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Ranking sustainable suppliers by context-dependent data envelopment analysis

Author

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  • Mohammad Izadikhah

    (Islamic Azad University)

  • Reza Farzipoor Saen

    (Islamic Azad University)

Abstract

Sustainable supplier selection is one of the most critical activities for establishing an effective sustainable supply chain and is typically a multi-criteria decision-making problem. One of the important ways for evaluating sustainable suppliers is to use data envelopment analysis (DEA) models. There are many DEA models for ranking decision making units (DMUs) that are applicable for selecting the best sustainable suppliers. This paper presents a new DEA model for ranking DMUs (suppliers) based on a modification of context-dependent DEA models. Using the concept of attractiveness and progress for each supplier, this paper suggests a new DEA ranking approach. The proposed method is able to rank all efficient and inefficient suppliers. A case study demonstrates the efficiency of the proposed method. Our proposed method is used to determine the most sustainable suppliers of Sazeh Gostare Saipa Company. There are fourteen active suppliers for Sazeh Gostare Saipa Co., and results show that Hydraulic Structures Engineering Services is the most sustainable supplier.

Suggested Citation

  • Mohammad Izadikhah & Reza Farzipoor Saen, 2020. "Ranking sustainable suppliers by context-dependent data envelopment analysis," Annals of Operations Research, Springer, vol. 293(2), pages 607-637, October.
    • Handle: RePEc:spr:annopr:v:293:y:2020:i:2:d:10.1007_s10479-019-03370-4
    DOI: 10.1007/s10479-019-03370-4
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    1. William W. Cooper & Lawrence M. Seiford & Joe Zhu (ed.), 2011. "Handbook on Data Envelopment Analysis," International Series in Operations Research and Management Science, Springer, number 978-1-4419-6151-8, September.
    2. S Lim, 2012. "Context-dependent data envelopment analysis with cross-efficiency evaluation," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 63(1), pages 38-46, January.
    3. Friedman, Lea & Sinuany-Stern, Zilla, 1997. "Scaling units via the canonical correlation analysis in the DEA context," European Journal of Operational Research, Elsevier, vol. 100(3), pages 629-637, August.
    4. Tarja Joro & Pekka Korhonen & Jyrki Wallenius, 1998. "Structural Comparison of Data Envelopment Analysis and Multiple Objective Linear Programming," Management Science, INFORMS, vol. 44(7), pages 962-970, July.
    5. Reza Farzipoor Saen, 2009. "A decision model for ranking suppliers in the presence of cardinal and ordinal data, weight restrictions, and nondiscretionary factors," Annals of Operations Research, Springer, vol. 172(1), pages 177-192, November.
    6. Mirhedayatian, Seyed Mostafa & Azadi, Majid & Farzipoor Saen, Reza, 2014. "A novel network data envelopment analysis model for evaluating green supply chain management," International Journal of Production Economics, Elsevier, vol. 147(PB), pages 544-554.
    7. Seiford, Lawrence M. & Zhu, Joe, 2003. "Context-dependent data envelopment analysis--Measuring attractiveness and progress," Omega, Elsevier, vol. 31(5), pages 397-408, October.
    8. Wade D. Cook & Joe Zhu, 2008. "CAR-DEA: Context-Dependent Assurance Regions in DEA," Operations Research, INFORMS, vol. 56(1), pages 69-78, February.
    9. Chen, Yao & Sherman, H. David, 2004. "The benefits of non-radial vs. radial super-efficiency DEA: an application to burden-sharing amongst NATO member nations," Socio-Economic Planning Sciences, Elsevier, vol. 38(4), pages 307-320, December.
    10. Isabelle Piot-Lepetit & Rozenn Perrigot & Gerard Cliquet, 2014. "Impact of the industry on franchise chain efficiency: a meta-DEA and context-dependent DEA approach," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 65(11), pages 1692-1699, November.
