IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v10y2018i2p564-d133008.html
   My bibliography  Save this article

Supplier Selection Study under the Respective of Low-Carbon Supply Chain: A Hybrid Evaluation Model Based on FA-DEA-AHP

Author

Listed:
  • Xiangshuo He

    (Department of Economic Management, North China Electric Power University, Baoding 071003, China)

  • Jian Zhang

    (College of Information Science and Technology, Agricultural University of Hebei, Baoding 071001, China)

Abstract

With the development of global environment and social economy, it is an indispensable choice for enterprises to achieve sustainable growth through developing low-carbon economy and constructing low-carbon supply chain. Supplier is the source of chain, thus selecting excellent low-carbon supplier is the foundation of establishing efficient low-carbon supply chain. This paper presents a novel hybrid model for supplier selection integrated factor analysis (FA), data envelopment analysis (DEA), with analytic hierarchy process (AHP), namely FA-DEA-AHP. First, an evaluation index system is built, incorporating product level, qualification, cooperation ability, and environmental competitiveness. FA is utilized to extract common factors from the 18 pre-selected indicators. Then, DEA is applied to establish the pairwise comparison matrix and AHP is employed to rank these low-carbon suppliers comprehensively and calculate the validity of the decision-making units. Finally, an experiment study with seven cement suppliers in a large industrial enterprise is carried out in this paper. The results reveal that the proposed technique can not only select effective suppliers, but also realize a comprehensive ranking. This research has enriched the methodology of low-carbon supplier evaluation and selection, as well as owns theoretical value in exploring the coordinated development of low-carbon supply chain to some extent.

