IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v17y2019i1p111-d300853.html
   My bibliography  Save this article

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
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/17/1/111/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/17/1/111/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    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. 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.
    4. 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.
    5. Xia, Weijun & Wu, Zhiming, 2007. "Supplier selection with multiple criteria in volume discount environments," Omega, Elsevier, vol. 35(5), pages 494-504, October.
    6. 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.
    7. 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.
    8. Perdan, Slobodan & Azapagic, Adisa, 2011. "Carbon trading: Current schemes and future developments," Energy Policy, Elsevier, vol. 39(10), pages 6040-6054, October.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    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.
    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. Roya Ghamari & Mohammad Mahdavi-Mazdeh & Seyed Farid Ghannadpour, 2022. "Resilient and sustainable supplier selection via a new framework: a case study from the steel industry," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(8), pages 10403-10441, August.
    2. Maciej Urbaniak & Blanka Tundys & Magdalena Ankiel, 2021. "Expectations of Production Companies Operating in Poland towards Suppliers with Regards to Implementation of the Sustainability Concept," Sustainability, MDPI, vol. 13(16), pages 1-15, August.
    3. Yadavalli, Venkata SS & Darbari, Jyoti Dhingra & Bhayana, Nidhi & Jha, P.C. & Agarwal, Vernika, 2019. "An integrated optimization model for selection of sustainable suppliers based on customers’ expectations," Operations Research Perspectives, Elsevier, vol. 6(C).
    4. Somayeh Soheilirad & Kannan Govindan & Abbas Mardani & Edmundas Kazimieras Zavadskas & Mehrbakhsh Nilashi & Norhayati Zakuan, 2018. "Application of data envelopment analysis models in supply chain management: a systematic review and meta-analysis," Annals of Operations Research, Springer, vol. 271(2), pages 915-969, December.
    5. Eleonora Bottani & Piera Centobelli & Teresa Murino & Ehsan Shekarian, 2018. "A QFD-ANP Method for Supplier Selection with Benefits, Opportunities, Costs and Risks Considerations," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 17(03), pages 911-939, May.
    6. Kannan Govindan & Aditi & Jyoti Dhingra Darbari & Arshia Kaul & PC Jha, 2021. "Structural model for analysis of key performance indicators for sustainable manufacturer–supplier collaboration: A grey‐decision‐making trial and evaluation laboratory‐based approach," Business Strategy and the Environment, Wiley Blackwell, vol. 30(4), pages 1702-1722, May.
    7. Kannan Govindan & Aditi & Arshia Kaul & Jyoti Dhingra Darbari & P. C. Jha, 2023. "Analysis of supplier evaluation and selection strategies for sustainable collaboration: A combined approach of best–worst method and TOmada de Decisao Interativa Multicriterio," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4426-4447, November.
    8. Shuang Yao & Donghua Yu & Yan Song & Hao Yao & Yuzhen Hu & Benhai Guo, 2018. "Dry Bulk Carrier Investment Selection through a Dual Group Decision Fusing Mechanism in the Green Supply Chain," Sustainability, MDPI, vol. 10(12), pages 1-19, November.
    9. Andreas Schiessl & Richard Müller & Rebekka Volk & Konrad Zimmer & Patrick Breun & Frank Schultmann, 2020. "Integrating site-specific environmental impact assessment in supplier selection: exemplary application to steel procurement," Journal of Business Economics, Springer, vol. 90(9), pages 1409-1457, November.
    10. Wang, Di & Shen, Ye & Zhao, Yueying & He, Wei & Liu, Xue & Qian, Xiangyan & Lv, Tao, 2020. "Integrated assessment and obstacle factor diagnosis of China's scientific coal production capacity based on the PSR sustainability framework," Resources Policy, Elsevier, vol. 68(C).
    11. Thalles Vitelli Garcez & Helder Tenório Cavalcanti & Adiel Teixeira de Almeida, 2021. "A hybrid decision support model using Grey Relational Analysis and the Additive-Veto Model for solving multicriteria decision-making problems: an approach to supplier selection," Annals of Operations Research, Springer, vol. 304(1), pages 199-231, September.
    12. Aly Owida & P.J. Byrne & Cathal Heavey & Paul Blake & Khaled S. El-Kilany, 2016. "A simulation based continuous improvement approach for manufacturing based field repair service contracting," International Journal of Production Research, Taylor & Francis Journals, vol. 54(21), pages 6458-6477, November.
    13. Tri Wahyuningsih, 2022. "The application of factor analysis (FA) in evaluating supplier selection criteria in PT. Wijaya Karya Beton Tbk and ranking suppliers using integration of analytical hierarchy process (AHP) and adapti," Technium, Technium Science, vol. 4(6), pages 11-17.
    14. Ananna Paul & Nagesh Shukla & Sanjoy Kumar Paul & Andrea Trianni, 2021. "Sustainable Supply Chain Management and Multi-Criteria Decision-Making Methods: A Systematic Review," Sustainability, MDPI, vol. 13(13), pages 1-28, June.
    15. Aleksander Banasik & Jacqueline M. Bloemhof-Ruwaard & Argyris Kanellopoulos & G. D. H. Claassen & Jack G. A. J. Vorst, 2018. "Multi-criteria decision making approaches for green supply chains: a review," Flexible Services and Manufacturing Journal, Springer, vol. 30(3), pages 366-396, September.
    16. Venkataraghavan Krishnaswamy & R. P. Sundarraj, 2017. "Organizational implications of a comprehensive approach for cloud-storage sourcing," Information Systems Frontiers, Springer, vol. 19(1), pages 57-73, February.
    17. Jafar Rezaei & Miłosz Kadziński & Chrysoula Vana & Lori Tavasszy, 2022. "Embedding carbon impact assessment in multi-criteria supplier segmentation using ELECTRE TRI-rC," Annals of Operations Research, Springer, vol. 312(2), pages 1445-1467, May.
    18. Li, Xin & Ventura, José A. & Venegas, Bárbara B. & Kweon, Sang Jin & Hwang, Seong Wook, 2018. "An integrated acquisition policy for supplier selection and lot sizing considering total quantity discounts and a quality constraint," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 119(C), pages 19-40.
    19. Patchara Phochanikorn & Chunqiao Tan, 2019. "A New Extension to a Multi-Criteria Decision-Making Model for Sustainable Supplier Selection under an Intuitionistic Fuzzy Environment," Sustainability, MDPI, vol. 11(19), pages 1-24, September.
    20. José Roberto Mendoza-Fong & Jorge Luis García-Alcaraz & José Roberto Díaz-Reza & Juan Carlos Sáenz Diez Muro & Julio Blanco Fernández, 2017. "The Role of Green and Traditional Supplier Attributes on Business Performance," Sustainability, MDPI, vol. 9(9), pages 1-16, August.

    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:jijerp:v:17:y:2019:i:1:p:111-:d:300853. 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.