    11. Per Andersen & Niels Christian Petersen, 1993. "A Procedure for Ranking Efficient Units in Data Envelopment Analysis," Management Science, INFORMS, vol. 39(10), pages 1261-1264, October.
    12. Baskaran, Venkatesan & Nachiappan, Subramanian & Rahman, Shams, 2012. "Indian textile suppliers' sustainability evaluation using the grey approach," International Journal of Production Economics, Elsevier, vol. 135(2), pages 647-658.
    13. Zhou, Haibo & Yang, Yi & Chen, Yao & Zhu, Joe, 2018. "Data envelopment analysis application in sustainability: The origins, development and future directions," European Journal of Operational Research, Elsevier, vol. 264(1), pages 1-16.
    14. Krivonozhko, Vladimir E. & Førsund, Finn R. & Lychev, Andrey V., 2014. "Measurement of returns to scale using non-radial DEA models," European Journal of Operational Research, Elsevier, vol. 232(3), pages 664-670.
    15. Sueyoshi, Toshiyuki & Goto, Mika, 2017. "Measurement of returns to scale on large photovoltaic power stations in the United States and Germany," Energy Economics, Elsevier, vol. 64(C), pages 306-320.
    16. Talluri, Srinivas & Narasimhan, Ram & Nair, Anand, 2006. "Vendor performance with supply risk: A chance-constrained DEA approach," International Journal of Production Economics, Elsevier, vol. 100(2), pages 212-222, April.
    17. Imoh Antai, 2011. "Supply chain vs supply chain competition: a niche‐based approach," Management Research Review, Emerald Group Publishing Limited, vol. 34(10), pages 1107-1124, September.
    18. Emrouznejad, Ali & Yang, Guo-liang, 2018. "A survey and analysis of the first 40 years of scholarly literature in DEA: 1978–2016," Socio-Economic Planning Sciences, Elsevier, vol. 61(C), pages 4-8.
    19. Sueyoshi, Toshiyuki, 1999. "DEA non-parametric ranking test and index measurement: slack-adjusted DEA and an application to Japanese agriculture cooperatives," Omega, Elsevier, vol. 27(3), pages 315-326, June.
    20. Kao, Chiang, 2014. "Network data envelopment analysis: A review," European Journal of Operational Research, Elsevier, vol. 239(1), pages 1-16.
    21. Tsai, P. F. & Mar Molinero, C., 2002. "A variable returns to scale data envelopment analysis model for the joint determination of efficiencies with an example of the UK health service," European Journal of Operational Research, Elsevier, vol. 141(1), pages 21-38, August.
    22. Dariush Khezrimotlagh & Yao Chen, 2018. "Data Envelopment Analysis," International Series in Operations Research & Management Science, in: Decision Making and Performance Evaluation Using Data Envelopment Analysis, chapter 0, pages 217-234, Springer.
    23. Morita, Hiroshi & Hirokawa, Koichiro & Zhu, Joe, 2005. "A slack-based measure of efficiency in context-dependent data envelopment analysis," Omega, Elsevier, vol. 33(4), pages 357-362, August.
    24. Isabelle Piot-Lepetit & Rozenn Perrigot & Gérard Cliquet, 2014. "Impact of the industry on franchise chain efficiency:a meta-DEA and context-dependent DEA approach," Post-Print halshs-01075639, HAL.
    25. Majid Azadi & Reza Farzipoor Saen & Madjid Tavana, 2012. "Supplier selection using chance-constrained data envelopment analysis with non-discretionary factors and stochastic data," International Journal of Industrial and Systems Engineering, Inderscience Enterprises Ltd, vol. 10(2), pages 167-196.
    26. Kleinsorge, Ilene K. & Schary, Philip B. & Tanner, Ray D., 1992. "Data Envelopment Analysis for monitoring customer-supplier relationships," Journal of Accounting and Public Policy, Elsevier, vol. 11(4), pages 357-372.
    27. Mafakheri, Fereshteh & Breton, Michele & Ghoniem, Ahmed, 2011. "Supplier selection-order allocation: A two-stage multiple criteria dynamic programming approach," International Journal of Production Economics, Elsevier, vol. 132(1), pages 52-57, July.
    28. Jahanshahloo, Gholam Reza & Junior, Helcio Vieira & Lotfi, Farhad Hosseinzadeh & Akbarian, Darush, 2007. "A new DEA ranking system based on changing the reference set," European Journal of Operational Research, Elsevier, vol. 181(1), pages 331-337, August.
