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Evaluating Smart Manufacturing Readiness: A Maturity Model Perspective

Author

Listed:
  • Muhammad Yahya Hammad

    (Universiti Malaysia Pahang Al-Sultan Abdullah)

  • Syed Radzi Bin Rahmaddulla

    (Universiti Malaysia Pahang Al-Sultan Abdullah)

  • Puteri Fadzline Muhammad Tamyez

    (Universiti Malaysia Pahang Al-Sultan Abdullah)

  • Ahmad Nazif Noor Kamar

    (Universiti Malaysia Pahang Al-Sultan Abdullah)

  • Azim Azuan Bin Osman

    (Universiti Utara Malaysia.)

Abstract

The emergence of Industry 4.0 has transformed the manufacturing sector, necessitating established frameworks to appraise digital preparedness. To fill in the gaps in current models that ignore the particular obstacles faced by small and medium-sized businesses (SMEs) and urban manufacturing firms, this study suggests a customized Urban Smart Factory (USF) maturity model. The approach incorporates essential elements, including sustainability, resilience, digitalization, and workforce competencies, providing a thorough assessment of smart manufacturing preparedness. Key research trends were diagnosed by bibliometric analysis, and case studies from several manufacturing sectors were used to validate the suggested model. According to the findings, a large number of firms inadequately use the instruments necessary to evaluate workforce and technology readiness, which leads to irregular attempts at digital transformation. By offering an organized framework for distinguishing technology gaps, assessing organizational adaptability, and facilitating the creation of strategic roadmaps for Industry 4.0 adoption, the USF maturity model fills this gap. By highlighting the connections between technology, human capital, and administrative processes, the study advances our acquiesce of digital transformation in the urban manufacturing framework and adds to the theoretical conversation. The recognition of the model provides useful information for businesses perceiving to advance their digital maturity while negotiating the challenges of smart manufacturing. Future studies should concentrate on incorporating cutting-edge technology like blockchain and artificial intelligence while broadening the model’s application through many businesses and geographical areas. Conclusively, our research creates the groundwork for manufacturing ecosystems that are robust, sustainable, and technologically sophisticated, spurring long-term growth and innovation.

Suggested Citation

  • Muhammad Yahya Hammad & Syed Radzi Bin Rahmaddulla & Puteri Fadzline Muhammad Tamyez & Ahmad Nazif Noor Kamar & Azim Azuan Bin Osman, 2025. "Evaluating Smart Manufacturing Readiness: A Maturity Model Perspective," International Journal of Research and Innovation in Social Science, International Journal of Research and Innovation in Social Science (IJRISS), vol. 9(3), pages 2352-2367, March.
    • Handle: RePEc:bcp:journl:v:9:y:2025:issue-3:p:2352-2367
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    References listed on IDEAS

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    1. Ling-Chu Lee & Yi-Yang Lee & Yi-Ching Liaw, 2012. "Bibliometric analysis for development of research strategies in agricultural technology: the case of Taiwan," Scientometrics, Springer;Akadémiai Kiadó, vol. 93(3), pages 813-830, December.
    2. Judit Nagy & Judit Oláh & Edina Erdei & Domicián Máté & József Popp, 2018. "The Role and Impact of Industry 4.0 and the Internet of Things on the Business Strategy of the Value Chain—The Case of Hungary," Sustainability, MDPI, vol. 10(10), pages 1-25, September.
    3. Sebastian Saniuk & Sandra Grabowska & Bożena Gajdzik, 2020. "Social Expectations and Market Changes in the Context of Developing the Industry 4.0 Concept," Sustainability, MDPI, vol. 12(4), pages 1-21, February.
    4. Donthu, Naveen & Kumar, Satish & Mukherjee, Debmalya & Pandey, Nitesh & Lim, Weng Marc, 2021. "How to conduct a bibliometric analysis: An overview and guidelines," Journal of Business Research, Elsevier, vol. 133(C), pages 285-296.
    5. Imed Boughzala & Gert-Jan de Vreede, 2015. "Evaluating team collaboration quality : the development and field application of Collaboration Maturity Model," Grenoble Ecole de Management (Post-Print) hal-01245385, HAL.
    6. Caiado, Rodrigo Goyannes Gusmão & Scavarda, Luiz Felipe & Gavião, Luiz Octávio & Ivson, Paulo & Nascimento, Daniel Luiz de Mattos & Garza-Reyes, Jose Arturo, 2021. "A fuzzy rule-based industry 4.0 maturity model for operations and supply chain management," International Journal of Production Economics, Elsevier, vol. 231(C).
    7. Alexandre Moeuf & Samir Lamouri & Robert Pellerin & Simon Tamayo-Giraldo & Estefania Tobon-Valencia & Romain Eburdy, 2020. "Identification of critical success factors, risks and opportunities of Industry 4.0 in SMEs," International Journal of Production Research, Taylor & Francis Journals, vol. 58(5), pages 1384-1400, March.
    8. Rodríguez-Espíndola, Oscar & Chowdhury, Soumyadeb & Dey, Prasanta Kumar & Albores, Pavel & Emrouznejad, Ali, 2022. "Analysis of the adoption of emergent technologies for risk management in the era of digital manufacturing," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    9. Celina M. Olszak & Maria Mach-Król, 2018. "A Conceptual Framework for Assessing an Organization’s Readiness to Adopt Big Data," Sustainability, MDPI, vol. 10(10), pages 1-31, October.
    10. Imed Boughzala & Gert-Jan de Vreede, 2015. "Evaluating team collaboration quality : the development and field application of Collaboration Maturity Model," Post-Print hal-01245385, HAL.
    11. Kayikci, Yasanur & Kazancoglu, Yigit & Gozacan-Chase, Nazlican & Lafci, Cisem & Batista, Luciano, 2022. "Assessing smart circular supply chain readiness and maturity level of small and medium-sized enterprises," Journal of Business Research, Elsevier, vol. 149(C), pages 375-392.
    12. Rohan Bennett & Todd Miller & Mark Pickering & Al-Karim Kara, 2021. "Hybrid Approaches for Smart Contracts in Land Administration: Lessons from Three Blockchain Proofs-of-Concept," Land, MDPI, vol. 10(2), pages 1-22, February.
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