IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v176y2022ics0040162521008702.html
   My bibliography  Save this article

Adopting Industry 4.0 by leveraging organisational factors

Author

Listed:
  • Srivastava, Deepak Kumar
  • Kumar, Vikas
  • Ekren, Banu Yetkin
  • Upadhyay, Arvind
  • Tyagi, Mrinal
  • Kumari, Archana

Abstract

The manufacturing sector needs to focus on social, environmental and technological factors to integrate Industry 4.0 in production planning, logistics and supply chains. Technical Education Institutes (TEIs) can play a key role in achieving this ambition as they are responsible for the workforce of the digital future. To this end, a learning factory is often referred to as a realistic manufacturing environment. However, the existing research regarding the successful adoption of a learning factory based on Industry 4.0 is scant in the literature. We, therefore, aim to address this research gap by examining key factors that affect the decision to adopt Industry 4.0 in technical education institutes. We have adopted the theoretical lens of the Technology-Organisation-Environment (T-O-E) framework to study industry 4.0 adoption in TEIs. The findings based on 134 valid responses from TEIs in India indicate that the organisational dimension is critical in determining whether or not to adopt Industry 4.0. Our study shows that top management support, internal resources, and the capabilities of the teaching staff are vital for the adoption of Industry 4.0. Additionally, our findings indicate that significant differences exist between public and private TEIs concerning the adoption of Industry 4.0.

