IDEAS home Printed from https://ideas.repec.org/a/gam/jworld/v6y2025i4p143-d1772943.html

Bridging the Education–Employment Gap in Europe: An AI-Driven Approach to Skill Matching

Author

Listed:
  • Ramón Sanguino

    (Business Administration Department, University of Extremadura, 06006 Badajoz, Spain)

  • Nilgün Çağlarırmak Uslu

    (Department of Economics, Anadolu University, Eskişehir 26470, Turkey)

  • Pınar Karahan-Dursun

    (Department of Economics and Finance, Mudanya University, Mudanya 16940, Turkey)

  • Caner Özdemir

    (Department of Labor Economics and Industrial Relations, Zonguldak Bülent Ecevit University, Zonguldak 67100, Turkey)

  • Ascensión Barroso

    (Business Administration Department, University of Extremadura, 06006 Badajoz, Spain)

  • María Isabel Sánchez-Hernández

    (Business Administration Department, University of Extremadura, 06006 Badajoz, Spain)

  • Eftade O. Gaga

    (Department of Environmental Engineering, Eskisehir Technical University, Eskişehir 26555, Turkey)

Abstract

Education–employment mismatch represents a persistent structural issue across Europe, especially among young people. In line with the digital transformation, green transformation and population aging, new jobs are emerging every day, and some of the older jobs are disappearing. However, existing skills of job seekers may not fit these new jobs. This article presents results from the EMLT + AI project, which aimed to explore how artificial intelligence (AI) tools could contribute to reducing such mismatches and supporting inclusive labor market integration. Based on a sample of 1039 participants across European countries, we analyzed the alignment between individuals’ educational background and their current employment, as well as their willingness to reskill. Using binary logistic regression models, the study identifies key factors influencing mismatch and reskilling motivation, including educational level, type of occupation, the presence of meaningful career guidance, and AI-based job search practices. The results indicate that individuals who hold a master’s degree and work in positions requiring at least bachelor’s level degrees are more likely to be matched with jobs that align with their field of study. However, access to mentoring remains limited. The paper concludes by proposing an AI-supported training model integrating career recommendation systems, flexible learning modules, and structured mentoring. These findings provide empirical evidence on how emerging technologies can foster more responsive and adaptive education-to-employment transitions, contributing to policy innovation and the development of inclusive digital labor ecosystems in Europe.

