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Implementation of digital manufacturing technologies: Antecedents and consequences

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  • Gillani, Fatima
  • Chatha, Kamran Ali
  • Sadiq Jajja, Muhammad Shakeel
  • Farooq, Sami

Abstract

The use of digital manufacturing technologies (DMTs) is changing the face of the manufacturing landscape and enhancing the competitiveness of firms. However, its implementation is still a relatively unexplored phenomenon and demands attention. The purpose of this study is to determine the role played by technological context, organizational context, and environmental context of firms in the implementation of the DMTs. A hypothesized model is proposed and tested using survey-based data from the International Manufacturing Strategy Survey VI comprising 931 firms across developed and developing countries. The proposed research model gains support from the technology–organization–environment framework and the combinatorial technology evolution theory, which together provide a holistic understanding of the technology implementation process in terms of its enablers and performance outcomes. We find that although the organizational context and environmental context impact DMTs' implementation, these impacts are mediated through the technological context of the firm. Moreover, the implementation of these technologies has a significant impact on firm performance in terms of flexibility, design, delivery, and quality performance. Contributing to the empirical research gap in the domain of DMTs’ implementation, this study also generates insights for practitioners about the complementarity of the technological, organizational, and environmental factors that together enable the implementation of DMTs and enhance firm performance.

Suggested Citation

  • Gillani, Fatima & Chatha, Kamran Ali & Sadiq Jajja, Muhammad Shakeel & Farooq, Sami, 2020. "Implementation of digital manufacturing technologies: Antecedents and consequences," International Journal of Production Economics, Elsevier, vol. 229(C).
  • Handle: RePEc:eee:proeco:v:229:y:2020:i:c:s0925527320301341
    DOI: 10.1016/j.ijpe.2020.107748
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    References listed on IDEAS