Suggested Citation

  • Srivastava, Deepak Kumar & Kumar, Vikas & Ekren, Banu Yetkin & Upadhyay, Arvind & Tyagi, Mrinal & Kumari, Archana, 2022. "Adopting Industry 4.0 by leveraging organisational factors," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    • Handle: RePEc:eee:tefoso:v:176:y:2022:i:c:s0040162521008702
    DOI: 10.1016/j.techfore.2021.121439
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162521008702
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.techfore.2021.121439?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Maduku, Daniel K. & Mpinganjira, Mercy & Duh, Helen, 2016. "Understanding mobile marketing adoption intention by South African SMEs: A multi-perspective framework," International Journal of Information Management, Elsevier, vol. 36(5), pages 711-723.
    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. Metallo, Concetta & Agrifoglio, Rocco & Schiavone, Francesco & Mueller, Jens, 2018. "Understanding business model in the Internet of Things industry," Technological Forecasting and Social Change, Elsevier, vol. 136(C), pages 298-306.
    4. Lorente-Martínez, Javier & Navío-Marco, Julio & Rodrigo-Moya, Beatriz, 2020. "Analysis of the adoption of customer facing InStore technologies in retail SMEs," Journal of Retailing and Consumer Services, Elsevier, vol. 57(C).
    5. 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.
    6. Aboelmaged, Mohamed Gamal, 2014. "Predicting e-readiness at firm-level: An analysis of technological, organizational and environmental (TOE) effects on e-maintenance readiness in manufacturing firms," International Journal of Information Management, Elsevier, vol. 34(5), pages 639-651.
    7. Gómez, Jaime & Vargas, Pilar, 2012. "Intangible resources and technology adoption in manufacturing firms," Research Policy, Elsevier, vol. 41(9), pages 1607-1619.
    8. Piva, Mariacristina & Santarelli, Enrico & Vivarelli, Marco, 2005. "The skill bias effect of technological and organisational change: Evidence and policy implications," Research Policy, Elsevier, vol. 34(2), pages 141-157, March.
    9. Bashir Salah & Mustufa Haider Abidi & Syed Hammad Mian & Mohammed Krid & Hisham Alkhalefah & Ali Abdo, 2019. "Virtual Reality-Based Engineering Education to Enhance Manufacturing Sustainability in Industry 4.0," Sustainability, MDPI, vol. 11(5), pages 1-19, March.
    10. Teo, Thompson S.H. & Lin, Sijie & Lai, Kee-hung, 2009. "Adopters and non-adopters of e-procurement in Singapore: An empirical study," Omega, Elsevier, vol. 37(5), pages 972-987, October.
    11. Premkumar, G. & Roberts, Margaret, 1999. "Adoption of new information technologies in rural small businesses," Omega, Elsevier, vol. 27(4), pages 467-484, August.
    12. Bang-Ning Hwang & Chi-Yo Huang & Chih-Hsiung Wu, 2016. "A TOE Approach to Establish a Green Supply Chain Adoption Decision Model in the Semiconductor Industry," Sustainability, MDPI, vol. 8(2), pages 1-30, February.
    13. Jabbour, Charbel Jose Chiappetta & Jabbour, Ana Beatriz Lopes de Sousa & Sarkis, Joseph & Filho, Moacir Godinho, 2019. "Unlocking the circular economy through new business models based on large-scale data: An integrative framework and research agenda," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 546-552.
    14. Cohn, Elchanan & Rhine, Sherrie L W & Santos, Maria C, 1989. "Institutions of Higher Education as Multi-product Firms: Economies of Scale and Scope," The Review of Economics and Statistics, MIT Press, vol. 71(2), pages 284-290, May.
    15. Wang, Yi-Shun & Li, Hsien-Ta & Li, Ci-Rong & Zhang, Ding-Zhong, 2016. "Factors affecting hotels' adoption of mobile reservation systems: A technology-organization-environment framework," Tourism Management, Elsevier, vol. 53(C), pages 163-172.
    16. Julian Marius Müller & Daniel Kiel & Kai-Ingo Voigt, 2018. "What Drives the Implementation of Industry 4.0? The Role of Opportunities and Challenges in the Context of Sustainability," Sustainability, MDPI, vol. 10(1), pages 1-24, January.
    17. Hart O. Awa & Ojiabo Ukoha & Bartholomew C. Emecheta, 2016. "Using T-O-E theoretical framework to study the adoption of ERP solution," Cogent Business & Management, Taylor & Francis Journals, vol. 3(1), pages 1196571-119, December.
    18. Lian, Jiunn-Woei & Yen, David C. & Wang, Yen-Ting, 2014. "An exploratory study to understand the critical factors affecting the decision to adopt cloud computing in Taiwan hospital," International Journal of Information Management, Elsevier, vol. 34(1), pages 28-36.
    19. Antonella Petrillo & Fabio De Felice & Raffaele Cioffi & Federico Zomparelli, 2018. "Fourth Industrial Revolution: Current Practices, Challenges, and Opportunities," Chapters, in: Antonella Petrillo & Raffaele Cioffi & Fabio De Felice (ed.), Digital Transformation in Smart Manufacturing, IntechOpen.
