IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i19p12815-d936017.html
   My bibliography  Save this article

Investigation of the Industry 4.0 Technologies Adoption Effect on Circular Economy

Author

Listed:
  • Mohammad Zaher Akkad

    (Institute of Logistics, University of Miskolc, 3515 Miskolc, Hungary)

  • Juraj Šebo

    (Faculty of Mechanical Engineering, Technical University of Košice, Letná 9, 04200 Košice, Slovakia)

  • Tamás Bányai

    (Institute of Logistics, University of Miskolc, 3515 Miskolc, Hungary)

Abstract

Industry 4.0 technologies’ adoption became a reality in manufacturing and other industrial companies. The effects of this adoption on several areas including the Circular Economy are interesting in the research field. Deep research and investigation of various Industry 4.0 technologies’ relationships with the Circular Economy are presented in this article. The investigation is based on collected data from 798 companies in five countries, Lithuania, Slovakia, Austria, Croatia, and Slovenia as part of the European Manufacturing Survey project in 2018. After filtering the data, groups’ comparison is used to form potential prospective relationships in connection with the presented literature. A logistics regression test is used by SPSS software to validate the hypotheses and potential relations. Based on the achieved results, it seems that both Industry 4.0 and non-Industry 4.0 technologies can have significant relations with Circular Economy technologies, so they can be potentially influenced or enhanced by both. Similarly, an investigation of the relations between the development of products with improved environmental impact and the use of Industry 4.0 technologies showed no clear dominance of Industry 4.0 technologies over non-Industry 4.0. Finally, there are two of the twelve investigated technologies that have a significant relationship (potential impact) on both the Circular Economy technologies and product development with improved environmental impact.

Suggested Citation

  • Mohammad Zaher Akkad & Juraj Šebo & Tamás Bányai, 2022. "Investigation of the Industry 4.0 Technologies Adoption Effect on Circular Economy," Sustainability, MDPI, vol. 14(19), pages 1-20, October.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:19:p:12815-:d:936017
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/19/12815/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/14/19/12815/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Iztok Palčič & Jasna Prester, 2020. "Impact of Advanced Manufacturing Technologies on Green Innovation," Sustainability, MDPI, vol. 12(8), pages 1-14, April.
    2. Gustavo Cattelan Nobre & Elaine Tavares, 2017. "Scientific literature analysis on big data and internet of things applications on circular economy: a bibliometric study," Scientometrics, Springer;Akadémiai Kiadó, vol. 111(1), pages 463-492, April.
    3. Senlin Zhao & Qinghua Zhu, 2017. "Remanufacturing supply chain coordination under the stochastic remanufacturability rate and the random demand," Annals of Operations Research, Springer, vol. 257(1), pages 661-695, October.
    4. Alan Murray & Keith Skene & Kathryn Haynes, 2017. "The Circular Economy: An Interdisciplinary Exploration of the Concept and Application in a Global Context," Journal of Business Ethics, Springer, vol. 140(3), pages 369-380, February.
    5. Philipp Schäfers & André Walther, 2017. "Modelling Circular Material Flow And The Consequences For Scm And Ppc," Global Journal of Business Research, The Institute for Business and Finance Research, vol. 11(2), pages 91-100.
    6. Juraj Šebo & Miriam Šebová & Iztok Palčič, 2021. "Implementation of Circular Economy Technologies: An Empirical Study of Slovak and Slovenian Manufacturing Companies," Sustainability, MDPI, vol. 13(22), pages 1-17, November.
    7. 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.
    8. Mohammad Zaher Akkad & Tamás Bányai, 2020. "Multi-Objective Approach for Optimization of City Logistics Considering Energy Efficiency," Sustainability, MDPI, vol. 12(18), pages 1-23, September.
    9. Will McDowall & Yong Geng & Beijia Huang & Eva Barteková & Raimund Bleischwitz & Serdar Türkeli & René Kemp & Teresa Doménech, 2017. "Circular Economy Policies in China and Europe," Journal of Industrial Ecology, Yale University, vol. 21(3), pages 651-661, June.
    Full references (including those not matched with items on IDEAS)

