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Underpinning success factors of maintenance digital transformation: A hybrid reactive Delphi approach

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  • Saihi, Afef
  • Ben-Daya, Mohamed
  • As'ad, Rami

Abstract

In today's competitive landscape, maintenance is one of the critical functions that may greatly benefit from digital transformation (DT). Advances in technological developments are proving to be a game changer for improving maintenance strategies and practices. However, several challenges related to the lack of adequate managerial aspects, and adoption of wrong approaches to this transformation hinder its success. Research has shown that technology alone is not sufficient for organizations to ensure the success of their digitalization attempts. Therefore, the aim of this research is to adopt a holistic approach to identify, evaluate and rank a comprehensive list of the various influencing variables, multifaceted in nature, that drive the success of maintenance DT initiatives. To that end, the authors solicited the different success factors based on a systematic literature review, then conducted a purification phase of these enablers and categorized them. Subsequently, a hybrid reactive Delphi approach, combined with AHP method, was adopted to evaluate and rank the success factors and their corresponding clusters through a panel of 17 highly qualified experts. The verified final list includes 41 factors mapped into 10 categories. The clusters are ranked according to their relative level of importance, and normalized weights are attributed to their factors. In particular, “Digital strategy - strategic alignment” cluster ranked highest followed by “Top management and leadership skills” then “Organizational development and change management”. The findings of this study contribute to enriching the extant literature, serve as a foundation to conduct further academic research, and provide proper guidance to practitioners in this field.

Suggested Citation

  • Saihi, Afef & Ben-Daya, Mohamed & As'ad, Rami, 2023. "Underpinning success factors of maintenance digital transformation: A hybrid reactive Delphi approach," International Journal of Production Economics, Elsevier, vol. 255(C).
    • Handle: RePEc:eee:proeco:v:255:y:2023:i:c:s0925527322002833
    DOI: 10.1016/j.ijpe.2022.108701
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    References listed on IDEAS

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    1. Bokrantz, Jon & Skoogh, Anders & Berlin, Cecilia & Wuest, Thorsten & Stahre, Johan, 2020. "Smart Maintenance: a research agenda for industrial maintenance management," International Journal of Production Economics, Elsevier, vol. 224(C).
    2. Belton, Ian & MacDonald, Alice & Wright, George & Hamlin, Iain, 2019. "Improving the practical application of the Delphi method in group-based judgment: A six-step prescription for a well-founded and defensible process," Technological Forecasting and Social Change, Elsevier, vol. 147(C), pages 72-82.
    3. Tortorella, Guilherme Luz & Fogliatto, Flavio S. & Cauchick-Miguel, Paulo A. & Kurnia, Sherah & Jurburg, Daniel, 2021. "Integration of Industry 4.0 technologies into Total Productive Maintenance practices," International Journal of Production Economics, Elsevier, vol. 240(C).
    4. Mohamed Ben-Daya & Elkafi Hassini & Zied Bahroun, 2019. "Internet of things and supply chain management: a literature review," International Journal of Production Research, Taylor & Francis Journals, vol. 57(15-16), pages 4719-4742, August.
    5. Bokrantz, Jon & Skoogh, Anders & Berlin, Cecilia & Stahre, Johan, 2017. "Maintenance in digitalised manufacturing: Delphi-based scenarios for 2030," International Journal of Production Economics, Elsevier, vol. 191(C), pages 154-169.
    6. Verhoef, Peter C. & Broekhuizen, Thijs & Bart, Yakov & Bhattacharya, Abhi & Qi Dong, John & Fabian, Nicolai & Haenlein, Michael, 2021. "Digital transformation: A multidisciplinary reflection and research agenda," Journal of Business Research, Elsevier, vol. 122(C), pages 889-901.
    7. Niklas Johansson & Eva Roth & Wiebke Reim, 2019. "Smart and Sustainable eMaintenance: Capabilities for Digitalization of Maintenance," Sustainability, MDPI, vol. 11(13), pages 1-19, June.
    8. Wang, Ling & Chu, Jian & Wu, Jun, 2007. "Selection of optimum maintenance strategies based on a fuzzy analytic hierarchy process," International Journal of Production Economics, Elsevier, vol. 107(1), pages 151-163, May.
    9. Nicola Bellantuono & Angela Nuzzi & Pierpaolo Pontrandolfo & Barbara Scozzi, 2021. "Digital Transformation Models for the I4.0 Transition: Lessons from the Change Management Literature," Sustainability, MDPI, vol. 13(23), pages 1-40, November.
    10. Adolfo Crespo Marquez & Juan Francisco Gomez Fernandez & Pablo Martínez-Galán Fernández & Antonio Guillen Lopez, 2020. "Maintenance Management through Intelligent Asset Management Platforms (IAMP). Emerging Factors, Key Impact Areas and Data Models," Energies, MDPI, vol. 13(15), pages 1-19, July.
    11. David Golightly & Genovefa Kefalidou & Sarah Sharples, 2018. "A cross-sector analysis of human and organisational factors in the deployment of data-driven predictive maintenance," Information Systems and e-Business Management, Springer, vol. 16(3), pages 627-648, August.
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