A new DEA-GAHP method for supplier selection problem


Behrooz Ahadian, Abolfazl Gholipour Mehdi Abadi and Roshan Motamed Chaboki


Supplier selection is one of the most important decisions made in supply chain management. Supplier evaluation problem has been in the center of supply chain researcher’s attention in these years. Managers regard some of these studies and methods inappropriate due to simple, weight scoring methods that generally are based on subjective opinions and judgments of decision maker units involved in the supplier evaluation process yielding imprecise and even unreliable results. This paper seeks to propose a methodology to integrate data envelopment analysis (DEA) and group analytical hierarchy process (GAHP) for evaluating and selecting the most efficient supplier. We develop a methodology, which consists of 6 steps, one by one has been introduced in lecture and finally applicability of proposed method is indicated by assessing 12 suppliers in a numerical example.


DOI: j.msl.2012.07.017

Keywords: Data envelopment analysis (DEA) Group analytical hierarchy process (GAHP) ,Supplier selection ,Supply chain management

How to cite this paper:

Ahadian, B., Abadi, A & Chaboki, R. (2012). A new DEA-GAHP method for supplier selection problem.Management Science Letters, 2(7), 2485-2492.


References

Banker, R.D., & Khosla, I. S. (1995). Economics of operations management: A research perspective. Journal of Operations Management, (12), 423-425.

Bayazit, O. (2006). Use of analytic network process in vendor selection decisions. Benchmarking: An International Journal, 13 (5), 566–579.

Braglia, M., & Petroni, A. (2000). A quality assurance-oriented methodology for handling trade-offs in supplier selection. International Journal of Physical Distribution and Logistics Management, 30(2), 96–111.

Bhutta, K.S., & Huq, F. (2002). Supplier selection problem: a comparison of the total cost of ownership and analytic hierarchy process approaches. Supply Chain Management: An International Journal, 7(3), 126-135.

Chan, F.T.S., & Chan, H.K. (2004). Development of the supplier selection model – A case study in the advanced technology industry. Proceedings of the Institution of Mechanical Engineers Part B – Journal of Engineering Manufacture, 218(12), 1807–1824.

Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the efficiency of decision-making units. European Journal of Operational Research, 2, 429–444.

Chen, C.T., Lin, C.T., & Huang, S.F. (2006). A fuzzy approach for supplier evaluation and selection in supply chain management. International Journal of Production Economics, 102 (2), 289–301.

Ferreira, L, & Borenstein, D. (2012). A fuzzy-Bayesian model for supplier selection. Expert Systems with Applications 39(9), 7834–7844.

Florez-Lopez, R. (2007). Strategic supplier selection in the added-value perspective: A CI approach. Information Sciences, 177 (5), 1169–1179.

Forker, L.B., Mendez, D. (2001). An analytical method for benchmarking best peer suppliers. International Journal of Operations and Production Management, 21(1–2), 195–209.

Garfamy, R.M. (2006). A data envelopment analysis approach based on total cost of ownership for supplier selection. Journal of Enterprise Information Management, 19 (6), 662–678.

Gencer, C., & Gürpinar, D. (2007). Analytic network process in supplier selection: A case study in an electronic firm. Applied Mathematical Modeling, 31(11), 2475–2486.

Ghodsypour, S.H., & O’Brien, C. (2001). The total cost of logistics in supplier selection, under conditions of multiple sourcing, multiple criteria and capacity constraint. International Journal of Production Economics, 73(1), 15–27.

Ha, S.H., & Krishnan, R. (2008). A hybrid approach to supplier selection for the maintenance of a competitive supply chain. Expert Systems with Applications, 34 (2), 1303–1311.

Heizer, J., & Render, B. (2006). Operations Management. 8th ed., Prentice-Hall, Englewood Cliffs, NJ.

Hong, G.H., Park, S.C., Jang, D.S., & Rho, H.M. (2005). An effective supplier selection method for constructing a competitive supply-relationship. Expert Systems with Applications, 28(4), 629–639.

Hou, J., & Su, D. (2007). EJB–MVC oriented supplier selection system for mass customization. Journal of Manufacturing Technology Management, 18(1), 54–71.

Karpak, B., Kumcu, E., & Kasuganti, R.R. (2001). Purchasing materials in the supply chain: Managing a multi-objective task. European Journal of Purchasing and Supply Management, 7(3), 209–216.

