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Supplier Selection and Order Allocation under a Carbon Emission Trading Scheme: A Case Study from China

Author

Listed:
  • Chen Wang

    (Donlinks School of Economics and Management, University of Science and Technology Beijing, Beijing 100083, China)

  • Qingyan Yang

    (Donlinks School of Economics and Management, University of Science and Technology Beijing, Beijing 100083, China)

  • Shufen Dai

    (Donlinks School of Economics and Management, University of Science and Technology Beijing, Beijing 100083, China)

Abstract

In implementing carbon emission trading schemes (ETSs), the cost of carbon embedded in raw materials further complicates supplier selection and order allocation. Firms have to make decisions by comprehensively considering the cost and the important intangible performance of suppliers. This paper uses an analytic network process–integer programming (ANP–IP) model based on a multiple-criteria decision-making (MCDM) approach to solve the above issues by first evaluating and then optimizing them. The carbon embedded in components, which can be used to reflect the carbon competitiveness of a supplier, is integrated into the ANP–IP model. In addition, an international large-scale electronic equipment manufacturer in China is used to validate the model. Different scenarios involving different carbon prices are designed to analyze whether China’s current ETS drives firms to choose more low-carbon suppliers. The results show that current carbon constraints are not stringent enough to drive firms to select low-carbon suppliers. A more stringent ETS with a higher carbon price could facilitate the creation of a low-carbon supply chain. The analysis of the firm’s total cost and of the total cost composition indicates that the impact of a more stringent ETS on the firm results mainly from indirect costs instead of direct costs. The indirect cost is caused by the suppliers’ transfer of part of the low-carbon investment in the product, and arises from buying carbon permits with high carbon prices. Implications revealed by the model analysis are discussed to provide guidance to suppliers regarding the balance between soft competitiveness and low-carbon production capability and to provide guidance to the firm on how to cooperate with suppliers to achieve a mutually beneficial situation.

Suggested Citation

  • Chen Wang & Qingyan Yang & Shufen Dai, 2019. "Supplier Selection and Order Allocation under a Carbon Emission Trading Scheme: A Case Study from China," IJERPH, MDPI, vol. 17(1), pages 1-19, December.
    • Handle: RePEc:gam:jijerp:v:17:y:2019:i:1:p:111-:d:300853
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    as
    1. Tjader, Youxu & May, Jerrold H. & Shang, Jennifer & Vargas, Luis G. & Gao, Ning, 2014. "Firm-level outsourcing decision making: A balanced scorecard-based analytic network process model," International Journal of Production Economics, Elsevier, vol. 147(PC), pages 614-623.
    2. Nouira, Imen & Hammami, Ramzi & Frein, Yannick & Temponi, Cecilia, 2016. "Design of forward supply chains: Impact of a carbon emissions-sensitive demand," International Journal of Production Economics, Elsevier, vol. 173(C), pages 80-98.
    3. Perdan, Slobodan & Azapagic, Adisa, 2011. "Carbon trading: Current schemes and future developments," Energy Policy, Elsevier, vol. 39(10), pages 6040-6054, October.
    4. Wang, Chen & Wang, Zhaohua & Ke, Ruo-Yu & Wang, Jiancai, 2018. "Integrated impact of the carbon quota constraints on enterprises within supply chain: Direct cost and indirect cost," Renewable and Sustainable Energy Reviews, Elsevier, vol. 92(C), pages 774-783.
    5. Tarik Zouadi & Alice Yalaoui & Mohamed Reghioui, 2018. "Hybrid manufacturing/remanufacturing lot-sizing and supplier selection with returns, under carbon emission constraint," International Journal of Production Research, Taylor & Francis Journals, vol. 56(3), pages 1233-1248, February.
    6. Amir Hossein Azadnia & Muhamad Zameri Mat Saman & Kuan Yew Wong, 2015. "Sustainable supplier selection and order lot-sizing: an integrated multi-objective decision-making process," International Journal of Production Research, Taylor & Francis Journals, vol. 53(2), pages 383-408, January.
    7. Wei Gu & Thomas L. Saaty & Lirong Wei, 2018. "Evaluating and Optimizing Technological Innovation Efficiency of Industrial Enterprises Based on Both Data and Judgments," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 17(01), pages 9-43, January.
    8. Xia, Weijun & Wu, Zhiming, 2007. "Supplier selection with multiple criteria in volume discount environments," Omega, Elsevier, vol. 35(5), pages 494-504, October.
    9. Ho, William & Xu, Xiaowei & Dey, Prasanta K., 2010. "Multi-criteria decision making approaches for supplier evaluation and selection: A literature review," European Journal of Operational Research, Elsevier, vol. 202(1), pages 16-24, April.
    10. Govindan, Kannan & Shankar, Madan & Kannan, Devika, 2018. "Supplier selection based on corporate social responsibility practices," International Journal of Production Economics, Elsevier, vol. 200(C), pages 353-379.
    11. Ji Chen & Shouzhen Zeng & Chonghui Zhang, 2018. "An OWA Distance-Based, Single-Valued Neutrosophic Linguistic TOPSIS Approach for Green Supplier Evaluation and Selection in Low-Carbon Supply Chains," IJERPH, MDPI, vol. 15(7), pages 1-15, July.
    12. Huifang Sun & Yaoguo Dang & Wenxin Mao, 2018. "A Decision-Making Method with Grey Multi-Source Heterogeneous Data and Its Application in Green Supplier Selection," IJERPH, MDPI, vol. 15(3), pages 1-24, March.
    13. Azimifard, Arezoo & Moosavirad, Seyed Hamed & Ariafar, Shahram, 2018. "Selecting sustainable supplier countries for Iran's steel industry at three levels by using AHP and TOPSIS methods," Resources Policy, Elsevier, vol. 57(C), pages 30-44.
    14. Sivakumar, R. & Kannan, Devika & Murugesan, P., 2015. "Green vendor evaluation and selection using AHP and Taguchi loss functions in production outsourcing in mining industry," Resources Policy, Elsevier, vol. 46(P1), pages 64-75.
    15. Zhou, P. & Zhang, L. & Zhou, D.Q. & Xia, W.J., 2013. "Modeling economic performance of interprovincial CO2 emission reduction quota trading in China," Applied Energy, Elsevier, vol. 112(C), pages 1518-1528.
    16. Hashemi, Seyed Hamid & Karimi, Amir & Tavana, Madjid, 2015. "An integrated green supplier selection approach with analytic network process and improved Grey relational analysis," International Journal of Production Economics, Elsevier, vol. 159(C), pages 178-191.
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