IDEAS home Printed from https://ideas.repec.org/a/blg/reveco/v77y2025i4p59-68.html

Linking Ict Expertise And Ai Innovation: Evidence From Eu Countries

Author

Listed:
  • RADOMIR Sylvester Robert

    (Lucian Blaga University of Sibiu)

  • IANCU Adrian-Nicolae

    (Lucian Blaga University of Sibiu)

Abstract

This study examines how the internal composition of information and communication technology (ICT) expertise is linked to artificial intelligence (AI) adoption among enterprises in the European Union. Using Eurostat data for the 27 Member States over 2021-2023, the article constructs a matched country-year panel that connects enterprise AI use with the educational structure of the ICT specialist workforce. The analysis distinguishes between ICT specialists with non-tertiary education (ED0-4) and tertiary education (ED5-8), then introduces ICT_TertiaryGap as a compact indicator of the balance between advanced and operational ICT expertise. The empirical design combines descriptive panel analysis, a skill-composition readiness profile, and linear association models with year controls and repeated national observations. The results indicate that AI adoption is more closely aligned with the tertiary component of the ICT workforce than with the non-tertiary component. The contrast indicator reinforces this pattern by showing that country-years with a stronger tertiary dominance in ICT expertise tend to correspond to more favourable AI-readiness conditions. The findings suggest that AI diffusion depends not only on the availability of ICT workers, but also on the educational depth and internal balance of national ICT labour markets.

Suggested Citation

  • RADOMIR Sylvester Robert & IANCU Adrian-Nicolae, 2025. "Linking Ict Expertise And Ai Innovation: Evidence From Eu Countries," Revista Economica, Lucian Blaga University of Sibiu, Faculty of Economic Sciences, vol. 77(4), pages 59-68, December.
  • Handle: RePEc:blg:reveco:v:77:y:2025:i:4:p:59-68
    DOI: 10.56043/reveco-2025-0033
    as

    Download full text from publisher

    File URL: http://economice.ulbsibiu.ro/revista.economica/archive/77405radomir&iancu.pdf
    Download Restriction: no

    File URL: https://libkey.io/10.56043/reveco-2025-0033?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Sinan Aral & Erik Brynjolfsson & Marshall Van Alstyne, 2012. "Information, Technology, and Information Worker Productivity," Information Systems Research, INFORMS, vol. 23(3-part-2), pages 849-867, September.
    2. Daron Acemoglu, 2002. "Technical Change, Inequality, and the Labor Market," Journal of Economic Literature, American Economic Association, vol. 40(1), pages 7-72, March.
    3. 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, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    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. RADOMIR Sylvester Robert, 2025. "Ai Adoption In Europe: The Role Of A Tertiary-Educated Ict Workforce," Revista Economica, Lucian Blaga University of Sibiu, Faculty of Economic Sciences, vol. 77(3), pages 46-55, December.
    2. Carlos Medina & Christian Posso, 2010. "Technical Change and Polarization of the Labor Market: Evidence for Brazil, Colombia and Mexico," Borradores de Economia 614, Banco de la Republica de Colombia.
    3. Hilal Atasoy & Rajiv D. Banker & Paul A. Pavlou, 2016. "On the Longitudinal Effects of IT Use on Firm-Level Employment," Information Systems Research, INFORMS, vol. 27(1), pages 6-26, March.
    4. Paolo Seri, 2014. "The role of proximity in retrospective: organizations, ICT and human resources in Italian traditional districts? firms," Working Papers 1404, University of Urbino Carlo Bo, Department of Economics, Society & Politics - Scientific Committee - L. Stefanini & G. Travaglini, revised 2014.
    5. Rebecca Riley & Simon Kirby, 2006. "The Returns to General versus Job-Specific Skills: the Role of Information and Communication Technology," National Institute of Economic and Social Research (NIESR) Discussion Papers 274, National Institute of Economic and Social Research.
    6. Cirillo, Valeria & Fanti, Lucrezia & Mina, Andrea & Ricci, Andrea, 2023. "The adoption of digital technologies: Investment, skills, work organisation," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 89-105.
    7. Dupuy, Arnaud & Marey, Philip S., 2008. "Shifts and twists in the relative productivity of skilled labor," Journal of Macroeconomics, Elsevier, vol. 30(2), pages 718-735, June.
    8. Borghans, Lex & Weel, Bas ter, 2001. "What happens when agent T gets a computer?," Research Memorandum 017, Maastricht University, Maastricht Economic Research Institute on Innovation and Technology (MERIT).
    9. Miaozhe Han & Hongchuan Shen & Jing Wu & Xiaoquan (Michael) Zhang, 2025. "Artificial Intelligence and Firm Resilience: Empirical Evidence from Natural Disaster Shocks," Information Systems Research, INFORMS, vol. 36(4), pages 2116-2133, December.
    10. Michael Peneder, 2007. "A sectoral taxonomy of educational intensity," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 34(3), pages 189-212, July.
    11. Lee, Jong-Wha & Wie, Dainn, 2015. "Technological Change, Skill Demand, and Wage Inequality: Evidence from Indonesia," World Development, Elsevier, vol. 67(C), pages 238-250.
    12. Zon, Adriaan van & Antonietti, Roberto, 2005. "Education and Training in a Model of Endogenous Growth with Creative Destruction," Research Memorandum 010, Maastricht University, Maastricht Economic Research Institute on Innovation and Technology (MERIT).
    13. Nico Voigtlaender, 2009. "Many Sectors Meet More Skills: Intersectoral Linkages and the Skill Bias of Technology," 2009 Meeting Papers 1136, Society for Economic Dynamics.
    14. Riccardo Lucchetti & Stefano Staffolani & Alessandro Sterlacchini, 2004. "Computers, Wages and Working Hours in Italy," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 63(3-4), pages 329-353, December.
    15. Leora Friedberg & Michael T. Owyang, 2004. "Explaining the evolution of pension structure and job tenure," Working Papers 2002-022, Federal Reserve Bank of St. Louis.
    16. Qiang Wu, 2025. "How Does AI Affect the Pay Gap Within Firms: Mechanism Analysis Based on Personnel Structure and Corporate Investment," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 46(2), pages 717-733, March.
    17. Alfonso Gambardella & David Ulph, 2002. "Technology, Entrepreneurship, And Inequality," LEM Papers Series 2002/06, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    18. Antonis Adam & Antonios Garas & Marina-Selini Katsaiti & Athanasios Lapatinas, 2023. "Economic complexity and jobs: an empirical analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 32(1), pages 25-52, January.
    19. Adriaan van Zon & Robert Antonietti, 2004. "On the Role of Education and Training as Drivers of Growth," DEGIT Conference Papers c009_027, DEGIT, Dynamics, Economic Growth, and International Trade.
    20. Uwe Jirjahn & Kornelius Kraft, 2010. "Teamwork And Intra‐Firm Wage Dispersion Among Blue‐Collar Workers," Scottish Journal of Political Economy, Scottish Economic Society, vol. 57(4), pages 404-429, September.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration

    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:blg:reveco:v:77:y:2025:i:4:p:59-68. 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: Eduard Alexandru Stoica (email available below). General contact details of provider: https://edirc.repec.org/data/feulbro.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.