four countries and 12 sectors," Journal of Productivity Analysis, Springer, vol. 29(1), pages 51-60, February.
    37. Freeman, Chris & Louca, Francisco, 2002. "As Time Goes By: From the Industrial Revolutions to the Information Revolution," OUP Catalogue, Oxford University Press, number 9780199251056.
    38. Sweet, Cassandra & Eterovic, Dalibor, 2019. "Do patent rights matter? 40 years of innovation, complexity and productivity," World Development, Elsevier, vol. 115(C), pages 78-93.
    39. Rinaldo Evangelista & Valentina Meliciani & Antonio Vezzani, 2018. "Specialisation in key enabling technologies and regional growth in Europe," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 27(3), pages 273-289, April.
    40. repec:dgr:rugccs:200311 is not listed on IDEAS
    41. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    42. Peter Howitt, 1999. "Steady Endogenous Growth with Population and R & D Inputs Growing," Journal of Political Economy, University of Chicago Press, vol. 107(4), pages 715-730, August.
    43. Luís Aguiar‐Conraria & Pedro C. Magalhães & Maria Joana Soares, 2012. "Cycles in Politics: Wavelet Analysis of Political Time Series," American Journal of Political Science, John Wiley & Sons, vol. 56(2), pages 500-518, April.
    44. Bart van Ark & Robert Inklaar & Robert H. McGuckin, 2003. "ICT and Productivity in Europe and the United States Where Do the Differences Come From?," CESifo Economic Studies, CESifo Group, vol. 49(3), pages 295-318.
    45. Antony, Jürgen & Klarl, Torben, 2020. "Estimating the income inequality-health relationship for the United States between 1941 and 2015: Will the relevant frequencies please stand up?," The Journal of the Economics of Ageing, Elsevier, vol. 17(C).
    46. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    47. Ark, Bart van & Inklaar, Robert & McGuckin, Robert H., 2003. "ICT and productivity in Europe and the United States," CCSO Working Papers 200311, University of Groningen, CCSO Centre for Economic Research.
    48. Bresnahan, Timothy F. & Trajtenberg, M., 1995. "General purpose technologies 'Engines of growth'?," Journal of Econometrics, Elsevier, vol. 65(1), pages 83-108, January.
    49. Cohen, Wesley M., 2010. "Fifty Years of Empirical Studies of Innovative Activity and Performance," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 129-213, Elsevier.
    50. Grimaldi, Rosa & Torrisi, Salvatore, 2001. "Codified-tacit and general-specific knowledge in the division of labour among firms: A study of the software industry," Research Policy, Elsevier, vol. 30(9), pages 1425-1442, December.
    51. Stephen D. Oliner & Daniel E. Sichel, 2000. "The resurgence of growth in the late 1990s: is information technology the story?," Proceedings, Federal Reserve Bank of San Francisco.
    52. Gordon, Robert J., 2018. "Declining American economic growth despite ongoing innovation," Explorations in Economic History, Elsevier, vol. 69(C), pages 1-12.
    53. Bloom, Nicholas & Jones, Charles I & Reenen, John Van & Webb, Michael, 2017. "Are ideas getting harder to find?," LSE Research Online Documents on Economics 86588, London School of Economics and Political Science, LSE Library.
    54. Fleming, Lee & Sorenson, Olav, 2001. "Technology as a complex adaptive system: evidence from patent data," Research Policy, Elsevier, vol. 30(7), pages 1019-1039, August.
    55. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    56. Mihaela Iulia Pintea & Peter Thompson, 2007. "Technological Complexity and Economic Growth," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 10(2), pages 276-293, April.
    57. Fabio Verona, 2020. "Investment, Tobin's Q, and Cash Flow Across Time and Frequencies," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(2), pages 331-346, April.
    58. Knut Blind & Florian Ramel & Charlotte Rochell, 2022. "The influence of standards and patents on long-term economic growth," The Journal of Technology Transfer, Springer, vol. 47(4), pages 979-999, August.
    59. Luís Aguiar-Conraria & Pedro Magalhães & Maria Soares, 2013. "The nationalization of electoral cycles in the United States: a wavelet analysis," Public Choice, Springer, vol. 156(3), pages 387-408, September.
    60. Hall, Bronwyn H. & Rosenberg, Nathan, 2010. "Introduction to the Handbook," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 3-9, Elsevier.
    61. Keith Waters & Shade T. Shutters & Guilherme Ferraz de Arruda, 2022. "Impacts of Skill Centrality on Regional Economic Productivity and Occupational Income," Complexity, Hindawi, vol. 2022, pages 1-7, February.
