IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp17206.html
   My bibliography  Save this paper

The Knowledge Spillover Theory of Entrepreneurship and Innovation (KSTE+I) Approach and the Advent of AI Technologies: Evidence from the European Regions

Author

Listed:
  • D’Alessandro, Francesco

    (Università Cattolica del Sacro Cuore)

  • Santarelli, Enrico

    (University of Bologna)

  • Vivarelli, Marco

    (Università Cattolica del Sacro Cuore)

Abstract

In this paper we integrate the insights of the Knowledge Spillover Theory of Entrepreneurship and Innovation (KSTE+I) with Schumpeter's idea that innovative entrepreneurs creatively apply available local knowledge, possibly mediated by Marshallian, Jacobian and Porter spillovers. In more detail, in this study we assess the degree of pervasiveness and the level of opportunities brought about by AI technologies by testing the possible correlation between the regional AI knowledge stock and the number of new innovative ventures (that is startups patenting in any technological field in the year of their foundation). Empirically, by focusing on 287 Nuts-2 European regions, we test whether the local AI stock of knowledge exerts an enabling role in fostering innovative entry within AI-related local industries (AI technologies as focused enablers) and within non AI-related local industries, as well (AI technologies as generalised enablers). Results from Negative Binomial fixed-effect and Poisson fixed-effect regressions (controlled for a variety of concurrent drivers of entrepreneurship) reveal that the local AI knowledge stock does promote the spread of innovative startups, so supporting both the KSTE+I approach and the enabling role of AI technologies; however, this relationship is confirmed only with regard to the sole high-tech/AI-related industries.

