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Digital upskilling and industry 4.0: examining affordances for sustainable workforce upskilling in SMEs

Author

Listed:
  • Noor Ul Ain

    (DVRC - De Vinci Research Center - DVHE - De Vinci Higher Education)

  • Mehwish Waheed

    (Smart BIS - Smart Business Information Systems - IMT-BS - Institut Mines-Télécom Business School - IMT - Institut Mines-Télécom [Paris], IMT-BS - TIM - Département Technologies, Information & Management - TEM - Télécom Ecole de Management - IMT - Institut Mines-Télécom [Paris] - IMT-BS - Institut Mines-Télécom Business School - IMT - Institut Mines-Télécom [Paris], LITEM - Laboratoire en Innovation, Technologies, Economie et Management (EA 7363) - UEVE - Université d'Évry-Val-d'Essonne - Université Paris-Saclay - IMT-BS - Institut Mines-Télécom Business School - IMT - Institut Mines-Télécom [Paris])

Abstract

The growing incorporation of Industry 4.0 (I4.0) technologies has intensified the demand for digital upskilling among manufacturing industry engineers in SMEs. Digital Learning 4.0 Systems (DL4.0s) provide sustainable training solutions, yet their effective utilization remains insufficiently explored. This study uses motivational affordance theory combined with basic human needs frameworks to explore how motivational, environmental, and social affordances shape the adoption of DL4.0s and influence knowledge transferability. A time lagged three-wave study collected data from 302 industry engineers in southern and western European SMEs, and the dataset was evaluated using PLS-SEM. Results indicate that: a) educational affordance and I4.0 technological competence (motivational affordances), support affordance (environmental affordance), and social affordance positively influence DL4.0s use, while privacy affordance has a negative effect; b) DL4.0s use significantly enhances knowledge transferability; and c) web experience moderates the relationship between educational and I4.0 technological competence affordances and DL4.0s use. The findings offer relevant considerations for SME leaders and policy stakeholders aiming to expand digital training access, promote adaptive skills development, and sustain organizational learning in evolving technological contexts.

Suggested Citation

  • Noor Ul Ain & Mehwish Waheed, 2025. "Digital upskilling and industry 4.0: examining affordances for sustainable workforce upskilling in SMEs," Post-Print hal-05352781, HAL.
  • Handle: RePEc:hal:journl:hal-05352781
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