IDEAS home Printed from https://ideas.repec.org/a/spr/opmare/v15y2022i3d10.1007_s12063-022-00271-x.html
   My bibliography  Save this article

A conceptual data model promoting data-driven circular manufacturing

Author

Listed:
  • Federica Acerbi

    (Politecnico Di Milano)

  • Claudio Sassanelli

    (Politecnico di Bari)

  • Marco Taisch

    (Politecnico Di Milano)

Abstract

Circular economy (CE) paradigm fosters manufacturing companies’ sustainability taking place through different circular manufacturing (CM) strategies. These strategies allow companies to be internally committed to embrace circular values and to be externally aligned with several stakeholders not necessarily belonging to the same supply chain. Nevertheless, these CM strategies adoption is limited by heterogeneous barriers, among which the management and sharing of data and information remain the most relevant ones, bounding the decision-making process of manufacturers in CM. Moreover, the extant literature unveiled the need to structure data and information in a reference model to make them usable by manufacturers. Therefore, the goal of the present work is to propose a reference model by developing a conceptual data model to standardise and structure the necessary data in CM to support manufacturers’ decision-making process. Through this model, data and information to be gathered by manufacturers are elucidated, providing an overview of which ones should be managed internally, and shared externally, clarifying the presence of their mutual interdependencies. The model was conceptualised and developed relying on the extant literature and improved and validated through academic and industrial experts’ interviews.

Suggested Citation

  • Federica Acerbi & Claudio Sassanelli & Marco Taisch, 2022. "A conceptual data model promoting data-driven circular manufacturing," Operations Management Research, Springer, vol. 15(3), pages 838-857, December.
    • Handle: RePEc:spr:opmare:v:15:y:2022:i:3:d:10.1007_s12063-022-00271-x
    DOI: 10.1007/s12063-022-00271-x
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s12063-022-00271-x
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s12063-022-00271-x?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. Federica Acerbi & Claudio Sassanelli & Sergio Terzi & Marco Taisch, 2021. "A Systematic Literature Review on Data and Information Required for Circular Manufacturing Strategies Adoption," Sustainability, MDPI, vol. 13(4), pages 1-26, February.
    2. Baofeng Huo & Muhammad Zia Ul Haq & Minhao Gu, 2021. "The impact of information sharing on supply chain learning and flexibility performance," International Journal of Production Research, Taylor & Francis Journals, vol. 59(5), pages 1411-1434, March.
    3. Zafar Husain & Annayath Maqbool & Abid Haleem & R. D. Pathak & Danny Samson, 2021. "Analyzing the business models for circular economy implementation: a fuzzy TOPSIS approach," Operations Management Research, Springer, vol. 14(3), pages 256-271, December.
    4. Kannan Govindan & Mia Hasanagic, 2018. "A systematic review on drivers, barriers, and practices towards circular economy: a supply chain perspective," International Journal of Production Research, Taylor & Francis Journals, vol. 56(1-2), pages 278-311, January.
    5. Adriana Neligan, 2018. "Digitalisation as Enabler Towards a Sustainable Circular Economy in Germany," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 53(2), pages 101-106, March.
    6. Augusto Bianchini & Jessica Rossi & Marco Pellegrini, 2019. "Overcoming the Main Barriers of Circular Economy Implementation through a New Visualization Tool for Circular Business Models," Sustainability, MDPI, vol. 11(23), pages 1-33, November.
    7. Sumona Mukhuty & Arvind Upadhyay & Holly Rothwell, 2022. "Strategic sustainable development of Industry 4.0 through the lens of social responsibility: The role of human resource practices," Business Strategy and the Environment, Wiley Blackwell, vol. 31(5), pages 2068-2081, July.
    8. 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.
    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. Srikant Gupta & Rajesh Kumar Singh & Chintan Amrit, 2025. "Integrating Industry 4.0 with Circular Economy Approach for Sustainable and Flexible Manufacturing Systems," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 26(1), pages 115-145, March.
    2. Bhavesh Kumar & Love Kumar & Avinash Kumar & Ramna Kumari & Uroosa Tagar & Claudio Sassanelli, 2024. "Green finance in circular economy: a literature review," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(7), pages 16419-16459, July.
    3. Salman Alfarisi & Yuya Mitake & Yusuke Tsutsui & Hanfei Wang & Yoshiki Shimomura, 2023. "Nurture: A Novel Approach to PSS-Rebound Effect Identification," Sustainability, MDPI, vol. 15(9), pages 1-25, April.
    4. Leila Saari & Katri Valkokari & Jorge Tiago Martins & Federica Acerbi, 2024. "Circular Economy Matrix Guiding Manufacturing Industry Companies towards Circularity—A Multiple Case Study Perspective," Circular Economy and Sustainability, Springer, vol. 4(4), pages 2505-2530, December.
    5. Krishna Kumar Dadsena & Pushpesh Pant, 2023. "Analyzing the barriers in supply chain digitization: sustainable development goals perspective," Operations Management Research, Springer, vol. 16(4), pages 1684-1697, December.
    6. Svetlana Ivanova & Natalia Lisina, 2023. "Municipal and Industrial Urban Waste: Legal Aspects of Safe Management," Laws, MDPI, vol. 12(3), pages 1-26, May.
    7. Tao Chu & Jingai Ma & Yongguang Zhong & Hao Sun & Weiqiang Jia, 2024. "Shared recycling model for waste electrical and electronic equipment based on the targeted responsibility system in the context of China," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-26, December.
    8. Konstantinos Voulgaridis & Thomas Lagkas & Constantinos Marios Angelopoulos & Alexandros-Apostolos A. Boulogeorgos & Vasileios Argyriou & Panagiotis Sarigiannidis, 2024. "Digital product passports as enablers of digital circular economy: a framework based on technological perspective," Telecommunication Systems: Modelling, Analysis, Design and Management, Springer, vol. 85(4), pages 699-715, April.
    9. Arijit Bhattacharya & Shefali Srivastava & Abhijit Majumdar, 2024. "Circular supply chains in manufacturing—Quo vadis? Accomplishments, challenges and future opportunities," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 4397-4423, July.