Suggested Citation

  • D’Alessandro, Francesco & Santarelli, Enrico & Vivarelli, Marco, 2024. "The Knowledge Spillover Theory of Entrepreneurship and Innovation (KSTE+I) Approach and the Advent of AI Technologies: Evidence from the European Regions," IZA Discussion Papers 17206, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp17206
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp17206.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Enrico Santarelli & Martin Carree & Ingrid Verheul, 2009. "Unemployment and Firm Entry and Exit: An Update on a Controversial Relationship," Regional Studies, Taylor & Francis Journals, vol. 43(8), pages 1061-1073.
    2. Dwivedi, Yogesh K. & Hughes, Laurie & Ismagilova, Elvira & Aarts, Gert & Coombs, Crispin & Crick, Tom & Duan, Yanqing & Dwivedi, Rohita & Edwards, John & Eirug, Aled & Galanos, Vassilis & Ilavarasan, , 2021. "Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy," International Journal of Information Management, Elsevier, vol. 57(C).
    3. Bronwyn H. Hall & Adam Jaffe & Manuel Trajtenberg, 2005. "Market Value and Patent Citations," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 16-38, Spring.
    4. Colombelli, Alessandra & Krafft, Jackie & Vivarelli, Marco, 2016. "To Be Born Is Not Enough: The Key Role of Innovative Startups," IZA Discussion Papers 9733, Institute of Labor Economics (IZA).
    5. Erik Stam, 2015. "Entrepreneurial Ecosystems and Regional Policy: A Sympathetic Critique," European Planning Studies, Taylor & Francis Journals, vol. 23(9), pages 1759-1769, September.
    6. Bo Carlsson & Zoltán J. Ács & David B. Audretsch & Pontus Braunerhjelm, 2015. "Knowledge creation, entrepreneurship, and economic growth: a historical review," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 5, pages 71-107, Edward Elgar Publishing.
    7. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    8. Dominic Chalmers & Niall G. MacKenzie & Sara Carter, 2021. "Artificial Intelligence and Entrepreneurship: Implications for Venture Creation in the Fourth Industrial Revolution," Entrepreneurship Theory and Practice, , vol. 45(5), pages 1028-1053, September.
    9. Enrico Santarelli & Jacopo Staccioli & Marco Vivarelli, 2023. "Automation and related technologies: a mapping of the new knowledge base," The Journal of Technology Transfer, Springer, vol. 48(2), pages 779-813, April.
    10. Wim Naudé & Melissa Siegel & Katrin Marchand, 2017. "Migration, entrepreneurship and development: critical questions," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 6(1), pages 1-16, December.
    11. Ryan Decker & John Haltiwanger & Ron Jarmin & Javier Miranda, 2014. "The Role of Entrepreneurship in US Job Creation and Economic Dynamism," Journal of Economic Perspectives, American Economic Association, vol. 28(3), pages 3-24, Summer.
    12. Hausman, Jerry & Hall, Bronwyn H & Griliches, Zvi, 1984. "Econometric Models for Count Data with an Application to the Patents-R&D Relationship," Econometrica, Econometric Society, vol. 52(4), pages 909-938, July.
    13. 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.
    14. Foti, Alessandro & Vivarelli, Marco, 1994. "An Econometric Test of the Self-Employment Model: The Case of Italy," Small Business Economics, Springer, vol. 6(2), pages 81-93, April.
    15. Dosi, Giovanni, 1993. "Technological paradigms and technological trajectories : A suggested interpretation of the determinants and directions of technical change," Research Policy, Elsevier, vol. 22(2), pages 102-103, April.
    16. Pamela Adams & Roberto Fontana & Franco Malerba, 2016. "User-Industry Spinouts: Downstream Industry Knowledge as a Source of New Firm Entry and Survival," Organization Science, INFORMS, vol. 27(1), pages 18-35, February.
    17. 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.
    18. Haifeng Qian & Zoltán J. Ács, 2015. "An absorptive capacity theory of knowledge spillover entrepreneurship," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 9, pages 161-173, Edward Elgar Publishing.
    19. Mariacristina Piva & Marco Vivarelli, 2005. "Innovation and Employment: Evidence from Italian Microdata," Journal of Economics, Springer, vol. 86(1), pages 65-83, October.
    20. Martin Carree & Antonio Malva & Enrico Santarelli, 2014. "The contribution of universities to growth: empirical evidence for Italy," The Journal of Technology Transfer, Springer, vol. 39(3), pages 393-414, June.
    21. Jongho Lee & Keun Lee, 2021. "Is the fourth industrial revolution a continuation of the third industrial revolution or something new under the sun? Analyzing technological regimes using US patent data [Vertical integration and ," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 30(1), pages 137-159.
    22. David Audretsch & Maksim Belitski, 2013. "The missing pillar: the creativity theory of knowledge spillover entrepreneurship," Small Business Economics, Springer, vol. 41(4), pages 819-836, December.
    23. Abraham K. Song, 2019. "The Digital Entrepreneurial Ecosystem—a critique and reconfiguration," Small Business Economics, Springer, vol. 53(3), pages 569-590, October.
    24. Takashi Inaba & Mariagrazia Squicciarini, 2017. "ICT: A new taxonomy based on the international patent classification," OECD Science, Technology and Industry Working Papers 2017/1, OECD Publishing.
    25. Kai-Yu Hsieh & Freek Vermeulen, 2014. "The Structure of Competition: How Competition Between One’s Rivals Influences Imitative Market Entry," Organization Science, INFORMS, vol. 25(1), pages 299-319, February.