    as
    1. Demeter, Krisztina & Chikán, Attila & Matyusz, Zsolt, 2011. "Labour productivity change: Drivers, business impact and macroeconomic moderators," International Journal of Production Economics, Elsevier, vol. 131(1), pages 215-223, May.
    2. Humphrey M. Sabi & Faith-Michael E. Uzoka & Kehbuma Langmia & Felix N. Njeh & Clive K. Tsuma, 0. "A cross-country model of contextual factors impacting cloud computing adoption at universities in sub-Saharan Africa," Information Systems Frontiers, Springer, vol. 0, pages 1-24.
    3. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    4. Demeter, Krisztina, 2003. "Manufacturing strategy and competitiveness," International Journal of Production Economics, Elsevier, vol. 81(1), pages 2015-2213, January.
    5. 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.
    6. Szalavetz, Andrea, 2019. "Industry 4.0 and capability development in manufacturing subsidiaries," Technological Forecasting and Social Change, Elsevier, vol. 145(C), pages 384-395.
    7. Atanu Chaudhuri & Jayanth Jayaram, 2019. "A socio-technical view of performance impact of integrated quality and sustainability strategies," International Journal of Production Research, Taylor & Francis Journals, vol. 57(5), pages 1478-1496, March.
    8. Wiengarten, Frank & Humphreys, Paul & Gimenez, Cristina & McIvor, Ronan, 2016. "Risk, risk management practices, and the success of supply chain integration," International Journal of Production Economics, Elsevier, vol. 171(P3), pages 361-370.
    9. Christoph Müller & Martin Grunewald & Thomas Stefan Spengler, 2018. "Redundant configuration of robotic assembly lines with stochastic failures," International Journal of Production Research, Taylor & Francis Journals, vol. 56(10), pages 3662-3682, May.
    10. Youngjin Yoo & Richard J. Boland & Kalle Lyytinen & Ann Majchrzak, 2012. "Organizing for Innovation in the Digitized World," Organization Science, INFORMS, vol. 23(5), pages 1398-1408, October.
    11. David J. Teece, 2008. "Firm organization, industrial structure, and technological innovation," World Scientific Book Chapters, in: The Transfer And Licensing Of Know-How And Intellectual Property Understanding the Multinational Enterprise in the Modern World, chapter 11, pages 265-296, World Scientific Publishing Co. Pte. Ltd..
    12. Cenamor, J. & Rönnberg Sjödin, D. & Parida, V., 2017. "Adopting a platform approach in servitization: Leveraging the value of digitalization," International Journal of Production Economics, Elsevier, vol. 192(C), pages 54-65.
    13. Li, Ling, 2018. "China's manufacturing locus in 2025: With a comparison of “Made-in-China 2025” and “Industry 4.0”," Technological Forecasting and Social Change, Elsevier, vol. 135(C), pages 66-74.
    14. Badri, Masood A. & Davis, Donald & Davis, Donna, 2000. "Operations strategy, environmental uncertainty and performance: a path analytic model of industries in developing countries," Omega, Elsevier, vol. 28(2), pages 155-173, April.
    15. Sami Farooq & Yang Cheng & Rikke Vestergaard Matthiesen & John Johansen & Chris O’Brien, 2017. "Management of automation and advanced manufacturing technology (AAMT) in the context of global manufacturing," International Journal of Production Research, Taylor & Francis Journals, vol. 55(5), pages 1455-1458, March.
    16. 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.
    17. Ilin, Vladimir & Ivetić, Jelena & Simić, Dragan, 2017. "Understanding the determinants of e-business adoption in ERP-enabled firms and non-ERP-enabled firms: A case study of the Western Balkan Peninsula," Technological Forecasting and Social Change, Elsevier, vol. 125(C), pages 206-223.
    18. Kevin Zhu & Kenneth L. Kraemer, 2005. "Post-Adoption Variations in Usage and Value of E-Business by Organizations: Cross-Country Evidence from the Retail Industry," Information Systems Research, INFORMS, vol. 16(1), pages 61-84, March.
    19. Yong Yin & Kathryn E. Stecke & Dongni Li, 2018. "The evolution of production systems from Industry 2.0 through Industry 4.0," International Journal of Production Research, Taylor & Francis Journals, vol. 56(1-2), pages 848-861, January.
    20. 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.
    21. Adriana ZAIT & Patricea Elena BERTEA, 2011. "Methods For Testing Discriminant Validity," Management and Marketing Journal, University of Craiova, Faculty of Economics and Business Administration, vol. 0(2), pages 217-224, November.
    22. 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.
    23. Amoako-Gyampah, Kwasi & Acquaah, Moses, 2008. "Manufacturing strategy, competitive strategy and firm performance: An empirical study in a developing economy environment," International Journal of Production Economics, Elsevier, vol. 111(2), pages 575-592, February.
    24. Reischauer, Georg, 2018. "Industry 4.0 as policy-driven discourse to institutionalize innovation systems in manufacturing," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 26-33.
    25. Yang, Chen-Lung & Lin, Shu-Ping & Chan, Ya-hui & Sheu, Chwen, 2010. "Mediated effect of environmental management on manufacturing competitiveness: An empirical study," International Journal of Production Economics, Elsevier, vol. 123(1), pages 210-220, January.
    26. Pamela J. Zelbst & Kenneth W. Green & Victor E. Sower, 2010. "Impact of RFID technology utilization on operational performance," Management Research Review, Emerald Group Publishing Limited, vol. 33(10), pages 994-1004, September.
    27. da Silveira, Giovani J.C., 2014. "An empirical analysis of manufacturing competitive factors and offshoring," International Journal of Production Economics, Elsevier, vol. 150(C), pages 163-173.
    28. Wu, Ing-Long & Chen, Jian-Liang, 2014. "A stage-based diffusion of IT innovation and the BSC performance impact: A moderator of technology–organization–environment," Technological Forecasting and Social Change, Elsevier, vol. 88(C), pages 76-90.
    29. Andrew Kusiak, 2018. "Smart manufacturing," International Journal of Production Research, Taylor & Francis Journals, vol. 56(1-2), pages 508-517, January.
    30. Beck, Thorsten & Demirguc-Kunt, Asli, 2006. "Small and medium-size enterprises: Access to finance as a growth constraint," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2931-2943, November.
