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When computer science is not enough: universities knowledge specializations behind artificial intelligence startups in Italy

Author

Listed:
  • Alessandra Colombelli

    (Politecnico di Torino)

  • Elettra D’Amico

    (Politecnico di Torino)

  • Emilio Paolucci

    (Politecnico di Torino)

Abstract

This paper investigates the role of local knowledge specializations from universities in the artificial intelligence (AI) startup creation process. The empirical analysis is grounded in the Knowledge Spillovers Theory of Entrepreneurship. It provides evidence of the interplay between the presence of university knowledge specializations and the creation of AI startups located in Italian NUTS3 regions. More precisely, we analyze the mix of different types of university knowledge specializations able to foster the creation of AI startups, demonstrating that competencies in technological domains, such as computer science, need to be complemented with domains of applications for the emergence of AI technology. The findings indicate that the creation of AI startups is closely tied to the local knowledge present in the region. The article also proposes an empirical approach to identify and classify innovative startups operating in AI domains. Our work offers important implications for regional innovation policies and the management of AI in entrepreneurship.

Suggested Citation

  • Alessandra Colombelli & Elettra D’Amico & Emilio Paolucci, 2023. "When computer science is not enough: universities knowledge specializations behind artificial intelligence startups in Italy," The Journal of Technology Transfer, Springer, vol. 48(5), pages 1599-1627, October.
    • Handle: RePEc:kap:jtecht:v:48:y:2023:i:5:d:10.1007_s10961-023-10029-7
    DOI: 10.1007/s10961-023-10029-7
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    1. Bartik, Timothy J, 1985. "Business Location Decisions in the United States: Estimates of the Effects of Unionization, Taxes, and Other Characteristics of States," Journal of Business & Economic Statistics, American Statistical Association, vol. 3(1), pages 14-22, January.
    2. Alessandra Colombelli & Antonio De Marco & Emilio Paolucci & Riccardo Ricci & Giuseppe Scellato, 2021. "University technology transfer and the evolution of regional specialization: the case of Turin," The Journal of Technology Transfer, Springer, vol. 46(4), pages 933-960, August.
    3. Tommaso Agasisti & Cristian Barra & Roberto Zotti, 2019. "Research, knowledge transfer, and innovation: The effect of Italian universities’ efficiency on local economic development 2006−2012," Journal of Regional Science, Wiley Blackwell, vol. 59(5), pages 819-849, November.
    4. Ajay Agrawal & Joshua Gans & Avi Goldfarb, 2019. "Economic Policy for Artificial Intelligence," Innovation Policy and the Economy, University of Chicago Press, vol. 19(1), pages 139-159.
    5. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    6. João J. Ferreira & Vanessa Ratten & Léo-Paul Dana, 2017. "Knowledge spillover-based strategic entrepreneurship," International Entrepreneurship and Management Journal, Springer, vol. 13(1), pages 161-167, March.
    7. Edward L. Glaeser & William R. Kerr, 2009. "Local Industrial Conditions and Entrepreneurship: How Much of the Spatial Distribution Can We Explain?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 18(3), pages 623-663, September.
    8. Zoltán J. Ács & Pontus Braunerhjelm & David B. Audretsch & Bo Carlsson, 2015. "The knowledge spillover theory of entrepreneurship," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 7, pages 129-144, Edward Elgar Publishing.
    9. Satish Nambisan, 2017. "Digital Entrepreneurship: Toward a Digital Technology Perspective of Entrepreneurship," Entrepreneurship Theory and Practice, , vol. 41(6), pages 1029-1055, November.
    10. Daron Acemoglu & Pascual Restrepo, 2018. "Artificial Intelligence, Automation, and Work," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 197-236, National Bureau of Economic Research, Inc.
    11. Arnaldo Camuffo & Roberto Grandinetti, 2011. "Italian industrial districts as cognitive systems: Are they still reproducible?," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 23(9-10), pages 815-852, March.
    12. Farhat Chowdhury & Albert N. Link & Martijn Hasselt, 2022. "Public support for research in artificial intelligence: a descriptive study of U.S. Department of Defense SBIR Projects," The Journal of Technology Transfer, Springer, vol. 47(3), pages 762-774, June.