    26. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    27. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    28. Sergio Correia & Paulo Guimarães & Tom Zylkin, 2020. "Fast Poisson estimation with high-dimensional fixed effects," Stata Journal, StataCorp LP, vol. 20(1), pages 95-115, March.
    29. Tyna Eloundou & Sam Manning & Pamela Mishkin & Daniel Rock, 2023. "GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models," Papers 2303.10130, arXiv.org, revised Aug 2023.
    30. Giovanni Dosi, 2000. "Sources, Procedures, and Microeconomic Effects of Innovation," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 2, pages 63-114, Edward Elgar Publishing.
    31. Colombelli, Alessandra & Quatraro, Francesco, 2018. "New firm formation and regional knowledge production modes: Italian evidence," Research Policy, Elsevier, vol. 47(1), pages 139-157.
    32. Catalina Martínez, 2011. "Patent families: When do different definitions really matter?," Scientometrics, Springer;Akadémiai Kiadó, vol. 86(1), pages 39-63, January.
    33. Müge Adalet McGowan & Dan Andrews & Valentine Millot & Thorsten BeckManaging Editor, 2018. "The walking dead? Zombie firms and productivity performance in OECD countries," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 33(96), pages 685-736.
    34. 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.
    35. Pamela Adams & Roberto Fontana & Franco Malerba, 2019. "Linking vertically related industries: entry by employee spinouts across industry boundaries," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(3), pages 529-550.
    36. Florian Seliger & Gaéran de Rassenfosse & Jan Kozak, 2019. "Geocoding of worldwide patent data," KOF Working papers 19-458, KOF Swiss Economic Institute, ETH Zurich.
    37. Panagiotis Kotsios & Aglaia Gkampoura & Vaios Kotsios, 2015. "The Effect of Research & Development Investments on New Firm Entry," Research in World Economy, Research in World Economy, Sciedu Press, vol. 6(1), pages 112-117, March.
    38. Cristiano Antonelli & Gianluca Orsatti & Guido Pialli, 2023. "The knowledge-intensive direction of technological change," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(1), pages 1-27, March.
    39. Emanuela Carbonara & Enrico Santarelli & Martin Obschonka & Hien Thu Tran & Jeff Potter & Samuel D Gosling, 2018. "Agency culture, constitutional provisions and entrepreneurship: a cross-country analysis," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(3), pages 507-524.
    40. Breschi, Stefano & Malerba, Franco & Orsenigo, Luigi, 2000. "Technological Regimes and Schumpeterian Patterns of Innovation," Economic Journal, Royal Economic Society, vol. 110(463), pages 388-410, April.
    41. Nils Grashof & Alexander Kopka, 2023. "Artificial intelligence and radical innovation: an opportunity for all companies?," Small Business Economics, Springer, vol. 61(2), pages 771-797, August.
    42. Robert E. Lucas Jr., 1978. "On the Size Distribution of Business Firms," Bell Journal of Economics, The RAND Corporation, vol. 9(2), pages 508-523, Autumn.
    43. Francesca Lotti & Enrico Santarelli & Marco Vivarelli, 2003. "Does Gibrat's Law hold among young, small firms?," Journal of Evolutionary Economics, Springer, vol. 13(3), pages 213-235, August.
    44. Wooldridge, Jeffrey M., 1999. "Distribution-free estimation of some nonlinear panel data models," Journal of Econometrics, Elsevier, vol. 90(1), pages 77-97, May.
    45. Audretsch, David B. & Santarelli, Enrico & Vivarelli, Marco, 1999. "Start-up size and industrial dynamics: some evidence from Italian manufacturing," International Journal of Industrial Organization, Elsevier, vol. 17(7), pages 965-983, October.
    46. Guimarães, Paulo, 2008. "The fixed effects negative binomial model revisited," Economics Letters, Elsevier, vol. 99(1), pages 63-66, April.
    47. Lee Fleming, 2001. "Recombinant Uncertainty in Technological Search," Management Science, INFORMS, vol. 47(1), pages 117-132, January.
    48. Alessandra Colombelli & Emilio Paolucci & Elisabetta Raguseo & Gianluca Elia, 2024. "The creation of digital innovative start-ups: the role of digital knowledge spillovers and digital skill endowment," Small Business Economics, Springer, vol. 62(3), pages 917-937, March.
    49. Israel M. Kirzner, 1997. "Entrepreneurial Discovery and the Competitive Market Process: An Austrian Approach," Journal of Economic Literature, American Economic Association, vol. 35(1), pages 60-85, March.
    50. GuoHua Cao & WenJun Geng & Jing Zhang & Qi Li, 2023. "Social network, financial constraint, and corporate innovation," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(3), pages 667-692, September.
    51. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    52. van Eck, N.J.P. & Waltman, L., 2007. "Bibliometric Mapping of the Computational Intelligence Field," ERIM Report Series Research in Management ERS-2007-027-LIS, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    53. Audretsch, David B. & Keilbach, Max C. & Lehmann, Erik E., 2006. "Entrepreneurship and Economic Growth," OUP Catalogue, Oxford University Press, number 9780195183511.
    54. Shepherd, Dean A. & Majchrzak, Ann, 2022. "Machines augmenting entrepreneurs: Opportunities (and threats) at the Nexus of artificial intelligence and entrepreneurship," Journal of Business Venturing, Elsevier, vol. 37(4).
    55. Marco Vivarelli, 2004. "Are All the Potential Entrepreneurs So Good?," Small Business Economics, Springer, vol. 23(1), pages 41-49, August.
    56. 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.