    29. Cherchye, Laurens & Rock, Bram De & Walheer, Barnabé, 2015. "Multi-output efficiency with good and bad outputs," European Journal of Operational Research, Elsevier, vol. 240(3), pages 872-881.
    30. Mahdiloo, Mahdi & Saen, Reza Farzipoor & Lee, Ki-Hoon, 2015. "Technical, environmental and eco-efficiency measurement for supplier selection: An extension and application of data envelopment analysis," International Journal of Production Economics, Elsevier, vol. 168(C), pages 279-289.
    31. Paul D. Ballew & Robert H. Schnorbus, 1994. "The impact of the auto industry on the economy," Chicago Fed Letter, Federal Reserve Bank of Chicago, issue Mar.
    32. Mehdiloozad, Mahmood & Zhu, Joe & Sahoo, Biresh K., 2018. "Identification of congestion in data envelopment analysis under the occurrence of multiple projections: A reliable method capable of dealing with negative data," European Journal of Operational Research, Elsevier, vol. 265(2), pages 644-654.
    33. Ulucan, AydIn & BarIs AtIcI, KazIm, 2010. "Efficiency evaluations with context-dependent and measure-specific data envelopment approaches: An application in a World Bank supported project," Omega, Elsevier, vol. 38(1-2), pages 68-83, February.
    34. 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.
    35. Slah Benyoussef & Wael Hemrit, 2019. "Measuring the relative efficiency of insurance companies in Saudi Arabia: The case study of Takaful vs cooperative industries," Cogent Economics & Finance, Taylor & Francis Journals, vol. 7(1), pages 1590818-159, January.
    36. Oliveira, Rui Carvalho & Lourenco, Joao Carlos, 2002. "A multicriteria model for assigning new orders to service suppliers," European Journal of Operational Research, Elsevier, vol. 139(2), pages 390-399, June.
    37. Awasthi, Anjali & Chauhan, Satyaveer S. & Goyal, S.K., 2010. "A fuzzy multicriteria approach for evaluating environmental performance of suppliers," International Journal of Production Economics, Elsevier, vol. 126(2), pages 370-378, August.
    38. Thomas Dyllick & Kai Hockerts, 2002. "Beyond the business case for corporate sustainability," Business Strategy and the Environment, Wiley Blackwell, vol. 11(2), pages 130-141, March.
    39. Emrouznejad, Ali & Parker, Barnett R. & Tavares, Gabriel, 2008. "Evaluation of research in efficiency and productivity: A survey and analysis of the first 30 years of scholarly literature in DEA," Socio-Economic Planning Sciences, Elsevier, vol. 42(3), pages 151-157, September.
    40. Wade Cook & Joe Zhu, 2010. "Context-dependent performance standards in DEA," Annals of Operations Research, Springer, vol. 173(1), pages 163-175, January.
    41. Erol, Ismail & Sencer, Safiye & Sari, Ramazan, 2011. "A new fuzzy multi-criteria framework for measuring sustainability performance of a supply chain," Ecological Economics, Elsevier, vol. 70(6), pages 1088-1100, April.
    42. William W. Cooper & Lawrence M. Seiford & Joe Zhu, 2011. "Data Envelopment Analysis: History, Models, and Interpretations," International Series in Operations Research & Management Science, in: William W. Cooper & Lawrence M. Seiford & Joe Zhu (ed.), Handbook on Data Envelopment Analysis, chapter 0, pages 1-39, Springer.
    43. Konrad Zimmer & Magnus Fröhling & Frank Schultmann, 2016. "Sustainable supplier management -- a review of models supporting sustainable supplier selection, monitoring and development," International Journal of Production Research, Taylor & Francis Journals, vol. 54(5), pages 1412-1442, March.
    44. Mohammad Izadikhah & Reza Farzipoor Saen & Kourosh Ahmadi, 2017. "How to Assess Sustainability of Suppliers in the Presence of Dual-Role Factor and Volume Discounts? A Data Envelopment Analysis Approach," Asia-Pacific Journal of Operational Research (APJOR), World Scientific Publishing Co. Pte. Ltd., vol. 34(03), pages 1-25, June.
    45. 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.
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