    13. C. Praag & Peter Versloot, 2007. "What is the value of entrepreneurship? A review of recent research," Small Business Economics, Springer, vol. 29(4), pages 351-382, December.
    14. Lynn Wu & Lorin Hitt & Bowen Lou, 2020. "Data Analytics, Innovation, and Firm Productivity," Management Science, INFORMS, vol. 66(5), pages 2017-2039, May.
    15. Angelo Cavallo & Antonio Ghezzi & Cristina Rossi-Lamastra, 2021. "Small-medium enterprises and innovative startups in entrepreneurial ecosystems: exploring an under-remarked relation," International Entrepreneurship and Management Journal, Springer, vol. 17(4), pages 1843-1866, December.
    16. Erik E. Lehmann & Matthias Menter & Katharine Wirsching, 2022. "University spillovers, absorptive capacities, and firm performance," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 12(1), pages 125-150, March.
    17. Rosa Grimaldi & Martin Kenney & Andrea Piccaluga, 2021. "University technology transfer, regional specialization and local dynamics: lessons from Italy," The Journal of Technology Transfer, Springer, vol. 46(4), pages 855-865, August.
    18. Carlton, Dennis W, 1983. "The Location and Employment Choices of New Firms: An Econometric Model with Discrete and Continuous Endogenous Variables," The Review of Economics and Statistics, MIT Press, vol. 65(3), pages 440-449, August.
    19. Mike Wright & Sue Birley & Simon Mosey, 2004. "Entrepreneurship and University Technology Transfer," The Journal of Technology Transfer, Springer, vol. 29(3_4), pages 235-246, August.
    20. Szerb, László & Aidis, Ruta & Acs, Zoltan J., 2013. "The Comparison of the Global Entrepreneurship Monitor and the Global Entrepreneurship and Development Index Methodologies," Foundations and Trends(R) in Entrepreneurship, now publishers, vol. 9(1), pages 1-142, January.
    21. Manuel Acosta & Daniel Coronado & Esther Flores, 2011. "University spillovers and new business location in high-technology sectors: Spanish evidence," Small Business Economics, Springer, vol. 36(3), pages 365-376, April.
    22. Jesús Peña-Vinces & David Audretsch, 2021. "Tertiary education and science as drivers of high-technology exporting firms growth in developing countries," The Journal of Technology Transfer, Springer, vol. 46(6), pages 1734-1757, December.
    23. Michael Fritsch & Yvonne Schindele, 2011. "The Contribution of New Businesses to Regional Employment—An Empirical Analysis," Economic Geography, Taylor & Francis Journals, vol. 87(2), pages 153-180, April.
    24. 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.
    25. J. Klinger & J. Mateos-Garcia & K. Stathoulopoulos, 2018. "Deep learning, deep change? Mapping the development of the Artificial Intelligence General Purpose Technology," Papers 1808.06355, arXiv.org.
    26. Daron Acemoglu & Pascual Restrepo, 2018. "Artificial Intelligence, Automation and Work," Boston University - Department of Economics - Working Papers Series dp-298, Boston University - Department of Economics.
    27. Zucker, Lynne G & Darby, Michael R & Armstrong, Jeff, 1998. "Geographically Localized Knowledge: Spillovers or Markets?," Economic Inquiry, Western Economic Association International, vol. 36(1), pages 65-86, January.
    28. Shohei Nakazato & Mariagrazia Squicciarini, 2021. "Artificial intelligence companies, goods and services: A trademark-based analysis," OECD Science, Technology and Industry Working Papers 2021/06, OECD Publishing.
    29. Wesley M. Cohen & Richard R. Nelson & John P. Walsh, 2003. "Links and Impacts: The Influence of Public Research on Industrial R&D," Chapters, in: Aldo Geuna & Ammon J. Salter & W. Edward Steinmueller (ed.), Science and Innovation, chapter 4, Edward Elgar Publishing.
    30. Audretsch, David B. & Keilbach, Max C. & Lehmann, Erik E., 2006. "Entrepreneurship and Economic Growth," OUP Catalogue, Oxford University Press, number 9780195183511.
    31. Fisher, Greg & Kuratko, Donald F. & Bloodgood, James M. & Hornsby, Jeffrey S., 2017. "Legitimate to whom? The challenge of audience diversity and new venture legitimacy," Journal of Business Venturing, Elsevier, vol. 32(1), pages 52-71.
    32. Marcus Dejardin & Michael Fritsch, 2011. "Entrepreneurial dynamics and regional growth," Small Business Economics, Springer, vol. 36(4), pages 377-382, May.
    33. Marco Vivarelli, 2004. "Are All the Potential Entrepreneurs So Good?," Small Business Economics, Springer, vol. 23(1), pages 41-49, August.
