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Estimating investments in General Purpose Technologies. The case of AI Investments in Europe

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Abstract

In spite of a large interest in General Purpose Technologies, it is unclear how much economies invest in their development and diffusion. For example, various sources provide various figures of investments in Artificial Intelligence (AI). This constantly blurs the understanding of the AI-driven revolution among policy makers and business leaders and constraints informed decision making. The current report presents an original and comprehensive methodology to estimate AI investments. It rests on three assumptions: First, it considers AI as a general-purpose technology (GPT). Second, it includes not only investments in the core AI technology, but in complementary assets and capabilities necessary for its adoption. Finally, the methodology recognises different roles that the public and private sectors play in the process of AI creation and implementation. Using this approach, AI investments in Europe are estimated.

Suggested Citation

  • Daniel Nepelski & Maciej Sobolewski, 2020. "Estimating investments in General Purpose Technologies. The case of AI Investments in Europe," JRC Research Reports JRC118953, Joint Research Centre (Seville site).
  • Handle: RePEc:ipt:iptwpa:jrc118953
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    1. Erik Brynjolfsson & Daniel Rock & Chad Syverson, 2021. "The Productivity J-Curve: How Intangibles Complement General Purpose Technologies," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(1), pages 333-372, January.
    2. Carol Corrado & Charles Hulten & Daniel Sichel, 2005. "Measuring Capital and Technology: An Expanded Framework," NBER Chapters, in: Measuring Capital in the New Economy, pages 11-46, National Bureau of Economic Research, Inc.
    3. Carol Corrado & Charles Hulten & Daniel Sichel, 2009. "Intangible Capital And U.S. Economic Growth," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(3), pages 661-685, September.
    4. Daniel Nepelski, 2019. "How to Facilitate Digital Innovation in Europe," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 54(1), pages 47-52, January.
    5. Auerswald, Philip E & Branscomb, Lewis M, 2003. "Valleys of Death and Darwinian Seas: Financing the Invention to Innovation Transition in the United States," The Journal of Technology Transfer, Springer, vol. 28(3-4), pages 227-239, August.
    6. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, Oxford University Press, vol. 117(1), pages 339-376.
    7. Mariana Mazzucato, 2015. "From Market Fixing to Market-Creating: A New Framework for Economic Policy," SPRU Working Paper Series 2015-25, SPRU - Science Policy Research Unit, University of Sussex Business School.
    8. Corrado, Carol & Haskel, Jonathan & Jona-Lasinio, Cecilia & Iommi, Massimiliano, 2016. "Intangible investment in the EU and US before and since the Great Recession and its contribution to productivity growth," EIB Working Papers 2016/08, European Investment Bank (EIB).
    9. Mariana Mazzucato, 2016. "From market fixing to market-creating: a new framework for innovation policy," Industry and Innovation, Taylor & Francis Journals, vol. 23(2), pages 140-156, February.
    10. Montserrat Lopez-Cobo & Giuditta De Prato & Georgios Alaveras & Riccardo Righi & Sofia Samoili & Jiri Hradec & Lukasz Ziemba & Katarzyna Pogorzelska & Melisande Cardona, 2019. "Academic offer and demand for advanced profiles in the EU. Artificial Intelligence, High Performance Computing and Cybersecurity," JRC Research Reports JRC113966, Joint Research Centre (Seville site).
    11. Carol Corrado & John Haltiwanger & Daniel Sichel, 2005. "Measuring Capital in the New Economy," NBER Books, National Bureau of Economic Research, Inc, number corr05-1, January.
    12. Manuel Trajtenberg, 2018. "Artificial Intelligence as the Next GPT: A Political-Economy Perspective," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 175-186, National Bureau of Economic Research, Inc.
    13. Trajtenberg, Manuel, 2018. "AI as the next GPT: a Political-Economy Perspective," CEPR Discussion Papers 12721, C.E.P.R. Discussion Papers.
    14. Braganza, Ashley & Brooks, Laurence & Nepelski, Daniel & Ali, Maged & Moro, Russ, 2017. "Resource management in big data initiatives: Processes and dynamic capabilities," Journal of Business Research, Elsevier, vol. 70(C), pages 328-337.
    15. Carol Corrado & John Haltiwanger & Daniel Sichel, 2005. "Introduction to "Measuring Capital in the New Economy"," NBER Chapters, in: Measuring Capital in the New Economy, pages 1-10, National Bureau of Economic Research, Inc.
    16. Liliya Oxtorp, 2014. "Dynamic managerial capability of technology-based international new ventures—a basis for their long-term competitive advantage," Journal of International Entrepreneurship, Springer, vol. 12(4), pages 389-420, December.
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    Keywords

    General Purpose Technology; GPT; Artificial Intelligence; AI; digital technologies; investments; intangibles; Europe;
    All these keywords.

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