    62. Flavio L. Pinheiro & Pierre-Alexandre Balland & Ron Boschma & Dominik Hartmann, 2025. "The dark side of the geography of innovation: relatedness, complexity and regional inequality in Europe," Regional Studies, Taylor & Francis Journals, vol. 59(1), pages 2106362-210, December.
    63. 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.
    64. Luís Aguiar-Conraria & Maria Joana Soares, 2014. "The Continuous Wavelet Transform: Moving Beyond Uni- And Bivariate Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 28(2), pages 344-375, April.
    65. Udo Zander & Bruce Kogut, 1995. "Knowledge and the Speed of the Transfer and Imitation of Organizational Capabilities: An Empirical Test," Organization Science, INFORMS, vol. 6(1), pages 76-92, February.
    66. B. Zorina Khan, 2005. "The Democratization of Invention: Patents and Copyrights in American Economic Development, 1790–1920," NBER Books, National Bureau of Economic Research, Inc, number khan05-1, December.
    67. repec:fth:harver:1473 is not listed on IDEAS
    68. Santiago Perez Balsalobre & Carlos Llano Verduras & Jorge Diaz-Lanchas, 2019. "Measuring subnational economic complexity: An application with Spanish data," JRC Working Papers on Territorial Modelling and Analysis 2019-05, Joint Research Centre.
    69. Mewes, Lars & Broekel, Tom, 2022. "Technological complexity and economic growth of regions," Research Policy, Elsevier, vol. 51(8).
    70. 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.
    71. Tom Broekel, 2019. "Using structural diversity to measure the complexity of technologies," PLOS ONE, Public Library of Science, vol. 14(5), pages 1-23, May.
    72. Jason Deegan & Tom Broekel & Rune Dahl Fitjar, 2021. "Searching through the Haystack:The Relatedness and Complexity of Priorities in Smart Specialization Strategies," Economic Geography, Taylor & Francis Journals, vol. 97(5), pages 497-520, October.
    73. Dirk Pilat, 2005. "The ICT Productivity Paradox: Insights from Micro Data," OECD Economic Studies, OECD Publishing, vol. 2004(1), pages 37-65.
    74. Pierre-Alexandre Balland & David Rigby, 2017. "The Geography of Complex Knowledge," Economic Geography, Taylor & Francis Journals, vol. 93(1), pages 1-23, January.
    75. Mastrogiorgio, Mariano & Gilsing, Victor, 2016. "Innovation through exaptation and its determinants: The role of technological complexity, analogy making & patent scope," Research Policy, Elsevier, vol. 45(7), pages 1419-1435.
    76. David J. TEECE, 2008. "Profiting from technological innovation: Implications for integration, collaboration, licensing and public policy," World Scientific Book Chapters, in: The Transfer And Licensing Of Know-How And Intellectual Property Understanding the Multinational Enterprise in the Modern World, chapter 5, pages 67-87, World Scientific Publishing Co. Pte. Ltd..
    77. Bernardo S Buarque & Ronald B Davies & Ryan M Hynes & Dieter F Kogler, 2020. "OK Computer: the creation and integration of AI in Europe," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 13(1), pages 175-192.
    78. Jan W. Rivkin, 2000. "Imitation of Complex Strategies," Management Science, INFORMS, vol. 46(6), pages 824-844, June.
    79. Powell, Walter W. & Giannella, Eric, 2010. "Collective Invention and Inventor Networks," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 575-605, Elsevier.
    80. Cowan, Robin & David, Paul A & Foray, Dominique, 2000. "The Explicit Economics of Knowledge Codification and Tacitness," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 9(2), pages 211-253, June.
    81. Frank van der Wouden, 2020. "A history of collaboration in US invention: changing patterns of co-invention, complexity and geography," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 29(3), pages 599-619.
    82. Nelson, Richard R & Wright, Gavin, 1992. "The Rise and Fall of American Technological Leadership: The Postwar Era in Historical Perspective," Journal of Economic Literature, American Economic Association, vol. 30(4), pages 1931-1964, December.
    83. Iscan Talan, 2010. "How Much Can Engel's Law and Baumol's Disease Explain the Rise of Service Employment in the United States?," The B.E. Journal of Macroeconomics, De Gruyter, vol. 10(1), pages 1-43, September.
    84. C'esar A. Hidalgo, 2022. "The Policy Implications of Economic Complexity," Papers 2205.02164, arXiv.org, revised Aug 2023.
    85. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • N10 - Economic History - - Macroeconomics and Monetary Economics; Industrial Structure; Growth; Fluctuations - - - General, International, or Comparative

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