Suggested Citation

  • Xiangshuo He & Jian Zhang, 2018. "Supplier Selection Study under the Respective of Low-Carbon Supply Chain: A Hybrid Evaluation Model Based on FA-DEA-AHP," Sustainability, MDPI, vol. 10(2), pages 1-17, February.
    • Handle: RePEc:gam:jsusta:v:10:y:2018:i:2:p:564-:d:133008
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/10/2/564/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/10/2/564/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Weber, Charles A. & Current, John R. & Benton, W. C., 1991. "Vendor selection criteria and methods," European Journal of Operational Research, Elsevier, vol. 50(1), pages 2-18, January.
    2. Ching-Ter Chang & Huang-Mu Chen & Zheng-Yun Zhuang, 2014. "Integrated multi-choice goal programming and multi-segment goal programming for supplier selection considering imperfect-quality and price-quantity discounts in a multiple sourcing environment," International Journal of Systems Science, Taylor & Francis Journals, vol. 45(5), pages 1101-1111, May.
    3. Handfield, Robert & Walton, Steven V. & Sroufe, Robert & Melnyk, Steven A., 2002. "Applying environmental criteria to supplier assessment: A study in the application of the Analytical Hierarchy Process," European Journal of Operational Research, Elsevier, vol. 141(1), pages 70-87, August.
    4. Piera Centobelli & Roberto Cerchione & Emilio Esposito, 2018. "Environmental Sustainability and Energy-Efficient Supply Chain Management: A Review of Research Trends and Proposed Guidelines," Energies, MDPI, vol. 11(2), pages 1-36, January.
    5. Shashi & Rajwinder Singh & Amir Shabani, 2017. "Value‐Adding Practices in Food Supply Chain: Evidence from Indian Food Industry," Agribusiness, John Wiley & Sons, Ltd., vol. 33(1), pages 116-130, January.
    6. Donato Masi & Steven Day & Janet Godsell, 2017. "Supply Chain Configurations in the Circular Economy: A Systematic Literature Review," Sustainability, MDPI, vol. 9(9), pages 1-22, September.
    7. Pourya Pourhejazy & Oh Kyoung Kwon, 2016. "The New Generation of Operations Research Methods in Supply Chain Optimization: A Review," Sustainability, MDPI, vol. 8(10), pages 1-23, October.
    8. Min-Chun Yu & Min-Hong Su, 2017. "Using Fuzzy DEA for Green Suppliers Selection Considering Carbon Footprints," Sustainability, MDPI, vol. 9(4), pages 1-11, March.
    9. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    10. Hirotugu Akaike, 1987. "Factor analysis and AIC," Psychometrika, Springer;The Psychometric Society, vol. 52(3), pages 317-332, September.
    11. Thomas L. Saaty, 1994. "How to Make a Decision: The Analytic Hierarchy Process," Interfaces, INFORMS, vol. 24(6), pages 19-43, December.
    12. Weihua Liu & Enze Bai & Liwei Liu & Wanying Wei, 2017. "A Framework of Sustainable Service Supply Chain Management: A Literature Review and Research Agenda," Sustainability, MDPI, vol. 9(3), pages 1-25, March.
    13. Weber, Charles A. & Current, John R., 1993. "A multiobjective approach to vendor selection," European Journal of Operational Research, Elsevier, vol. 68(2), pages 173-184, July.
    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. Fengyi Lin & Sheng-Wei Lin & Wen-Min Lu, 2018. "Sustainability Assessment of Taiwan’s Semiconductor Industry: A New Hybrid Model Using Combined Analytic Hierarchy Process and Two-Stage Additive Network Data Envelopment Analysis," Sustainability, MDPI, vol. 10(11), pages 1-16, November.
    2. Mishra, Arunodaya Raj & Mardani, Abbas & Rani, Pratibha & Kamyab, Hesam & Alrasheedi, Melfi, 2021. "A new intuitionistic fuzzy combinative distance-based assessment framework to assess low-carbon sustainable suppliers in the maritime sector," Energy, Elsevier, vol. 237(C).
    3. Xiao-Ying Bao & Lei Zhang, 2018. "Green Procurement Relationships Development under Carbon Emissions Regulations: A Bi-Level Programming Approach," IJERPH, MDPI, vol. 15(10), pages 1-14, October.
    4. Leonidas Sotirios Kyrgiakos & Georgios Kleftodimos & George Vlontzos & Panos M. Pardalos, 2023. "A systematic literature review of data envelopment analysis implementation in agriculture under the prism of sustainability," Operational Research, Springer, vol. 23(1), pages 1-38, March.
    5. Pankaj Dutta & Bharath Jaikumar & Manpreet Singh Arora, 2022. "Applications of data envelopment analysis in supplier selection between 2000 and 2020: a literature review," Annals of Operations Research, Springer, vol. 315(2), pages 1399-1454, August.
    6. Jessica Wehner, 2018. "Energy Efficiency in Logistics: An Interactive Approach to Capacity Utilisation," Sustainability, MDPI, vol. 10(6), pages 1-19, May.
    7. Maria Gouveia & Carla Henriques & Ana Amaro, 2022. "Is the Cohesion Policy Efficient in Supporting the Transition to a Low-Carbon Economy? Some Insights with Value-Based Data Envelopment Analysis," Sustainability, MDPI, vol. 14(18), pages 1-24, September.
    8. Yazdi, Amir Karbassi & Wanke, Peter Fernandes & Hanne, Thomas & Abdi, Farshid & Sarfaraz, Amir Homayoun, 2022. "Supplier selection in the oil & gas industry: A comprehensive approach for Multi-Criteria Decision Analysis," Socio-Economic Planning Sciences, Elsevier, vol. 79(C).
    9. Xiao Zhao & Xuhui Xia & Lei Wang & Guodong Yu, 2018. "Risk-Averse Facility Location for Green Closed-Loop Supply Chain Networks Design under Uncertainty," Sustainability, MDPI, vol. 10(11), pages 1-17, November.
    10. Tzu-An Chiang & Zhen-Hua Che & Chao-Wei Hung, 2023. "A K-Means Clustering and the Prim’s Minimum Spanning Tree-Based Optimal Picking-List Consolidation and Assignment Methodology for Achieving the Sustainable Warehouse Operations," Sustainability, MDPI, vol. 15(4), pages 1-15, February.
    11. Dexiang Yang & Lei Zhang & Ying Wu & Sidai Guo & Hua Zhang & Lijian Xiao, 2018. "A Sustainability Analysis on Retailer’s Sales Effort in A Closed-Loop Supply Chain," Sustainability, MDPI, vol. 11(1), pages 1-20, December.
    12. Peng Wu & Yixi Yin & Shiying Li & Yulong Huang, 2018. "Low-Carbon Supply Chain Management Considering Free Emission Allowance and Abatement Cost Sharing," Sustainability, MDPI, vol. 10(7), pages 1-18, June.
    13. Yingli Wu & Guangji Tong, 2022. "The evaluation of agricultural enterprise's innovative borrowing capacity based on deep learning and BP neural network," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 13(3), pages 1111-1123, December.
    14. Tong Shu & Chunfen Huang & Shou Chen & Shouyang Wang & Kin Keung Lai, 2018. "Trade-Old-for-Remanufactured Closed-Loop Supply Chains with Carbon Tax and Government Subsidies," Sustainability, MDPI, vol. 10(11), pages 1-25, October.

