Article Gold Open Access 2025

Subjective Technology Risk and Education Preferences: VET as a Safe Haven or Dead End?

Regulation and Governance
Journal
Abstract

Education equips individuals with valuable skills to protect them against employment risks associated with the digital transition. As scholars debate whether vocational education and training (VET) or general education better insures against technology-induced employment risk, we ask how this type of risk, as perceived by individuals, shapes their education preferences. Our analyses, based on a survey of over 11,500 respondents across seven European countries, show that VET is regarded as a safe haven by those perceiving heightened risk. This relationship remains robust when controlling for various alternative explanations and is consistent across countries. Subgroup interactions indicate that men, high-income earners, respondents with tertiary education, and those politically on the right more strongly favor VET in response to subjective technology risk. Hence, our study suggests that VET's practical, job-oriented focus is perceived as better protection against the growing uncertainty over skill demands in the twin transition than general education. © 2025 The Author(s). Regulation & Governance published by John Wiley & Sons Australia, Ltd.

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Author Affiliations
University of St. Gallen, St Gallen, SG, Switzerland
Funding & Acknowledgements
Staatssekretariat für Bildung, Forschung und Innovation, SBFI
This work was supported by the Swiss State Secretariat for Education, Research and Innovation (SERI). Funding:
Spine Education and Research Institute, SERI
This work was supported by the Swiss State Secretariat for Education, Research and Innovation (SERI). Funding:
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