    20. Adnan Mustafa AlBar & Md. Rakibul Hoque, 2019. "Factors affecting the adoption of information and communication technology in small and medium enterprises: a perspective from rural Saudi Arabia," Information Technology for Development, Taylor & Francis Journals, vol. 25(4), pages 715-738, October.
    21. Adel Ben Khalifa, 2016. "Determinants of information and communication technologies adoption by Tunisian firms," Journal of Innovation Economics, De Boeck Université, vol. 0(2), pages 151-177.
    22. Martin Prause, 2019. "Challenges of Industry 4.0 Technology Adoption for SMEs: The Case of Japan," Sustainability, MDPI, vol. 11(20), pages 1-13, October.
    23. 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.
    24. Sung, Tae Kyung, 2018. "Industry 4.0: A Korea perspective," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 40-45.
    25. Chen, Jiandong & Gao, Ming & Mangla, Sachin Kumar & Song, Malin & Wen, Jie, 2020. "Effects of technological changes on China's carbon emissions," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    26. Abed, Salma S., 2020. "Social commerce adoption using TOE framework: An empirical investigation of Saudi Arabian SMEs," International Journal of Information Management, Elsevier, vol. 53(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wu, Chia-Hung & Chou, Che-Wei & Chien, Chen-Fu & Lin, Yun-Siang, 2024. "Digital transformation in manufacturing industries: Effects of firm size, product innovation, and production type," Technological Forecasting and Social Change, Elsevier, vol. 207(C).
    2. de la Torre de Palacios, Luis & Espí Rodríguez, José Antonio, 2022. "In mining, not everything is a circular economy: Case studies from recent mining projects in Iberia," Resources Policy, Elsevier, vol. 78(C).
    3. Tamvada, Jagannadha Pawan & Narula, Sanjiv & Audretsch, David & Puppala, Harish & Kumar, Anil, 2022. "Adopting new technology is a distant dream? The risks of implementing Industry 4.0 in emerging economy SMEs," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    4. Eslami, Mohammad H. & Achtenhagen, Leona & Bertsch, Cedric Tobias & Lehmann, Annika, 2023. "Knowledge-sharing across supply chain actors in adopting Industry 4.0 technologies: An exploratory case study within the automotive industry," Technological Forecasting and Social Change, Elsevier, vol. 186(PA).
    5. Maheshwari, Pratik & Kamble, Sachin & Belhadi, Amine & Venkatesh, Mani & Abedin, Mohammad Zoynul, 2023. "Digital twin-driven real-time planning, monitoring, and controlling in food supply chains," Technological Forecasting and Social Change, Elsevier, vol. 195(C).
    6. Laubengaier, Désirée A. & Cagliano, Raffaella & Canterino, Filomena, 2022. "It Takes Two to Tango: Analyzing the Relationship between Technological and Administrative Process Innovations in Industry 4.0," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    7. Ortiz-Barrios, Miguel & Arias-Fonseca, Sebastián & Ishizaka, Alessio & Barbati, Maria & Avendaño-Collante, Betty & Navarro-Jiménez, Eduardo, 2023. "Artificial intelligence and discrete-event simulation for capacity management of intensive care units during the Covid-19 pandemic: A case study," Journal of Business Research, Elsevier, vol. 160(C).
    8. Capestro, Mauro & Rizzo, Cristian & Kliestik, Tomas & Peluso, Alessandro M. & Pino, Giovanni, 2024. "Enabling digital technologies adoption in industrial districts: The key role of trust and knowledge sharing," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    9. Karen Castañeda & Omar Sánchez & Rodrigo F. Herrera & Guillermo Mejía, 2022. "Highway Planning Trends: A Bibliometric Analysis," Sustainability, MDPI, vol. 14(9), pages 1-33, May.
    10. Gupta, Somya & Ghardallou, Wafa & Pandey, Dharen Kumar & Sahu, Ganesh P., 2022. "Artificial intelligence adoption in the insurance industry: Evidence using the technology–organization–environment framework," Research in International Business and Finance, Elsevier, vol. 63(C).
    11. Tortorella, Guilherme Luz & Fogliatto, Flavio S. & Kurnia, Sherah & Thürer, Matthias & Capurro, Daniel, 2022. "Healthcare 4.0 digital applications: An empirical study on measures, bundles and patient-centered performance," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
    12. Virmani, Naveen & Sharma, Shikha & Kumar, Anil & Luthra, Sunil, 2023. "Adoption of industry 4.0 evidence in emerging economy: Behavioral reasoning theory perspective," Technological Forecasting and Social Change, Elsevier, vol. 188(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chatterjee, Sheshadri & Rana, Nripendra P. & Dwivedi, Yogesh K. & Baabdullah, Abdullah M., 2021. "Understanding AI adoption in manufacturing and production firms using an integrated TAM-TOE model," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
