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A large multi-group decision-making technique for prioritizing the big data-driven circular economy practices in the automobile component manufacturing industry

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  • Kamble, Sachin S.
  • Belhadi, Amine
  • Gunasekaran, Angappa
  • Ganapathy, L.
  • Verma, Surabhi

Abstract

The present study uses a large group decision-making technique to identify and rank the best big data-driven circular economy (BDDCE) practices in the auto-component industry. The data pertaining to the BDDCE practices were collected from the decision-makers in three groups, namely, purchasing, manufacturing, and logistics & marketing function from the auto-component manufacturing industry. First, the consensus on the BDDCE practices within the group was ascertained followed by determining the decision weights using the percentage distributions and subjective weights. This was followed by the by computing the dominance degrees on pairwise comparisons of the BDDCE practices and ranking them using the PROMETHEE II method. The findings indicated that the BDDCE practices that were more inclined towards the enhancement of internal supply chain integration were most preferred and highly ranked by the decisionmakers in the auto-component industry as compared to the practices that were focused on improving the supplier and customer interfaces such as green purchasing, sale of excess inventory, and developing recycling systems for end-of-life products and materials . The high ranked BDDCE practices included minimization of the raw material consumption, plan for reuse, recycle, recovery of material, parts, and reduction of the process waste at the design stage.

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  • 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).
    • Handle: RePEc:eee:tefoso:v:165:y:2021:i:c:s0040162520313937
    DOI: 10.1016/j.techfore.2020.120567
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    1. Kamble, Sachin S. & Gunasekaran, Angappa & Ghadge, Abhijeet & Raut, Rakesh, 2020. "A performance measurement system for industry 4.0 enabled smart manufacturing system in SMMEs- A review and empirical investigation," International Journal of Production Economics, Elsevier, vol. 229(C).
    2. 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.
    3. 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.
    4. 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.
    5. Aurélien Bruel & Jakub Kronenberg & Nadège Troussier & Bertrand Guillaume, 2019. "Linking Industrial Ecology and Ecological Economics: A Theoretical and Empirical Foundation for the Circular Economy," Journal of Industrial Ecology, Yale University, vol. 23(1), pages 12-21, February.
    6. 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.
    7. Dubey, Rameshwar & Gunasekaran, Angappa & Childe, Stephen J. & Papadopoulos, Thanos & Luo, Zongwei & Wamba, Samuel Fosso & Roubaud, David, 2019. "Can big data and predictive analytics improve social and environmental sustainability?," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 534-545.
    8. Yao Chen & Fangruo Chen, 2019. "On the Competition between Two Modes of Product Recovery: Remanufacturing and Refurbishing," Production and Operations Management, Production and Operations Management Society, vol. 28(12), pages 2983-3001, December.
    9. Zhu, Qinghua & Sarkis, Joseph & Lai, Kee-hung, 2008. "Green supply chain management implications for "closing the loop"," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 44(1), pages 1-18, January.
    10. Florian Lüdeke‐Freund & Stefan Gold & Nancy M. P. Bocken, 2019. "A Review and Typology of Circular Economy Business Model Patterns," Journal of Industrial Ecology, Yale University, vol. 23(1), pages 36-61, February.
    11. Sachin S. Kamble & Angappa Gunasekaran, 2020. "Big data-driven supply chain performance measurement system: a review and framework for implementation," International Journal of Production Research, Taylor & Francis Journals, vol. 58(1), pages 65-86, January.
    12. Korhonen, Jouni & Honkasalo, Antero & Seppälä, Jyri, 2018. "Circular Economy: The Concept and its Limitations," Ecological Economics, Elsevier, vol. 143(C), pages 37-46.
    13. Zengwei Yuan & Jun Bi & Yuichi Moriguichi, 2006. "The Circular Economy: A New Development Strategy in China," Journal of Industrial Ecology, Yale University, vol. 10(1‐2), pages 4-8, January.
    14. Mats Danielson & Love Ekenberg & Jim Idefeldt & Aron Larsson, 2007. "Using a Software Tool for Public Decision Analysis: The Case of Nacka Municipality," Decision Analysis, INFORMS, vol. 4(2), pages 76-90, June.
    15. Ana Beatriz Lopes de Sousa Jabbour & Charbel Jose Chiappetta Jabbour & Moacir Godinho Filho & David Roubaud, 2018. "Industry 4.0 and the circular economy: a proposed research agenda and original roadmap for sustainable operations," Annals of Operations Research, Springer, vol. 270(1), pages 273-286, November.
    16. 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.
    17. Gupta, Shivam & Chen, Haozhe & Hazen, Benjamin T. & Kaur, Sarabjot & Santibañez Gonzalez, Ernesto D.R., 2019. "Circular economy and big data analytics: A stakeholder perspective," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 466-474.
    18. Barbara V. Kasulaitis & Callie W. Babbitt & Andrew K. Krock, 2019. "Dematerialization and the Circular Economy: Comparing Strategies to Reduce Material Impacts of the Consumer Electronic Product Ecosystem," Journal of Industrial Ecology, Yale University, vol. 23(1), pages 119-132, February.
    19. Qinghua Zhu & Yong Geng & Kee‐hung Lai, 2011. "Environmental Supply Chain Cooperation and Its Effect on the Circular Economy Practice‐Performance Relationship Among Chinese Manufacturers," Journal of Industrial Ecology, Yale University, vol. 15(3), pages 405-419, June.
    20. Sachin Kamble & Angappa Gunasekaran & Neelkanth C. Dhone, 2020. "Industry 4.0 and lean manufacturing practices for sustainable organisational performance in Indian manufacturing companies," International Journal of Production Research, Taylor & Francis Journals, vol. 58(5), pages 1319-1337, March.
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    6. Chauhan, Chetna & Parida, Vinit & Dhir, Amandeep, 2022. "Linking circular economy and digitalisation technologies: A systematic literature review of past achievements and future promises," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    7. Syed Abdul Rehman Khan & Muhammad Umar & Alam Asadov & Muhammad Tanveer & Zhang Yu, 2022. "Technological Revolution and Circular Economy Practices: A Mechanism of Green Economy," Sustainability, MDPI, vol. 14(8), pages 1-14, April.
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    13. Fabio De Felice & Antonella Petrillo, 2021. "Green Transition: The Frontier of the Digicircular Economy Evidenced from a Systematic Literature Review," Sustainability, MDPI, vol. 13(19), pages 1-26, October.
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