IDEAS home Printed from https://ideas.repec.org/a/bla/bstrat/v31y2022i2p619-632.html
   My bibliography  Save this article

Industry 4.0 technologies and circular economy: The mediating role of supply chain integration

Author

Listed:
  • Eleonora Di Maria
  • Valentina De Marchi
  • Ambra Galeazzo

Abstract

There is a great expectation that Industry 4.0 technologies will enable better circular economy (CE) results at firms. However, it is unclear how these technologies might contribute to CE. We hypothesize that Industry 4.0 technologies are positively related to the level of integration among actors along the supply chain and within the firm supply chain integration (SCI), which, in turn, explains superior CE results. By employing partial least square structural equation models on original survey data based on a sample of more than 1200 Italian manufacturing firms and almost 200 adopters, we find that disentangling for the type of technologies is essential to understanding both their direct and indirect role toward CE. Smart manufacturing technologies have a stronger impact on CE outcomes than data processing technologies; the mediating effect of SCI is verified for the former but not for the latter type, questioning the possibility for those technologies to support sustained CE performance in the long run.

Suggested Citation

  • Eleonora Di Maria & Valentina De Marchi & Ambra Galeazzo, 2022. "Industry 4.0 technologies and circular economy: The mediating role of supply chain integration," Business Strategy and the Environment, Wiley Blackwell, vol. 31(2), pages 619-632, February.
  • Handle: RePEc:bla:bstrat:v:31:y:2022:i:2:p:619-632
    DOI: 10.1002/bse.2940
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/bse.2940
    Download Restriction: no

    File URL: https://libkey.io/10.1002/bse.2940?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
    ---><---