    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. Adriana Neligan & Rupert J. Baumgartner & Martin Geissdoerfer & Josef‐Peter Schöggl, 2023. "Circular disruption: Digitalisation as a driver of circular economy business models," Business Strategy and the Environment, Wiley Blackwell, vol. 32(3), pages 1175-1188, March.
    2. Maria Fernanda Ortiz Dominguez & Yasser Ahmad Bhatti, 2022. "From Waste to Luxury Fashion at Elvis & Kresse: A Business Model for Sustainable and Social Innovation in the Circular Economy," Sustainability, MDPI, vol. 14(19), pages 1-17, September.
    3. 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.
    4. Adnan Khurshid & Khalid Khan & Saleem Khan & Javier Cifuentes‐Faura, 2024. "Tackling sustainable development challenges: A fuzzy set examination of textile industry 4.0 and green supply chain barriers," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(6), pages 6819-6835, December.
    5. Ipek Kazancoglu & Yigit Kazancoglu & Emel Yarimoglu & Aysun Kahraman, 2020. "A conceptual framework for barriers of circular supply chains for sustainability in the textile industry," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(5), pages 1477-1492, September.
    6. Mathivathanan, Deepak & Mathiyazhagan, K. & Khorana, Sangeeta & Rana, Nripendra P. & Arora, Bimal, 2022. "Drivers of circular economy for small and medium enterprises: Case study on the Indian state of Tamil Nadu," Journal of Business Research, Elsevier, vol. 149(C), pages 997-1015.
    7. Arijit Bhattacharya & Shefali Srivastava & Abhijit Majumdar, 2024. "Circular supply chains in manufacturing—Quo vadis? Accomplishments, challenges and future opportunities," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 4397-4423, July.
    8. Serdar Durdyev & Kerim Koc & Aidana Tleuken & Cenk Budayan & Ömer Ekmekcioğlu & Ferhat Karaca, 2025. "Barriers to circular economy implementation in the construction industry: causal assessment model," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(2), pages 4045-4081, February.
    9. Sultan Çetin & Vincent Gruis & Ad Straub, 2021. "Towards Circular Social Housing: An Exploration of Practices, Barriers, and Enablers," Sustainability, MDPI, vol. 13(4), pages 1-23, February.
    10. Andreea Loredana Bîrgovan & Sorin Daniel Vatca & Laura Bacali & Andrea Szilagyi & Elena Simina Lakatos & Lucian Ionel Cioca & George Ciobanu, 2022. "Enabling the Circular Economy Transition in Organizations: A Moderated Mediation Model," IJERPH, MDPI, vol. 19(2), pages 1-10, January.
    11. Nesrin Ada & Yigit Kazancoglu & Muruvvet Deniz Sezer & Cigdem Ede-Senturk & Idil Ozer & Mangey Ram, 2021. "Analyzing Barriers of Circular Food Supply Chains and Proposing Industry 4.0 Solutions," Sustainability, MDPI, vol. 13(12), pages 1-29, June.
    12. Manoj A. Palsodkar & Parth P. Koltharkar, 2024. "Nexus Effect of Industry 4.0 and Circular Economy Practices in Achieving Sustainable Development Goals," Circular Economy and Sustainability, Springer, vol. 4(4), pages 3215-3244, December.
    13. Govindan, Kannan, 2023. "How digitalization transforms the traditional circular economy to a smart circular economy for achieving SDGs and net zero," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 177(C).
    14. Alessandra Neri & Marta Negri & Enrico Cagno & Simone Franzò & Vikas Kumar & Tommaso Lampertico & Carlo Andrea Bassani, 2023. "The role of digital technologies in supporting the implementation of circular economy practices by industrial small and medium enterprises," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4693-4718, November.
    15. Lopes de Sousa Jabbour, Ana Beatriz & Chiappetta Jabbour, Charbel Jose & Choi, Tsan-Ming & Latan, Hengky, 2022. "‘Better together’: Evidence on the joint adoption of circular economy and industry 4.0 technologies," International Journal of Production Economics, Elsevier, vol. 252(C).
    16. Simone Franzò & Andrea Urbinati & Davide Chiaroni & Vittorio Chiesa, 2021. "Unravelling the design process of business models from linear to circular: An empirical investigation," Business Strategy and the Environment, Wiley Blackwell, vol. 30(6), pages 2758-2772, September.
    17. Sehrish Atif, 2023. "Analysing the alignment between circular economy and industry 4.0 nexus with industry 5.0 era: An integrative systematic literature review," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(4), pages 2155-2175, August.
    18. Usama Awan & Robert Sroufe & Muhammad Shahbaz, 2021. "Industry 4.0 and the circular economy: A literature review and recommendations for future research," Business Strategy and the Environment, Wiley Blackwell, vol. 30(4), pages 2038-2060, May.
    19. 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).
    20. Andrew Wear, 2023. "Emergent concepts in local economic development," Local Economy, London South Bank University, vol. 38(8), pages 804-826, December.

    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:spr:opmare:v:15:y:2022:i:3:d:10.1007_s12063-022-00271-x. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.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.