Suggested Citation

  • Ramón Sanguino & Nilgün Çağlarırmak Uslu & Pınar Karahan-Dursun & Caner Özdemir & Ascensión Barroso & María Isabel Sánchez-Hernández & Eftade O. Gaga, 2025. "Bridging the Education–Employment Gap in Europe: An AI-Driven Approach to Skill Matching," World, MDPI, vol. 6(4), pages 1-17, October.
  • Handle: RePEc:gam:jworld:v:6:y:2025:i:4:p:143-:d:1772943
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2673-4060/6/4/143/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2673-4060/6/4/143/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Heijke, Hans & Meng, Christoph & Ris, Catherine, 2003. "Fitting to the job: the role of generic and vocational competencies in adjustment and performance," Labour Economics, Elsevier, vol. 10(2), pages 215-229, April.
    2. repec:iab:iabjlr:v:55:p:art.22 is not listed on IDEAS
    3. Juan Acosta-Ballesteros & María del Pilar Osorno-del Rosal & Olga María Rodríguez-Rodríguez, 2021. "Measuring the effect of gender segregation on the gender gap in time-related underemployment," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 55(1), pages 1-16, December.
    4. David H. Autor, 2015. "Why Are There Still So Many Jobs? The History and Future of Workplace Automation," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 3-30, Summer.
    5. Heijke, Hans & Meng, Christoph & Ris, Catherine, 2003. "Fitting to the job: the role of generic and vocational competencies in adjustment and performance," Labour Economics, Elsevier, vol. 10(2), pages 215-229, April.
    6. Docquier, Frédéric & Kone, Zovanga L. & Mattoo, Aaditya & Ozden, Caglar, 2019. "Labor market effects of demographic shifts and migration in OECD countries," European Economic Review, Elsevier, vol. 113(C), pages 297-324.
    7. Esposito Luca & Romagnoli Giulia & Tricarico Luca & Xihui Chen, 2024. "Green Jobs: Driving Economic Growth and Sustainability in the Global Energy Transition," Regional Economy, , vol. 8(Q2), pages 3-12.
    8. Gary S. Becker, 1964. "Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, First Edition," NBER Books, National Bureau of Economic Research, Inc, number beck-5, December.
    9. Seamus McGuinness & Konstantinos Pouliakas & Paul Redmond, 2018. "Skills Mismatch: Concepts, Measurement And Policy Approaches," Journal of Economic Surveys, Wiley Blackwell, vol. 32(4), pages 985-1015, September.
    10. John Robst, 2007. "Education, College Major, and Job Match: Gender Differences in Reasons for Mismatch," Education Economics, Taylor & Francis Journals, vol. 15(2), pages 159-175.
    11. Mahmoud Arayssi & Ali Fakih & Nathir Haimoun, 2023. "Skill Mismatch, Nepotism, Job Satisfaction, and Young Females in the MENA Region," Econometrics, MDPI, vol. 11(2), pages 1-20, June.
    12. Dong-Hoon Shin & David Bills, 2021. "Trends in Educational and Skill Mismatch in the United States," Social Sciences, MDPI, vol. 10(10), pages 1-36, October.
    13. 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. 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).
    2. Andries de Grip & Inge Sieben, 2005. "The effects of human resource management on small firms' productivity and employees' wages," Applied Economics, Taylor & Francis Journals, vol. 37(9), pages 1047-1054.
    3. Adriaan Zon & Roberto Antonietti, 2016. "Education and training in a model of endogenous growth with creative wear-and-tear," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 33(1), pages 35-62, April.
    4. Fengliang Li & Liang Wang, 2020. "An Empirical Study on Distance Education and Job Match," Sustainability, MDPI, vol. 12(2), pages 1-10, January.
    5. Heijke, J.A.M. & Meng, C.M., 2006. "The effects of higher education programme characteristics on allocation and performance of the graduates: a European view," ROA Research Memorandum 4E, Maastricht University, Research Centre for Education and the Labour Market (ROA).
    6. Malte Sandner & Ipek Yükselen, 2025. "Unraveling the gender wage gap: Exploring early career patterns among university graduates," Scottish Journal of Political Economy, Scottish Economic Society, vol. 72(2), May.
    7. Boudarbat, Brahim & Chernoff, Victor, 2009. "The Determinants of Education-Job Match among Canadian University Graduates," IZA Discussion Papers 4513, IZA Network @ LISER.
    8. David Boto-García & Marta Escalonilla, 2022. "University education, mismatched jobs: are there gender differences in the drivers of overeducation?," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 39(3), pages 861-902, October.
    9. Othman Joumady & Catherine Ris, 2005. "Performance in European higher education: A non-parametric production frontier approach," Education Economics, Taylor & Francis Journals, vol. 13(2), pages 189-205.
    10. Marydas, Sneha & Mathew, Nanditha & De Marzo, Giordano & Pietrobelli, Carlo, 2025. "Digital Technologies, Hiring, Training, and Firm Outcomes," MERIT Working Papers 2025-004, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    11. Lola C. Duque & Maria Pujol-Jover & Carme Riera-Prunera, 2015. "Society needs and university teaching: is there a gap?," Investigaciones de Economía de la Educación volume 10, in: Marta Rahona López & Jennifer Graves (ed.), Investigaciones de Economía de la Educación 10, edition 1, volume 10, chapter 31, pages 617-634, Asociación de Economía de la Educación.
    12. Theresa Geißler, 2025. "Who bears the brunt: Tuition fees and educational mismatch," IAAEU Discussion Papers 202504, Institute of Labour Law and Industrial Relations in the European Union (IAAEU).
    13. Elisabet Moles-López & Fanny T. Añaños, 2021. "Factors of Prison Recidivism in Women: A Socioeducational and Sustainable Development Analysis," Sustainability, MDPI, vol. 13(11), pages 1-18, May.
    14. Stephan Bischof, 2024. "Test-based measurement of skill mismatch: a validation of five different measurement approaches using the NEPS," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 58(1), pages 1-17, December.
    15. Natalia Shmatko, 2013. "Graduates’ Competencies For The Innovation Labour Market," HSE Working papers WP BRP 13/STI/2013, National Research University Higher School of Economics.
    16. Seamus McGuinness & Konstantinos Pouliakas & Paul Redmond, 2023. "Skills-displacing technological change and its impact on jobs: challenging technological alarmism?," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 32(3), pages 370-392, April.
    17. Araújo, Isabel & Carneiro, Anabela, 2020. "Educational Mismatches of Newly Hired Workers: Short and Medium-run Effects on Wages," GLO Discussion Paper Series 668, Global Labor Organization (GLO).
    18. Meng,Christoph & Heijke,Hans, 2005. "Student time allocation, the learning environment and the acquisition of competencies," ROA Research Memorandum 001, Maastricht University, Research Centre for Education and the Labour Market (ROA).
    19. Alex Chernoff & Gabriela Galassi, 2023. "Digitalization: Labour Markets," Discussion Papers 2023-16, Bank of Canada.
    20. 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.

    More about this item

    Keywords

    ;
    ;
    ;

    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:gam:jworld:v:6:y:2025:i:4:p:143-:d:1772943. 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: MDPI Indexing Manager The email address of this maintainer does not seem to be valid anymore. Please ask MDPI Indexing Manager to update the entry or send us the correct address (email available below). General contact details of provider: https://www.mdpi.com .

    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.