    References listed on IDEAS

    as
    1. Tiberio Daddi & Fabio Iraldo & Francesco Testa & Maria Rosa De Giacomo, 2019. "The influence of managerial satisfaction on corporate environmental performance and reputation," Business Strategy and the Environment, Wiley Blackwell, vol. 28(1), pages 15-24, January.
    2. Schniederjans, Dara G. & Curado, Carla & Khalajhedayati, Mehrnaz, 2020. "Supply chain digitisation trends: An integration of knowledge management," International Journal of Production Economics, Elsevier, vol. 220(C).
    3. Despeisse, M. & Baumers, M. & Brown, P. & Charnley, F. & Ford, S.J. & Garmulewicz, A. & Knowles, S. & Minshall, T.H.W. & Mortara, L. & Reed-Tsochas, F.P. & Rowley, J., 2017. "Unlocking value for a circular economy through 3D printing: A research agenda," Technological Forecasting and Social Change, Elsevier, vol. 115(C), pages 75-84.
    4. Bogers, Marcel & Hadar, Ronen & Bilberg, Arne, 2016. "Additive manufacturing for consumer-centric business models: Implications for supply chains in consumer goods manufacturing," Technological Forecasting and Social Change, Elsevier, vol. 102(C), pages 225-239.
    5. Ataseven, Cigdem & Nair, Anand, 2017. "Assessment of supply chain integration and performance relationships: A meta-analytic investigation of the literature," International Journal of Production Economics, Elsevier, vol. 185(C), pages 252-265.
    6. Luh Putu Mahyuni & Richard Adrian & Gede Sri Darma & Ngakan Nyoman Kutha Krisnawijaya & I Gusti Ayu Agung Pradnya Dewi & Gusi Putu Lestara Permana, 2020. "Mapping the potentials of blockchain in improving supply chain performance," Cogent Business & Management, Taylor & Francis Journals, vol. 7(1), pages 1788329-178, January.
    7. Vasja Roblek & Maja Meško & Alojz Krapež, 2016. "A Complex View of Industry 4.0," SAGE Open, , vol. 6(2), pages 21582440166, June.
    8. Prajogo, Daniel & Olhager, Jan, 2012. "Supply chain integration and performance: The effects of long-term relationships, information technology and sharing, and logistics integration," International Journal of Production Economics, Elsevier, vol. 135(1), pages 514-522.
    9. Culot, Giovanna & Nassimbeni, Guido & Orzes, Guido & Sartor, Marco, 2020. "Behind the definition of Industry 4.0: Analysis and open questions," International Journal of Production Economics, Elsevier, vol. 226(C).
    10. Valentina De Marchi & Eleonora Di Maria & Stefano Micelli, 2013. "Environmental Strategies, Upgrading and Competitive Advantage in Global Value Chains," Business Strategy and the Environment, Wiley Blackwell, vol. 22(1), pages 62-72, January.
    11. Joerg S. Hofstetter & Valentina Marchi & Joseph Sarkis & Kannan Govindan & Robert Klassen & Aldo R. Ometto & Katharina S. Spraul & Nancy Bocken & Weslynne S. Ashton & Sanjay Sharma & Melanie Jaeger-Er, 2021. "From Sustainable Global Value Chains to Circular Economy—Different Silos, Different Perspectives, but Many Opportunities to Build Bridges," Circular Economy and Sustainability, Springer, vol. 1(1), pages 21-47, June.
    12. Jarvis, Cheryl Burke & MacKenzie, Scott B & Podsakoff, Philip M, 2003. "A Critical Review of Construct Indicators and Measurement Model Misspecification in Marketing and Consumer Research," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 30(2), pages 199-218, September.
    13. 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.
    14. Jan Stentoft & Christopher Rajkumar, 2020. "The relevance of Industry 4.0 and its relationship with moving manufacturing out, back and staying at home," International Journal of Production Research, Taylor & Francis Journals, vol. 58(10), pages 2953-2973, May.
    15. Osterrieder, Philipp & Budde, Lukas & Friedli, Thomas, 2020. "The smart factory as a key construct of industry 4.0: A systematic literature review," International Journal of Production Economics, Elsevier, vol. 221(C).
    16. Armstrong, J. Scott & Overton, Terry S., 1977. "Estimating Nonresponse Bias in Mail Surveys," MPRA Paper 81694, University Library of Munich, Germany.
    17. Genovese, Andrea & Acquaye, Adolf A. & Figueroa, Alejandro & Koh, S.C. Lenny, 2017. "Sustainable supply chain management and the transition towards a circular economy: Evidence and some applications," Omega, Elsevier, vol. 66(PB), pages 344-357.
    18. Dmitry Ivanov & Alexandre Dolgui & Boris Sokolov, 2019. "The impact of digital technology and Industry 4.0 on the ripple effect and supply chain risk analytics," International Journal of Production Research, Taylor & Francis Journals, vol. 57(3), pages 829-846, February.
    19. De Marchi, Valentina, 2012. "Environmental innovation and R&D cooperation: Empirical evidence from Spanish manufacturing firms," Research Policy, Elsevier, vol. 41(3), pages 614-623.
    20. Fehrer, Julia A. & Wieland, Heiko, 2021. "A systemic logic for circular business models," Journal of Business Research, Elsevier, vol. 125(C), pages 609-620.
    21. Paolo Rosa & Claudio Sassanelli & Andrea Urbinati & Davide Chiaroni & Sergio Terzi, 2020. "Assessing relations between Circular Economy and Industry 4.0: a systematic literature review," International Journal of Production Research, Taylor & Francis Journals, vol. 58(6), pages 1662-1687, March.