    2. Ghazanfar Ali Abbasi & Noor Fareen Abdul Rahim & Hongyan Wu & Mohammad Iranmanesh & Benjamin Ng Chee Keong, 2022. "Determinants of SME’s Social Media Marketing Adoption: Competitive Industry as a Moderator," SAGE Open, , vol. 12(1), pages 21582440211, January.
    3. Oliva, Fábio Lotti & Teberga, Pedro Marins Freire & Testi, Lucas Israel Oliveira & Kotabe, Masaaki & Giudice, Manlio Del & Kelle, Peter & Cunha, Miguel Pina, 2022. "Risks and critical success factors in the internationalization of born global startups of industry 4.0: A social, environmental, economic, and institutional analysis," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    4. 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).
    5. Youssef, Mayada Abd El-Aziz & Eid, Riyad & Agag, Gomaa, 2022. "Cross-national differences in big data analytics adoption in the retail industry," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    6. Mariani, Marcello & Borghi, Matteo, 2019. "Industry 4.0: A bibliometric review of its managerial intellectual structure and potential evolution in the service industries," Technological Forecasting and Social Change, Elsevier, vol. 149(C).
    7. Jingjing Hao & Haoming Shi & Victor Shi & Chenchen Yang, 2020. "Adoption of Automatic Warehousing Systems in Logistics Firms: A Technology–Organization–Environment Framework," Sustainability, MDPI, vol. 12(12), pages 1-14, June.
    8. Haneem, Faizura & Kama, Nazri & Taskin, Nazim & Pauleen, David & Abu Bakar, Nur Azaliah, 2019. "Determinants of master data management adoption by local government organizations: An empirical study," International Journal of Information Management, Elsevier, vol. 45(C), pages 25-43.
    9. Popkova, Elena G. & Bogoviz, Aleksei V. & Lobova, Svetlana V. & DeLo, Piper & Alekseev, Alexander N. & Sergi, Bruno S., 2023. "Environmentally sustainable policies in the petroleum sector through the lens of industry 4.0. Russians Lukoil and Gazprom: The COVID-19 crisis of 2020 vs sanctions crisis of 2022," Resources Policy, Elsevier, vol. 84(C).
    10. Syed Shah Alam & Mohammad Masukujjaman & Saif Ahmed & Husam Ahmad Kokash & Amira Khattak, 2024. "Towards a Circular Economy: Cleaner Production Technology Adoption Among Small and Medium Enterprises in an Emerging Economy," Circular Economy and Sustainability, Springer, vol. 4(2), pages 1357-1386, June.
    11. Aminu Adamu Ahmed, 2023. "Analysing the issues surrounding information and communication technology penetration and growth," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(2), pages 716-732, March.
    12. Alok Raj & Anand Jeyaraj, 2023. "Antecedents and consequents of industry 4.0 adoption using technology, organization and environment (TOE) framework: A meta-analysis," Annals of Operations Research, Springer, vol. 322(1), pages 101-124, March.
    13. Culot, Giovanna & Orzes, Guido & Sartor, Marco & Nassimbeni, Guido, 2020. "The future of manufacturing: A Delphi-based scenario analysis on Industry 4.0," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    14. Alkaraan, Fadi & Albitar, Khaldoon & Hussainey, Khaled & Venkatesh, VG, 2022. "Corporate transformation toward Industry 4.0 and financial performance: The influence of environmental, social, and governance (ESG)," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    15. Lihua Wang & Xin Luo, 2021. "Understanding the Interplay Between Government Microblogs and Citizen Engagement: Evidence from China," Electronic Commerce Research, Springer, vol. 21(2), pages 487-520, June.
    16. Viet Anh Ta & Chieh-Yu Lin, 2023. "Exploring the Determinants of Digital Transformation Adoption for SMEs in an Emerging Economy," Sustainability, MDPI, vol. 15(9), pages 1-13, April.
    17. Ghobakhloo, Morteza & Asadi, Shahla & Iranmanesh, Mohammad & Foroughi, Behzad & Mubarak, Muhammad Faraz & Yadegaridehkordi, Elaheh, 2023. "Intelligent automation implementation and corporate sustainability performance: The enabling role of corporate social responsibility strategy," Technology in Society, Elsevier, vol. 74(C).
    18. Thamir Hamad Alaskar & Amin K. Alsadi, 2023. "Drivers of mobile commerce adoption intention by Saudi SMEs during the COVID-19 pandemic," Future Business Journal, Springer, vol. 9(1), pages 1-13, December.
    19. Maduku, Daniel K. & Mpinganjira, Mercy & Duh, Helen, 2016. "Understanding mobile marketing adoption intention by South African SMEs: A multi-perspective framework," International Journal of Information Management, Elsevier, vol. 36(5), pages 711-723.
    20. Wang, Yi-Shun & Li, Hsien-Ta & Li, Ci-Rong & Zhang, Ding-Zhong, 2016. "Factors affecting hotels' adoption of mobile reservation systems: A technology-organization-environment framework," Tourism Management, Elsevier, vol. 53(C), pages 163-172.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:tefoso:v:176:y:2022:i:c:s0040162521008702. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.