    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. Jessica Rossi & Augusto Bianchini & Patricia Guarnieri, 2020. "Circular Economy Model Enhanced by Intelligent Assets from Industry 4.0: The Proposition of an Innovative Tool to Analyze Case Studies," Sustainability, MDPI, vol. 12(17), pages 1-22, September.
    2. Mohammadreza Akbari & John L. Hopkins, 2022. "Digital technologies as enablers of supply chain sustainability in an emerging economy," Operations Management Research, Springer, vol. 15(3), pages 689-710, December.
    3. Isabel Mendes, 2020. "The Circular Economy: an Ancient Term that Became Polysemic," Working Papers Department of Economics 2020/02, ISEG - Lisbon School of Economics and Management, Department of Economics, Universidade de Lisboa.
    4. Osei, Vivian & Bai, Chunguang & Asante-Darko, Disraeli & Quayson, Matthew, 2023. "Evaluating the barriers and drivers of adopting circular economy for improving sustainability in the mining industry," Resources Policy, Elsevier, vol. 86(PB).
    5. Cui, Yongfeng & Liu, Wei & Rani, Pratibha & Alrasheedi, Melfi, 2021. "Internet of Things (IoT) adoption barriers for the circular economy using Pythagorean fuzzy SWARA-CoCoSo decision-making approach in the manufacturing sector," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
    6. Modgil, Sachin & Gupta, Shivam & Sivarajah, Uthayasankar & Bhushan, Bharat, 2021. "Big data-enabled large-scale group decision making for circular economy: An emerging market context," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    7. Anna Avdiushchenko, 2018. "Toward a Circular Economy Regional Monitoring Framework for European Regions: Conceptual Approach," Sustainability, MDPI, vol. 10(12), pages 1-26, November.
    8. Kamble, Sachin S. & Belhadi, Amine & Gunasekaran, Angappa & Ganapathy, L. & Verma, Surabhi, 2021. "A large multi-group decision-making technique for prioritizing the big data-driven circular economy practices in the automobile component manufacturing industry," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
    9. Zhen Liu & Jing Liu & Mohamed Osmani, 2021. "Integration of Digital Economy and Circular Economy: Current Status and Future Directions," Sustainability, MDPI, vol. 13(13), pages 1-27, June.
    10. Kirchherr, Julian & Piscicelli, Laura & Bour, Ruben & Kostense-Smit, Erica & Muller, Jennifer & Huibrechtse-Truijens, Anne & Hekkert, Marko, 2018. "Barriers to the Circular Economy: Evidence From the European Union (EU)," Ecological Economics, Elsevier, vol. 150(C), pages 264-272.
    11. Magdalena Rusch & Josef‐Peter Schöggl & Rupert J. Baumgartner, 2023. "Application of digital technologies for sustainable product management in a circular economy: A review," Business Strategy and the Environment, Wiley Blackwell, vol. 32(3), pages 1159-1174, March.
    12. Leslier Valenzuela-Fernández & Manuel Escobar-Farfán, 2022. "Zero-Waste Management and Sustainable Consumption: A Comprehensive Bibliometric Mapping Analysis," Sustainability, MDPI, vol. 14(23), pages 1-24, December.
    13. Claudia Marcela Betancourt Morales & Jhon Wilder Zartha Sossa, 2020. "Circular economy in Latin America: A systematic literature review," Business Strategy and the Environment, Wiley Blackwell, vol. 29(6), pages 2479-2497, September.
    14. Broccardo, Laura & Zicari, Adrián & Jabeen, Fauzia & Bhatti, Zeeshan A., 2023. "How digitalization supports a sustainable business model: A literature review," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    15. Andrea Cecchin & Roberta Salomone & Pauline Deutz & Andrea Raggi & Laura Cutaia, 2021. "What Is in a Name? The Rising Star of the Circular Economy as a Resource-Related Concept for Sustainable Development," Circular Economy and Sustainability, Springer, vol. 1(1), pages 83-97, June.
    16. Gilbert Silvius & Aydan Ismayilova & Vicente Sales-Vivó & Micol Costi, 2021. "Exploring Barriers for Circularity in the EU Furniture Industry," Sustainability, MDPI, vol. 13(19), pages 1-25, October.
    17. Georgios Lanaras-Mamounis & Anastasios Kipritsis & Thomas A. Tsalis & Konstantinos Ι. Vatalis & Ioannis E. Nikolaou, 2022. "A Framework for Assessing the Contribution of Firms to Circular Economy: a Triple-Level Approach," Circular Economy and Sustainability, Springer, vol. 2(3), pages 883-902, September.
    18. Patrizia Ghisellini & Ivana Quinto & Renato Passaro & Sergio Ulgiati, 2024. "Exploring environmental and social performances of circular start‐ups: An orientation and certification assessment," Business Strategy and the Environment, Wiley Blackwell, vol. 33(4), pages 3222-3241, May.
    19. Belmonte-Ureña, Luis Jesús & Plaza-Úbeda, José Antonio & Vazquez-Brust, Diego & Yakovleva, Natalia, 2021. "Circular economy, degrowth and green growth as pathways for research on sustainable development goals: A global analysis and future agenda," Ecological Economics, Elsevier, vol. 185(C).
    20. Yafeng Han & Tetiana Shevchenko & Bernard Yannou & Meisam Ranjbari & Zahra Shams Esfandabadi & Michael Saidani & Ghada Bouillass & Kseniia Bliumska-Danko & Guohou Li, 2023. "Exploring How Digital Technologies Enable a Circular Economy of Products," Sustainability, MDPI, vol. 15(3), pages 1-20, January.

    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:gam:jsusta:v:14:y:2022:i:19:p:12815-:d:936017. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.