    22. Xiaoxia Chen & Mélanie Despeisse & Björn Johansson, 2020. "Environmental Sustainability of Digitalization in Manufacturing: A Review," Sustainability, MDPI, vol. 12(24), pages 1-31, December.
    23. 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.
    24. Gianmarco Bressanelli & Marco Perona & Nicola Saccani, 2019. "Challenges in supply chain redesign for the Circular Economy: a literature review and a multiple case study," International Journal of Production Research, Taylor & Francis Journals, vol. 57(23), pages 7395-7422, December.
    25. Piera Centobelli & Roberto Cerchione & Davide Chiaroni & Pasquale Del Vecchio & Andrea Urbinati, 2020. "Designing business models in circular economy: A systematic literature review and research agenda," Business Strategy and the Environment, Wiley Blackwell, vol. 29(4), pages 1734-1749, May.
    26. Opresnik, David & Taisch, Marco, 2015. "The value of Big Data in servitization," International Journal of Production Economics, Elsevier, vol. 165(C), pages 174-184.
    27. Christina W.Y. Wong & Chee Yew Wong & Sakun Boon‐itt, 2018. "How Does Sustainable Development of Supply Chains Make Firms Lean, Green and Profitable? A Resource Orchestration Perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 27(3), pages 375-388, March.
    28. Pratima Bansal, 2005. "Evolving sustainably: a longitudinal study of corporate sustainable development," Strategic Management Journal, Wiley Blackwell, vol. 26(3), pages 197-218, March.
    29. Mark Huberty, 2015. "Awaiting the Second Big Data Revolution: From Digital Noise to Value Creation," Journal of Industry, Competition and Trade, Springer, vol. 15(1), pages 35-47, March.
    30. Weller, Christian & Kleer, Robin & Piller, Frank T., 2015. "Economic implications of 3D printing: Market structure models in light of additive manufacturing revisited," International Journal of Production Economics, Elsevier, vol. 164(C), pages 43-56.
    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. Stumpf, Lukas & Schöggl, Josef-Peter & Baumgartner, Rupert J., 2023. "Circular plastics packaging – Prioritizing resources and capabilities along the supply chain," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    2. Li, Chao & Zhang, Yuhan & Li, Xiang & Hao, Yanwei, 2024. "Artificial intelligence, household financial fragility and energy resources consumption: Impacts of digital disruption from a demand-based perspective," Resources Policy, Elsevier, vol. 88(C).
    3. Farheen Naz & Rohit Agrawal & Anil Kumar & Angappa Gunasekaran & Abhijit Majumdar & Sunil Luthra, 2022. "Reviewing the applications of artificial intelligence in sustainable supply chains: Exploring research propositions for future directions," Business Strategy and the Environment, Wiley Blackwell, vol. 31(5), pages 2400-2423, July.
    4. Oliveira-Dias, Diéssica de & Maqueira-Marin, Juan Manuel & Moyano-Fuentes, José & Carvalho, Helena, 2023. "Implications of using Industry 4.0 base technologies for lean and agile supply chains and performance," International Journal of Production Economics, Elsevier, vol. 262(C).
    5. Davide Antonioli & Claudia Ghisetti & Massimiliano Mazzanti & Francesco Nicolli, 2022. "Sustainable production: The economic returns of circular economy practices," Business Strategy and the Environment, Wiley Blackwell, vol. 31(5), pages 2603-2617, July.
    6. Cheffi, Walid & Kaleem Zahir-ul-Hassan, Muhammad & Omer Farooq, Muhammad & Baqrain, Abdelrahman & Mohamed Habib Mansour, Mourad, 2023. "Ethical leadership, management control systems and circular economy in SMEs in an emerging economy, the UAE," Journal of Business Research, Elsevier, vol. 156(C).
    7. Gessa, Ana & Jiménez, Amor & Sancha, Pilar, 2023. "Exploring ERP systems adoption in challenging times. Insights of SMEs stories," Technological Forecasting and Social Change, Elsevier, vol. 195(C).
    8. Bimpizas-Pinis, Meletios & Calzolari, Tommaso & Genovese, Andrea, 2022. "Exploring the transition towards circular supply chains through the arcs of integration," International Journal of Production Economics, Elsevier, vol. 250(C).
    9. Huang, Kerry & Wang, Kedi & Lee, Peter K.C. & Yeung, Andy C.L., 2023. "The impact of industry 4.0 on supply chain capability and supply chain resilience: A dynamic resource-based view," International Journal of Production Economics, Elsevier, vol. 262(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. 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).
    2. Li, Ying & Dai, Jing & Cui, Li, 2020. "The impact of digital technologies on economic and environmental performance in the context of industry 4.0: A moderated mediation model," International Journal of Production Economics, Elsevier, vol. 229(C).
    3. Zhang Yu & Syed Abdul Rehman Khan & Muhammad Umar, 2022. "Circular economy practices and industry 4.0 technologies: A strategic move of automobile industry," Business Strategy and the Environment, Wiley Blackwell, vol. 31(3), pages 796-809, March.
