Challenges of achieving digital transformation in manufacturing firms: the case of predictive maintenance and spare part inventory management

Purpose Predictive maintenance (PdM) has attracted increasing attention in recent years owing to the emergence of advanced condition-monitoring technologies and data analytics tools. However, the application of PdM in spare parts inventory management across the supply chain (SC) has not been sufficiently investigated and its digital transformation (DT) requirements have not been adequately researched. Therefore, this study aims to analyse the organisational readiness for the use of integrated spare parts inventory management together with PdM systems across the SC. Design/methodology/approach A series of semi-structured interviews were designed and took place across organisations in various industries to address the pre-defined research aim. In total, 15 interviewees were recruited through purposive sampling, including managers and technicians in various organisations from different industries. Findings The findings reveal that while maintenance planning and optimisation has been the subject of extensive research for decades, manufacturers are still encountering barriers in adopting and implementing digital innovations. The experts also highlighted the need for an integrated information system (IS) enabling data sharing across the organisation since lack of integration has a vital impact on the overall business and operations performance as well as the successful DT of the enterprise. In addition, they report that the necessary and relevant data for implementing PdM is not captured or stored in their organisations. Originality/value The present study emphasises the technical, organisational, and environmental (TOE) dimensions that can affect such DT and sheds light on the enablers and inhibitors that organisations face in their efforts to be technologically ready to embrace the digital integration of PdM with spare part inventory management. It is recommended that a clear shift in management mindset and organisational culture is necessary for companies to realise the benefits of PdM and the DT that will result from its implementation.

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Publication Details

Journal
Journal of Manufacturing Technology Management
Published
2024-11-21
DOI
https://doi.org/10.1108/jmtm-04-2024-0211
Citations
12
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
4.19
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article

Challenges of achieving digital transformation in manufacturing firms: the case of predictive maintenance and spare part inventory management

Alireza Shokri, Ahmad Ojra, Dimitra Skoumpopoulou, S. Jack Hu et al.
12 citations
Journal of Manufacturing Technology Management
Digital Transformation in Industry
4.19
article

Challenges of achieving digital transformation in manufacturing firms: the case of predictive maintenance and spare part inventory management

Alireza Shokri, Ahmad Ojra, Dimitra Skoumpopoulou, S. Jack Hu, Seyed Mohammad Hossein Toliyat
article en
12 citations

Abstract

Purpose Predictive maintenance (PdM) has attracted increasing attention in recent years owing to the emergence of advanced condition-monitoring technologies and data analytics tools. However, the application of PdM in spare parts inventory management across the supply chain (SC) has not been sufficiently investigated and its digital transformation (DT) requirements have not been adequately researched. Therefore, this study aims to analyse the organisational readiness for the use of integrated spare parts inventory management together with PdM systems across the SC. Design/methodology/approach A series of semi-structured interviews were designed and took place across organisations in various industries to address the pre-defined research aim. In total, 15 interviewees were recruited through purposive sampling, including managers and technicians in various organisations from different industries. Findings The findings reveal that while maintenance planning and optimisation has been the subject of extensive research for decades, manufacturers are still encountering barriers in adopting and implementing digital innovations. The experts also highlighted the need for an integrated information system (IS) enabling data sharing across the organisation since lack of integration has a vital impact on the overall business and operations performance as well as the successful DT of the enterprise. In addition, they report that the necessary and relevant data for implementing PdM is not captured or stored in their organisations. Originality/value The present study emphasises the technical, organisational, and environmental (TOE) dimensions that can affect such DT and sheds light on the enablers and inhibitors that organisations face in their efforts to be technologically ready to embrace the digital integration of PdM with spare part inventory management. It is recommended that a clear shift in management mindset and organisational culture is necessary for companies to realise the benefits of PdM and the DT that will result from its implementation.

Journal of Manufacturing Technology ManagementVol. 36(1)
University of Stirling (GB), Northumbria University (GB), Swansea University (GB)
Industry, innovation and infrastructure
Openalex Percentile: Top 6%
Digital Transformation in Industry
4.19
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