    57. Fiona Sussan & Zoltan J. Acs, 2017. "The digital entrepreneurial ecosystem," Small Business Economics, Springer, vol. 49(1), pages 55-73, June.
    58. 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.
    59. Stéphane Maraut & Hélène Dernis & Colin Webb & Vincenzo Spiezia & Dominique Guellec, 2008. "The OECD REGPAT Database: A Presentation," OECD Science, Technology and Industry Working Papers 2008/2, OECD Publishing.
    60. 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.
    61. Damioli, Giacomo & Van Roy, Vincent & Vértesy, Dániel & Vivarelli, Marco, 2024. "Drivers of employment dynamics of AI innovators," Technological Forecasting and Social Change, Elsevier, vol. 201(C).
    62. Andrea Bonaccorsi & Massimo Colombo & Massimiliano Guerini & Cristina Rossi-Lamastra, 2014. "The impact of local and external university knowledge on the creation of knowledge-intensive firms: evidence from the Italian case," Small Business Economics, Springer, vol. 43(2), pages 261-287, August.
    63. Franco Malerba & Maureen McKelvey, 2020. "Knowledge-intensive innovative entrepreneurship integrating Schumpeter, evolutionary economics, and innovation systems," Small Business Economics, Springer, vol. 54(2), pages 503-522, February.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. D'Al, Francesco & Santarelli, Enrico & Vivarelli, Marco, 2024. "The KSTE+I approach and the advent of AI technologies: evidence from the European regions," GLO Discussion Paper Series 1473, Global Labor Organization (GLO).
    2. Francesco D'Alessandro & Enrico Santarelli & Marco Vivarelli, 2024. "The KSTE+I approach and the AI technologies," DISCE - Quaderni del Dipartimento di Politica Economica dipe0039, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    3. Enrico Santarelli & Marco Vivarelli, 2007. "Entrepreneurship and the process of firms’ entry, survival and growth," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 16(3), pages 455-488, June.
    4. 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.
    5. Alessandra Colombelli & Emilio Paolucci & Elisabetta Raguseo & Gianluca Elia, 2024. "The creation of digital innovative start-ups: the role of digital knowledge spillovers and digital skill endowment," Small Business Economics, Springer, vol. 62(3), pages 917-937, March.
    6. 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.
    7. Alessandra Colombelli & Gianluca Orsatti & Francesco Quatraro, 2021. "Local knowledge composition and the emergence of entrepreneurial activities across industries: evidence from Italian NUTS-3 regions," Small Business Economics, Springer, vol. 56(2), pages 613-635, February.
    8. Niccolò Ghio & Massimiliano Guerini & Erik Lehmann & Cristina Rossi-Lamastra, 2015. "The emergence of the knowledge spillover theory of entrepreneurship," Small Business Economics, Springer, vol. 44(1), pages 1-18, January.
    9. Alessandra Colombelli & Jackie Krafft & Marco Vivarelli, 2016. "To be born is not enough: the key role of innovative start-ups," Small Business Economics, Springer, vol. 47(2), pages 277-291, August.
    10. Colombelli, Alessandra & Quatraro, Francesco, 2018. "New firm formation and regional knowledge production modes: Italian evidence," Research Policy, Elsevier, vol. 47(1), pages 139-157.
    11. Alessandra Colombelli & Francesco Quatraro, 2013. "New Firm Formation and the properties of local knowledge bases: Evidence from Italian NUTS 3 regions," Working Papers hal-00858989, HAL.
    12. Alessandra Colombelli, 2016. "The impact of local knowledge bases on the creation of innovative start-ups in Italy," Small Business Economics, Springer, vol. 47(2), pages 383-396, August.
    13. Colombelli, Alessandra & Krafft, Jackie & Vivarelli, Marco, 2016. "New Firms and Post-Entry Performance: The Role of Innovation," Department of Economics and Statistics Cognetti de Martiis. Working Papers 201602, University of Turin.
    14. 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.
    15. Haifeng Qian, 2018. "Knowledge-Based Regional Economic Development: A Synthetic Review of Knowledge Spillovers, Entrepreneurship, and Entrepreneurial Ecosystems," Economic Development Quarterly, , vol. 32(2), pages 163-176, May.
    16. Vivarelli, Marco, 2012. "Drivers of entrepreneurship and post-entry performance : microeconomic evidence from advanced and developing countries," Policy Research Working Paper Series 6245, The World Bank.
    17. Vivarelli, Marco, 2012. "Entrepreneurship in Advanced and Developing Countries: A Microeconomic Perspective," IZA Discussion Papers 6513, Institute of Labor Economics (IZA).
    18. Maksim Belitski & Rosa Caiazza & Erik E. Lehmann, 2021. "Knowledge frontiers and boundaries in entrepreneurship research," Small Business Economics, Springer, vol. 56(2), pages 521-531, February.
    19. Francesco Quatraro & Marco Vivarelli, 2015. "Drivers of Entrepreneurship and Post-entry Performance of Newborn Firms in Developing Countries," The World Bank Research Observer, World Bank, vol. 30(2), pages 277-305.
    20. Alessandra Colombelli & Jackie Krafft & Marco Vivarelli, 2016. "Entrepreneurship and Innovation: New Entries, Survival, Growth," GREDEG Working Papers 2016-04, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.

    More about this item

    Keywords

    KSTE+I; Artificial Intelligence; innovative entry; enabling technologies;
    All these keywords.

    JEL classification:

    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:iza:izadps:dp17206. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.