    4. Peter S. Hofman & Constantin Blome & Martin C. Schleper & Nachiappan Subramanian, 2020. "Supply chain collaboration and eco‐innovations: An institutional perspective from China," Business Strategy and the Environment, Wiley Blackwell, vol. 29(6), pages 2734-2754, September.
    5. Naghshineh, Bardia & Carvalho, Helena, 2022. "The implications of additive manufacturing technology adoption for supply chain resilience: A systematic search and review," International Journal of Production Economics, Elsevier, vol. 247(C).
    6. Maurizio Massaro & Silvana Secinaro & Francesca Dal Mas & Valerio Brescia & Davide Calandra, 2021. "Industry 4.0 and circular economy: An exploratory analysis of academic and practitioners' perspectives," Business Strategy and the Environment, Wiley Blackwell, vol. 30(2), pages 1213-1231, February.
    7. Cifone, Fabiana Dafne & Hoberg, Kai & Holweg, Matthias & Staudacher, Alberto Portioli, 2021. "‘Lean 4.0’: How can digital technologies support lean practices?," International Journal of Production Economics, Elsevier, vol. 241(C).
    8. Yu, Yubing & Zhang, Justin Zuopeng & Cao, Yanhong & Kazancoglu, Yigit, 2021. "Intelligent transformation of the manufacturing industry for Industry 4.0: Seizing financial benefits from supply chain relationship capital through enterprise green management," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    9. Bruno Michel Roman Pais Seles & Janaina Mascarenhas & Ana Beatriz Lopes de Sousa Jabbour & Adriana Hoffman Trevisan, 2022. "Smoothing the circular economy transition: The role of resources and capabilities enablers," Business Strategy and the Environment, Wiley Blackwell, vol. 31(4), pages 1814-1837, May.
    10. Patricia van Loon & Luk N. Van Wassenhove & Ales Mihelic, 2022. "Designing a circular business strategy: 7 years of evolution at a large washing machine manufacturer," Business Strategy and the Environment, Wiley Blackwell, vol. 31(3), pages 1030-1041, March.
    11. Yu, Wantao & Ramanathan, Ramakrishnan & Nath, Prithwiraj, 2017. "Environmental pressures and performance: An analysis of the roles of environmental innovation strategy and marketing capability," Technological Forecasting and Social Change, Elsevier, vol. 117(C), pages 160-169.
    12. Justin Doran & Geraldine Ryan, 2016. "The Importance of the Diverse Drivers and Types of Environmental Innovation for Firm Performance," Business Strategy and the Environment, Wiley Blackwell, vol. 25(2), pages 102-119, February.
    13. Marić, Josip & Opazo-Basáez, Marco & Vlačić, Božidar & Dabić, Marina, 2023. "Innovation management of three-dimensional printing (3DP) technology: Disclosing insights from existing literature and determining future research streams," Technological Forecasting and Social Change, Elsevier, vol. 193(C).
    14. Siying Long & Zhongju Liao, 2021. "Are fiscal policy incentives effective in stimulating firms' eco‐product innovation? The moderating role of dynamic capabilities," Business Strategy and the Environment, Wiley Blackwell, vol. 30(7), pages 3095-3104, November.
    15. Nikunj Kumar Jain & Abinash Panda & Piyush Choudhary, 2020. "Institutional pressures and circular economy performance: The role of environmental management system and organizational flexibility in oil and gas sector," Business Strategy and the Environment, Wiley Blackwell, vol. 29(8), pages 3509-3525, December.
    16. Shivam Gupta & Sachin Modgil & Piera Centobelli & Roberto Cerchione & Serena Strazzullo, 2022. "Additive Manufacturing and Green Information Systems as Technological Capabilities for Firm Performance," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 23(4), pages 515-534, December.
    17. Beltagui, Ahmad & Sesis, Achilleas & Stylos, Nikolaos, 2021. "A bricolage perspective on democratising innovation: The case of 3D printing in makerspaces," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    18. Chamari Pamoshika Jayarathna & Duzgun Agdas & Les Dawes, 2023. "Exploring sustainable logistics practices toward a circular economy: A value creation perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 32(1), pages 704-720, January.
    19. Holzmann, Patrick & Breitenecker, Robert J. & Schwarz, Erich J. & Gregori, Patrick, 2020. "Business model design for novel technologies in nascent industries: An investigation of 3D printing service providers," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
    20. Chavez, Roberto & Malik, Mohsin & Ghaderi, Hadi & Yu, Wantao, 2021. "Environmental orientation, external environmental information exchange and environmental performance: Examining mediation and moderation effects," International Journal of Production Economics, Elsevier, vol. 240(C).

    More about this item

    Statistics

    Access and download statistics

    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:bla:bstrat:v:31:y:2022:i:2:p:619-632. 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: Wiley Content Delivery (email available below). General contact details of provider: http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1099-0836 .

    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.