    31. 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.
    32. Guilherme Luz Tortorella & Diego Fettermann, 2018. "Implementation of Industry 4.0 and lean production in Brazilian manufacturing companies," International Journal of Production Research, Taylor & Francis Journals, vol. 56(8), pages 2975-2987, April.
    33. Alexandre Dolgui & Dmitry Ivanov & Suresh P. Sethi & Boris Sokolov, 2019. "Scheduling in production, supply chain and Industry 4.0 systems by optimal control: fundamentals, state-of-the-art and applications," International Journal of Production Research, Taylor & Francis Journals, vol. 57(2), pages 411-432, January.
    34. Sven-Vegard Buer & Jan Ola Strandhagen & Felix T. S. Chan, 2018. "The link between Industry 4.0 and lean manufacturing: mapping current research and establishing a research agenda," International Journal of Production Research, Taylor & Francis Journals, vol. 56(8), pages 2924-2940, April.
    35. Michael E. Porter, 1991. "Towards a dynamic theory of strategy," Strategic Management Journal, Wiley Blackwell, vol. 12(S2), pages 95-117, December.
    36. Angappa Gunasekaran & Yahaya Y. Yusuf & Ezekiel O. Adeleye & Thanos Papadopoulos, 2018. "Agile manufacturing practices: the role of big data and business analytics with multiple case studies," International Journal of Production Research, Taylor & Francis Journals, vol. 56(1-2), pages 385-397, January.
    37. Mellor, Stephen & Hao, Liang & Zhang, David, 2014. "Additive manufacturing: A framework for implementation," International Journal of Production Economics, Elsevier, vol. 149(C), pages 194-201.
    38. Michael J. Tippins & Ravipreet S. Sohi, 2003. "IT competency and firm performance: is organizational learning a missing link?," Strategic Management Journal, Wiley Blackwell, vol. 24(8), pages 745-761, August.
    39. Humphrey M. Sabi & Faith-Michael E. Uzoka & Kehbuma Langmia & Felix N. Njeh & Clive K. Tsuma, 2018. "A cross-country model of contextual factors impacting cloud computing adoption at universities in sub-Saharan Africa," Information Systems Frontiers, Springer, vol. 20(6), pages 1381-1404, December.
    40. Bourke, Jane & Roper, Stephen, 2016. "AMT adoption and innovation: An investigation of dynamic and complementary effects," Technovation, Elsevier, vol. 55, pages 42-55.
    41. Dalenogare, Lucas Santos & Benitez, Guilherme Brittes & Ayala, Néstor Fabián & Frank, Alejandro Germán, 2018. "The expected contribution of Industry 4.0 technologies for industrial performance," International Journal of Production Economics, Elsevier, vol. 204(C), pages 383-394.
    42. Lin, Hsiu-Fen, 2014. "Understanding the determinants of electronic supply chain management system adoption: Using the technology–organization–environment framework," Technological Forecasting and Social Change, Elsevier, vol. 86(C), pages 80-92.
    43. Caniato, Federico & Golini, Ruggero & Kalchschmidt, Matteo, 2013. "The effect of global supply chain configuration on the relationship between supply chain improvement programs and performance," International Journal of Production Economics, Elsevier, vol. 143(2), pages 285-293.
    44. Frank, Alejandro G. & Mendes, Glauco H.S. & Ayala, Néstor F. & Ghezzi, Antonio, 2019. "Servitization and Industry 4.0 convergence in the digital transformation of product firms: A business model innovation perspective," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 341-351.
    45. Sung, Tae Kyung, 2018. "Industry 4.0: A Korea perspective," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 40-45.
    46. Vachon, Stephan & Klassen, Robert D., 2008. "Environmental management and manufacturing performance: The role of collaboration in the supply chain," International Journal of Production Economics, Elsevier, vol. 111(2), pages 299-315, February.
    47. Rymaszewska, Anna & Helo, Petri & Gunasekaran, Angappa, 2017. "IoT powered servitization of manufacturing – an exploratory case study," International Journal of Production Economics, Elsevier, vol. 192(C), pages 92-105.
    48. Jajja, Muhammad Shakeel Sadiq & Chatha, Kamran Ali & Farooq, Sami, 2018. "Impact of supply chain risk on agility performance: Mediating role of supply chain integration," International Journal of Production Economics, Elsevier, vol. 205(C), pages 118-138.
    49. Kiel, Daniel & Arnold, Christian & Voigt, Kai-Ingo, 2017. "The influence of the Industrial Internet of Things on business models of established manufacturing companies – A business level perspective," Technovation, Elsevier, vol. 68(C), pages 4-19.
    50. Lindell, Martin & Karagozoglu, Necmi, 1997. "Global strategies of US and Scandinavian R&D-intensive small- and medium-sized companies," European Management Journal, Elsevier, vol. 15(1), pages 92-100, February.
    51. Dosi, Giovanni & Ermoliev, Yuri & Kaniovski, Yuri, 1994. "Generalized urn schemes and technological dynamics," Journal of Mathematical Economics, Elsevier, vol. 23(1), pages 1-19, January.
    52. Hong, Paul & Jagani, Sandeep & Kim, Jinhwan & Youn, Sun Hee, 2019. "Managing sustainability orientation: An empirical investigation of manufacturing firms," International Journal of Production Economics, Elsevier, vol. 211(C), pages 71-81.
    53. Spyros Arvanitis & Heinz Hollenstein, 2001. "The Determinants Of The Adoption Of Advanced Manufacturing Technology," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 10(5), pages 377-414.
    54. Li Da Xu & Eric L. Xu & Ling Li, 2018. "Industry 4.0: state of the art and future trends," International Journal of Production Research, Taylor & Francis Journals, vol. 56(8), pages 2941-2962, April.
    55. Cheng, Yang & Matthiesen, Rikke & Farooq, Sami & Johansen, John & Hu, Haibo & Ma, Lei, 2018. "The evolution of investment patterns on advanced manufacturing technology (AMT) in manufacturing operations: A longitudinal analysis," International Journal of Production Economics, Elsevier, vol. 203(C), pages 239-253.
    56. Yang, Ma Ga (Mark) & Hong, Paul & Modi, Sachin B., 2011. "Impact of lean manufacturing and environmental management on business performance: An empirical study of manufacturing firms," International Journal of Production Economics, Elsevier, vol. 129(2), pages 251-261, February.
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