    34. D'Este, P. & Patel, P., 2007. "University-industry linkages in the UK: What are the factors underlying the variety of interactions with industry?," Research Policy, Elsevier, vol. 36(9), pages 1295-1313, November.
    35. Audretsch, David B. & Lehmann, Erik E., 2005. "Does the Knowledge Spillover Theory of Entrepreneurship hold for regions?," Research Policy, Elsevier, vol. 34(8), pages 1191-1202, October.
    36. David B. Audretsch & Oliver Falck & Maryann P. Feldman & Stephan Heblich, 2012. "Local Entrepreneurship in Context," Regional Studies, Taylor & Francis Journals, vol. 46(3), pages 379-389, April.
    37. Martin Obschonka & David B. Audretsch, 2020. "Artificial intelligence and big data in entrepreneurship: a new era has begun," Small Business Economics, Springer, vol. 55(3), pages 529-539, October.
    38. Bessen, James & Impink, Stephen Michael & Reichensperger, Lydia & Seamans, Robert, 2022. "The role of data for AI startup growth," Research Policy, Elsevier, vol. 51(5).
    39. David B. Audretsch, 1995. "Innovation and Industry Evolution," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011468, December.
    40. Marco Vivarelli, 2013. "Is entrepreneurship necessarily good? Microeconomic evidence from developed and developing countries," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 22(6), pages 1453-1495, December.
    41. Barbara Del Bosco & Alice Mazzucchelli & Roberto Chierici & Angelo Di Gregorio, 2021. "Innovative startup creation: the effect of local factors and demographic characteristics of entrepreneurs," International Entrepreneurship and Management Journal, Springer, vol. 17(1), pages 145-164, March.
    42. Dieter F. Kogler & Ronald B. Davies & Changjun Lee & Keungoui Kim, 2023. "Regional knowledge spaces: the interplay of entry-relatedness and entry-potential for technological change and growth," The Journal of Technology Transfer, Springer, vol. 48(2), pages 645-668, April.
    43. Thomas H. Davenport, 2018. "From analytics to artificial intelligence," Journal of Business Analytics, Taylor & Francis Journals, vol. 1(2), pages 73-80, July.
    44. Andrea Bonaccorsi & Massimo Colombo & Massimiliano Guerini & Cristina Rossi-Lamastra, 2013. "University specialization and new firm creation across industries," Small Business Economics, Springer, vol. 41(4), pages 837-863, December.
    45. Frederik von Briel & Per Davidsson & Jan Recker, 2018. "Digital Technologies as External Enablers of New Venture Creation in the IT Hardware Sector," Entrepreneurship Theory and Practice, , vol. 42(1), pages 47-69, January.
    46. Ferran Giones & Kari Kleine & Silke Tegtmeier, 2022. "Students as scientists’ co-pilots at the onset of technology transfer: a two-way learning process," The Journal of Technology Transfer, Springer, vol. 47(5), pages 1373-1394, October.
    47. Paul Bishop & Peter Gripaios, 2010. "Spatial Externalities, Relatedness and Sector Employment Growth in Great Britain," Regional Studies, Taylor & Francis Journals, vol. 44(4), pages 443-454.
    48. Feldman, Maryann P, 2001. "The Entrepreneurial Event Revisited: Firm Formation in a Regional Context," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 861-891, December.
    49. Vanessa Ratten, 2020. "Coronavirus (Covid-19) and the entrepreneurship education community," Journal of Enterprising Communities: People and Places in the Global Economy, Emerald Group Publishing Limited, vol. 14(5), pages 753-764, August.
    50. Niccolò Ghio & Massimiliano Guerini & Cristina Rossi-Lamastra, 2016. "University knowledge and the creation of innovative start-ups: an analysis of the Italian case," Small Business Economics, Springer, vol. 47(2), pages 293-311, August.
    51. Bramwell, Allison & Wolfe, David A., 2008. "Universities and regional economic development: The entrepreneurial University of Waterloo," Research Policy, Elsevier, vol. 37(8), pages 1175-1187, September.
    52. Lee Fleming, 2001. "Recombinant Uncertainty in Technological Search," Management Science, INFORMS, vol. 47(1), pages 117-132, January.
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    More about this item

    Keywords

    Knowledge spillovers; University knowledge specialization; Artificial intelligence; New firm formation; Innovative startups;
    All these keywords.

    JEL classification:

    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship
    • M13 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - New Firms; Startups
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

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