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Data-Driven Sustainable Supply Chain Decision Making in the Presence of Low Carbon Awareness

Author

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  • Xiaojiao Qiao

    (School of Management, Tianjin University of Technology, Tianjin 300384, China)

  • Shimeng Xu

    (School of Management, Tianjin University of Technology, Tianjin 300384, China)

  • Dan Shi

    (School of Business, Dalian University of Technology, Panjin 124221, China)

  • Xiukun Zhao

    (School of Management Science and Engineering, Tianjin University of Finance and Economics, Tianjin 300222, China)

Abstract

Low-carbon production is a vital solution for many environmental problems, as is consumers’ consciousness about carbon playing a more important role and ultimately passing upstream. Supply chains are eager to seek sustainable development via appropriate decision making with data-driven methods. Consistent with this aim, we investigated decisions toward lower carbon efforts and prices in a two-echelon supply chain via a game theoretical approach. The decision-making scenarios of decentralized, centralized, and cost-sharing contracts were investigated and compared. The results show that the level of improvement in environmental performance is positively correlated with the degree of cooperation between partners. Cooperation between partners would be even more significant with an increase in consumers’ low carbon awareness. Furthermore, cost-sharing contracts improve the performance of the entire supply chain compared with decentralized cases. Finally, we implemented numerical experiments to verify the modeling results. Therefore, this study provides theoretical support toward sustainable operations for supply chains concerning low carbon awareness.

Suggested Citation

  • Xiaojiao Qiao & Shimeng Xu & Dan Shi & Xiukun Zhao, 2023. "Data-Driven Sustainable Supply Chain Decision Making in the Presence of Low Carbon Awareness," Sustainability, MDPI, vol. 15(12), pages 1-16, June.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:12:p:9576-:d:1171182
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    References listed on IDEAS

    as
    1. S Swami & J Shah, 2013. "Channel coordination in green supply chain management," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 64(3), pages 336-351, March.
    2. Hong, Zhaofu & Guo, Xiaolong, 2019. "Green product supply chain contracts considering environmental responsibilities," Omega, Elsevier, vol. 83(C), pages 155-166.
    3. Holland, Stephen P., 2012. "Emissions taxes versus intensity standards: Second-best environmental policies with incomplete regulation," Journal of Environmental Economics and Management, Elsevier, vol. 63(3), pages 375-387.
    4. Hong, Zhaofu & Chu, Chengbin & Yu, Yugang, 2016. "Dual-mode production planning for manufacturing with emission constraints," European Journal of Operational Research, Elsevier, vol. 251(1), pages 96-106.
    5. Leng, Mingming & Parlar, Mahmut, 2010. "Game-theoretic analyses of decentralized assembly supply chains: Non-cooperative equilibria vs. coordination with cost-sharing contracts," European Journal of Operational Research, Elsevier, vol. 204(1), pages 96-104, July.
    6. Roberto Chavez & Wantao Yu & Mengying Feng & Frank Wiengarten, 2016. "The Effect of Customer‐Centric Green Supply Chain Management on Operational Performance and Customer Satisfaction," Business Strategy and the Environment, Wiley Blackwell, vol. 25(3), pages 205-220, March.
    7. Wesseh, Presley K. & Lin, Boqiang, 2018. "Optimal carbon taxes for China and implications for power generation, welfare, and the environment," Energy Policy, Elsevier, vol. 118(C), pages 1-8.
    8. Wu, Yisheng & Lu, Ronghua & Yang, Jing & Xu, Feng, 2021. "Low-carbon decision-making model of online shopping supply chain considering the O2O model," Journal of Retailing and Consumer Services, Elsevier, vol. 59(C).
    9. He, Ping & Wang, Zheng & Shi, Victor & Liao, Yi, 2021. "The direct and cross effects in a supply chain with consumers sensitive to both carbon emissions and delivery time," European Journal of Operational Research, Elsevier, vol. 292(1), pages 172-183.
    10. Luo, Zheng & Chen, Xu & Wang, Xiaojun, 2016. "The role of co-opetition in low carbon manufacturing," European Journal of Operational Research, Elsevier, vol. 253(2), pages 392-403.
    11. Fahimnia, Behnam & Sarkis, Joseph & Davarzani, Hoda, 2015. "Green supply chain management: A review and bibliometric analysis," International Journal of Production Economics, Elsevier, vol. 162(C), pages 101-114.
    12. Bai, Chunguang & Sarkis, Joseph, 2010. "Integrating sustainability into supplier selection with grey system and rough set methodologies," International Journal of Production Economics, Elsevier, vol. 124(1), pages 252-264, March.
    13. Fan, Zhi-Ping & Cao, Yue & Huang, Chun-Yong & Li, Yongli, 2020. "Pricing strategies of domestic and imported electric vehicle manufacturers and the design of government subsidy and tariff policies," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 143(C).
    14. Cohen, Mark A. & Vandenbergh, Michael P., 2012. "The potential role of carbon labeling in a green economy," Energy Economics, Elsevier, vol. 34(S1), pages 53-63.
    15. Zhu, Qinghua & Sarkis, Joseph & Lai, Kee-hung, 2008. "Confirmation of a measurement model for green supply chain management practices implementation," International Journal of Production Economics, Elsevier, vol. 111(2), pages 261-273, February.
    16. Xiaojiao Qiao & Xiukun Zhao & Jinhui Zou, 2021. "Remanufacturing Marketing Decisions in the Presence of Retailing Platforms in the Carbon Neutrality Era," IJERPH, MDPI, vol. 19(1), pages 1-18, December.
    17. Gilbert E. Metcalf, 2009. "Market-Based Policy Options to Control U.S. Greenhouse Gas Emissions," Journal of Economic Perspectives, American Economic Association, vol. 23(2), pages 5-27, Spring.
    18. Chen, Wenbo, 2018. "Retailer-driven carbon emission abatement with consumer environmental awareness and carbon tax: Revenue-sharing versus Cost-sharingAuthor-Name: Yang, Huixiao," Omega, Elsevier, vol. 78(C), pages 179-191.
    19. Akira Yakita, 2009. "Technology Choice And Environmental Awareness In A Trade And Environment Context," Australian Economic Papers, Wiley Blackwell, vol. 48(3), pages 270-279, September.
    20. Yongjian Li & Qianzhou Deng & Chi Zhou & Lipan Feng, 2020. "Environmental governance strategies in a two-echelon supply chain with tax and subsidy interactions," Annals of Operations Research, Springer, vol. 290(1), pages 439-462, July.
    21. Ameknassi, Lhoussaine & Aït-Kadi, Daoud & Rezg, Nidhal, 2016. "Integration of logistics outsourcing decisions in a green supply chain design: A stochastic multi-objective multi-period multi-product programming model," International Journal of Production Economics, Elsevier, vol. 182(C), pages 165-184.
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