Leenders, M., Johnson, P.F., Flynn, A., & Fearon, H.E. (2006). Purchasing Supply Management. 13th ed., McGraw-Hill, New York, NY.

Liu, F.H.F., & Hai, H.L. (2005). The voting analytic hierarchy process method for selecting supplier. International Journal of Production Economics, 97(3), 308–317.

Monczka, R.M., Trent, R., & Handfield, R. (2002). Purchasing and Supply Chain Management, 2nd ed., SouthWestern/Thomson Learning, Cincinnati, OH.

Narasimhan, R., Talluri, S., & Mendez, D. (2001). Supplier evaluation and rationalization via data envelopment analysis: An empirical examination. Journal of Supply Chain Management, 37(3), 28–37.

Narasimhan, R., Talluri, S., & Mahapatra, S.K. (2006). Multiproduct, multicriteria model for supplier selection with product life-cycle considerations. Decision Sciences, 37 (4), 577–603.

Ng, W. L. (2008). An efficient and simple model for multiple criteria supplier selection problem. European Journal of Operational Research, 186, 1059–1067.

Ramanathan, R. (2007). Supplier selection problem: Integrating DEA with the approaches of total cost of ownership and AHP. Supply Chain Management: An International Journal, 12 (4), 258–261.

Ross, A., Buffa, F.P., Dröge, C., & Carrington, D. (2006). Supplier evaluation in a dyadic relationship: An action research approach. Journal of Business Logistics, 27 (2),75–102.

Saen, R.F. (2007a). Suppliers selection in the presence of both cardinal and ordinal data. European Journal of Operational Research, 183 (2), 741–747.

Saen R.F. (2007b). A new mathematical approach for supplier selection: Accounting for non-homogeneity is important. Applied Mathematics and Computation, 185(1), 84–95.

Sarkar, A., & Mohapatra, P.K.J. (2006). Evaluation of supplier capability and performance: A method for supply base reduction. Journal of Purchasing and Supply Management, 12 (3), 148–163.

Seydel, J. (2005). Supporting the paradigm shift in vendor selection: Multicriteria methods for sole sourcing. Managerial Finance, 31 (3), 49–66.

Seydel, J. (2006). Data envelopment analysis for decision support. Industrial Management and Data Systems, 106(1), 81–95.

Talluri, S. (2002). A buyer–seller game model for selection and negotiation of purchasing bids. European Journal of Operational Research, 143 (1), 171–180.

Talluri, S., & Baker, R.C. (2002). A multi-phase mathematical programming approach for effective supply chain design. European Journal of Operational Research 141 (3), 544–558.

Talluri, S., & Narasimhan, R. (2003). Vendor evaluation with performance variability: A max–min approach. European Journal of Operational Research, 146 (3), 543–552.

Talluri, S., & Narasimhan, R. (2005). A note on ‘‘a methodology for supply base optimization”. IEEE Transactions on Engineering Management, 52 (1), 130–139.

Talluri, S., & Narasimhan, R. (2004). A methodology for strategic sourcing. European Journal of Operational Research, 154(1), 236–250.

Toloo, M., & Nalchigar, M. (2011). A new DEA method for supplier selection in presence of both cardinal

and ordinal data. Expert Systems with Applications, 38, 14726–14731.

Ho, W., Xu, X., & Dey, P.K. (2009). Multi-criteria decision making approaches for supplier evaluation and selection: A literature review. European Journal of Operational Research, 202, 16–24.

Wadhwa, V., & Ravindran, A.R. (2007). Vendor selection in outsourcing. Computers & Operations Research, 34(12), 3725–3737.

Weber, C.A., Current, J.R., & Desai, A. (2000). An optimization approach to determining the number of vendors to employ. Supply Chain Management: An International Journal, 5 (2), 90–98.

Wu, T., Shunk, D., Blackhurst, J., & Appalla, R. (2007). AIDEA: A methodology for supplier evaluation and selection in a supplier-based manufacturing environment. International Journal of Manufacturing Technology and Management, 11(2), 174–192.

Wu, D. (2009). Supplier selection: A hybrid model using DEA, decision tree and neural network. Expert Systems with Applications, 36(5), 9105–9112.