    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. Juanjuan Qin & Yuhui Zhao & Liangjie Xia, 2018. "Carbon Emission Reduction with Capital Constraint under Greening Financing and Cost Sharing Contract," IJERPH, MDPI, vol. 15(4), pages 1-32, April.
    2. Hua Shi & Mei-Yun Quan & Hu-Chen Liu & Chun-Yan Duan, 2018. "A Novel Integrated Approach for Green Supplier Selection with Interval-Valued Intuitionistic Uncertain Linguistic Information: A Case Study in the Agri-Food Industry," Sustainability, MDPI, vol. 10(3), pages 1-18, March.
    3. Bangyi Li & Zhe Wang & Yue Wang & Juan Tang & Xiaodong Zhu & Zhi Liu, 2018. "The Effect of Introducing Upgraded Remanufacturing Strategy on OEM’s Decision," Sustainability, MDPI, vol. 10(3), pages 1-21, March.
    4. Talluri, Srinivas & Narasimhan, Ram, 2003. "Vendor evaluation with performance variability: A max-min approach," European Journal of Operational Research, Elsevier, vol. 146(3), pages 543-552, May.
    5. Weber, Charles A. & Current, John R. & Desai, Anand, 1998. "Non-cooperative negotiation strategies for vendor selection," European Journal of Operational Research, Elsevier, vol. 108(1), pages 208-223, July.
    6. Weber, Charles A. & Desai, Anand, 1996. "Determination of paths to vendor market efficiency using parallel coordinates representation: A negotiation tool for buyers," European Journal of Operational Research, Elsevier, vol. 90(1), pages 142-155, April.
    7. Liu, Fuh-Hwa Franklin & Hai, Hui Lin, 2005. "The voting analytic hierarchy process method for selecting supplier," International Journal of Production Economics, Elsevier, vol. 97(3), pages 308-317, September.
    8. Deniz Köksal & Jochen Strähle & Martin Müller, 2018. "Social Sustainability in Apparel Supply Chains—The Role of the Sourcing Intermediary in a Developing Country," Sustainability, MDPI, vol. 10(4), pages 1-35, March.
    9. Talluri, Srinivas & Narasimhan, Ram, 2004. "A methodology for strategic sourcing," European Journal of Operational Research, Elsevier, vol. 154(1), pages 236-250, April.
    10. Tien-Chin Wang & Su-Yuan Tsai, 2018. "Solar Panel Supplier Selection for the Photovoltaic System Design by Using Fuzzy Multi-Criteria Decision Making (MCDM) Approaches," Energies, MDPI, vol. 11(8), pages 1-22, July.
    11. Baiyun Yuan & Bingmei Gu & Jin Guo & Liangjie Xia & Chunming Xu, 2018. "The Optimal Decisions for a Sustainable Supply Chain with Carbon Information Asymmetry under Cap-and-Trade," Sustainability, MDPI, vol. 10(4), pages 1-17, March.
    12. Erol, Ismail & Ferrell, William Jr., 2003. "A methodology for selection problems with multiple, conflicting objectives and both qualitative and quantitative criteria," International Journal of Production Economics, Elsevier, vol. 86(3), pages 187-199, December.
    13. Adel Hatami-Marbini & Siavash Hekmat & Per J. Agrell, 2022. "A strategy-based framework for supplier selection: a grey PCA-DEA approach," Operational Research, Springer, vol. 22(1), pages 263-297, March.
    14. Alptekin Ulutaş & Ayşe Topal & Dragan Pamučar & Željko Stević & Darjan Karabašević & Gabrijela Popović, 2022. "A New Integrated Multi-Criteria Decision-Making Model for Sustainable Supplier Selection Based on a Novel Grey WISP and Grey BWM Methods," Sustainability, MDPI, vol. 14(24), pages 1-20, December.
    15. Pishchulov, Grigory & Trautrims, Alexander & Chesney, Thomas & Gold, Stefan & Schwab, Leila, 2019. "The Voting Analytic Hierarchy Process revisited: A revised method with application to sustainable supplier selection," International Journal of Production Economics, Elsevier, vol. 211(C), pages 166-179.
    16. Cakravastia, Andi & Toha, Isa S. & Nakamura, Nobuto, 2002. "A two-stage model for the design of supply chain networks," International Journal of Production Economics, Elsevier, vol. 80(3), pages 231-248, December.
    17. Preetam Basu & Soumita Ghosh & Milan Kumar, 2019. "Supplier ratings and dynamic sourcing strategies to mitigate supply disruption risks," DECISION: Official Journal of the Indian Institute of Management Calcutta, Springer;Indian Institute of Management Calcutta, vol. 46(1), pages 41-57, March.
    18. Dobos, Imre & Vörösmarty, Gyöngyi, 2014. "Green supplier selection and evaluation using DEA-type composite indicators," International Journal of Production Economics, Elsevier, vol. 157(C), pages 273-278.
    19. Dobos, Imre & Vörösmarty, Gyöngyi, 2019. "Inventory-related costs in green supplier selection problems with Data Envelopment Analysis (DEA)," International Journal of Production Economics, Elsevier, vol. 209(C), pages 374-380.
    20. Yahya, Salleh & Kingsman, Brian, 2002. "Modelling a multi-objective allocation problem in a government sponsored entrepreneur development programme," European Journal of Operational Research, Elsevier, vol. 136(2), pages 430-448, January.

    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:jsusta:v:10:y:2018:i:2:p:564-:d:133008. 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.