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The effect of IT security issues on the implementation of industry 4.0 in SMEs: Barriers and challenges11This paper was supported by the UKRI Discribe Hub+, Digital Security by Design (DSbD) Programme, funded through the Economic and Social Research Council [ES/V003666/1]

Author

Listed:
  • Arroyabe, Marta F.
  • Arranz, Carlos F.A.
  • Arroyabe, Ignacio Fernandez de
  • Arroyabe, Juan Carlos Fernandez de

Abstract

Our paper explores how IT security issues affect the implementation of Industry 4.0 in small and medium-sized enterprises (SMEs) in the manufacturing sector. To develop this research question, we carry out an empirical study, with a survey of 3184 manufacturing SMEs, using the “Flash Eurobarometer No. 486” database from Eurostat (European Union). Using machine-learning methodology (ML), our contribution extends previous literature on the barriers to the digital transformation of SMEs, showing the role that IT security issues play in this process. Firstly, our findings indicate a positive association between IT security issues and the process of digitalisation within companies. These IT security challenges are perceived as catalysts for digital transformation, particularly in the context of SMEs. Secondly, our research reveals a significant degree of heterogeneity in the levels of digitalisation across companies. This spectrum ranges from firms at the forefront of digital technology integration, incorporating advanced elements like robotics, cloud computing, and smart devices, to another group of companies in the early stages of adopting Industry 4.0 technologies. Lastly, our study underscores the existence of a parallel relationship between IT security issues and the extent of digitalisation within SMEs. This connection highlights the intricate interplay between cybersecurity concerns and the level of digital maturity achieved by these businesses.

Suggested Citation

  • Arroyabe, Marta F. & Arranz, Carlos F.A. & Arroyabe, Ignacio Fernandez de & Arroyabe, Juan Carlos Fernandez de, 2024. "The effect of IT security issues on the implementation of industry 4.0 in SMEs: Barriers and challenges11This paper was supported by the UKRI Discribe Hub+, Digital Security by Design (DSbD) Programme," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
  • Handle: RePEc:eee:tefoso:v:199:y:2024:i:c:s0040162523007369
    DOI: 10.1016/j.techfore.2023.123051
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    References listed on IDEAS

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    1. Benitez, Guilherme Brittes & Ayala, Néstor Fabián & Frank, Alejandro G., 2020. "Industry 4.0 innovation ecosystems: An evolutionary perspective on value cocreation," International Journal of Production Economics, Elsevier, vol. 228(C).
    2. de Sousa Jabbour, Ana Beatriz Lopes & Jabbour, Charbel Jose Chiappetta & Foropon, Cyril & Godinho Filho, Moacir, 2018. "When titans meet – Can industry 4.0 revolutionise the environmentally-sustainable manufacturing wave? The role of critical success factors," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 18-25.
    3. Pierre Blanchard & Jean-Pierre Huiban & Antonio Musolesi & Patrick Sevestre, 2013. "Where there is a will, there is a way? Assessing the impact of obstacles to innovation," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 22(3), pages 679-710, June.
    4. Piotr Kotuszewski & Krzysztof Kukielka & Paweł Kluk & Andrzej Ordys & Karol Bieńkowski & Jan Maciej Kościelny & Michał Syfert & Paweł Wnuk & Jakub Możaryn & Bartłomiej Fajdek & Aydin Azizi, 2021. "Cyber-Security Assessment of Industry 4.0 Enabled Mechatronic System," Complexity, Hindawi, vol. 2021, pages 1-10, October.
    5. Yongxin Liao & Fernando Deschamps & Eduardo de Freitas Rocha Loures & Luiz Felipe Pierin Ramos, 2017. "Past, present and future of Industry 4.0 - a systematic literature review and research agenda proposal," International Journal of Production Research, Taylor & Francis Journals, vol. 55(12), pages 3609-3629, June.
    6. Kahle, Júlia Hofmeister & Marcon, Érico & Ghezzi, Antonio & Frank, Alejandro G., 2020. "Smart Products value creation in SMEs innovation ecosystems," Technological Forecasting and Social Change, Elsevier, vol. 156(C).
    7. Frambach, Ruud T. & Schillewaert, Niels, 2002. "Organizational innovation adoption: a multi-level framework of determinants and opportunities for future research," Journal of Business Research, Elsevier, vol. 55(2), pages 163-176, February.
    8. Müller, Julian Marius & Buliga, Oana & Voigt, Kai-Ingo, 2018. "Fortune favors the prepared: How SMEs approach business model innovations in Industry 4.0," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 2-17.
    9. Frank, Alejandro Germán & Dalenogare, Lucas Santos & Ayala, Néstor Fabián, 2019. "Industry 4.0 technologies: Implementation patterns in manufacturing companies," International Journal of Production Economics, Elsevier, vol. 210(C), pages 15-26.
    10. Alexandre Moeuf & Robert Pellerin & Samir Lamouri & Simon Tamayo-Giraldo & Rodolphe Barbaray, 2018. "The industrial management of SMEs in the era of Industry 4.0," International Journal of Production Research, Taylor & Francis Journals, vol. 56(3), pages 1118-1136, February.
    11. D’Este, Pablo & Iammarino, Simona & Savona, Maria & von Tunzelmann, Nick, 2012. "What hampers innovation? Revealed barriers versus deterring barriers," Research Policy, Elsevier, vol. 41(2), pages 482-488.
    12. Ardito, Lorenzo & Raby, Simon & Albino, Vito & Bertoldi, Bernardo, 2021. "The duality of digital and environmental orientations in the context of SMEs: Implications for innovation performance," Journal of Business Research, Elsevier, vol. 123(C), pages 44-56.
    13. Morkunas, Vida J. & Paschen, Jeannette & Boon, Edward, 2019. "How blockchain technologies impact your business model," Business Horizons, Elsevier, vol. 62(3), pages 295-306.
    14. van Oorschot, Johannes A.W.H. & Hofman, Erwin & Halman, Johannes I.M., 2018. "A bibliometric review of the innovation adoption literature," Technological Forecasting and Social Change, Elsevier, vol. 134(C), pages 1-21.
    15. Wang, Qing, 2007. "Artificial neural networks as cost engineering methods in a collaborative manufacturing environment," International Journal of Production Economics, Elsevier, vol. 109(1-2), pages 53-64, September.
    16. Russell, Martha G. & Smorodinskaya, Nataliya V., 2018. "Leveraging complexity for ecosystemic innovation," Technological Forecasting and Social Change, Elsevier, vol. 136(C), pages 114-131.
    17. Antonio CLIM, 2019. "Cyber Security Beyond the Industry 4.0 Era. A Short Review on a Few Technological Promises," Informatica Economica, Academy of Economic Studies - Bucharest, Romania, vol. 23(2), pages 34-44.
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