Volume List  / Volume 6 (2)



DOI: 10.7708/ijtte.2016.6(2).02

6 / 2 / 137-148 Pages


Milan Andrejić - University of Belgrade, Faculty of Transport and Traffic Engineering, Vojvode Stepe 305, 11000 Belgrade, Serbia -

Milorad Kilibarda - University of Belgrade, Faculty of Transport and Traffic Engineering, Vojvode Stepe 305, 11000 Belgrade, Serbia -


Distribution of products is largely conditioned by the efficiency of logistics processes. The efficient logistics processes provide loyal and satisfied customers, dominant position on the market and revenue. In this paper new approach for measuring and improving efficiency of logistics processes in distribution channel is proposed. Model based on the Principal Component Analysis – Data Envelopment Analysis approach evaluates efficiency of ordering, warehousing, packaging, inventory management and transport processes as well as distribution channel efficiency. Proposed approach also gives information about corrective actions for efficiency improvement. According results efficiency should be improved in several ways: information system improvement, failures decreasing, utilization increasing and output increasing. The results of proposed approach testing show great applicability of developed approach.

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This paper was supported by the Ministry of Education, Science and Technological Development of the Republic of Serbia, through the project TR 36006.


Adler, N.; Golany, B. 2001. Evaluation of deregulated airline networks using data envelopment analysis combined with principal component analysis with an application to Western Europe, European Journal of Operational Research, 132(2): 260-273.


Adler, N.; Golany, B. 2002. Including principal component weights to improve discrimination in data envelopment analysis, Journal of Operations Research Society of Japan, 53(9): 985-991.


Andrejić, M. 2015. Models for measuring and improving efficiency of logistics processes in product distribution, PhD thesis, University of Belgrade, Faculty of Transport and Traffic Engineering, Serbia.


Andrejić, M.; Kilibarda, M.; Popović, V. 2015. Logistics failures in distribution process. In Proceedings of the 2nd International Logistics conference, 247-253.


Andrejić, M.; Kilibarda, M. 2015. Distribution channels selection using PCA-DEA approach, International Journal for Traffic and Transport Engineering, 5(1): 74-81.


Chakraborty, P.S.; Majumder, G.; Sarkar, B. 2011. Performance measurement of distribution centre combining data envelopment analysis and analytic hierarchy process, Advances in Production Engineering & Management, 6(2): 117-128.


Charnes, A.; Cooper, W.W.; Rhodes, E. 1978. Measuring efficiency of decision making units, Europen Journal of Operations Research, 2(6): 429-444.


Fawcett, S.E.; Cooper, M.B. 1998. Logistics performance measurement and customer success, Industrial Marketing Management, 27(4): 341-357.


Frazelle, E. 2002. Supply Chain Strategy: the logistics and supply chain management, McGraw-Hill, New York.


Hackman, S.; Frazelle, E.; Griffin, P.; Griffin, S.; Vlasta, D. 2001. Benchmarking Warehousing and Distribution Operations: An Input-Output Approach, Journal of Productivity Analysis, 16(1): 79-100.


Hamdan, A.; Rogers, K.J. 2008. Evaluating the efficiency of 3PL logistics operations, International Journal Production Economics, 113(1): 235-244.


Higginson, J.K.; Bookbinder, J.H. 2005. Distribution Centres in Supply Chain Operations Chapter in Langevin, A., and Riopel, D., Logistics Systems: Design and Optimization, 67-91, Kluwer.


Hervani, A.A.; Helms, M.M.; Sarkis, J. 2005. Performance measurement for green supply chain management, Benchmarking: An International Journal, 12(4): 330-353.


Kalenoja, H.; Kallionpää, E.; Jarkko Rantala, J. 2011. Indicators of energy efficiency of supply chains, International Journal of Logistics: Research and Applications, 14(2): 77-95.


Kotzab, H.; Bjerre, M. 2005. Retailing in a SCM-perspective. In Kotzab, H. (Ed.),Retailing the the contect of IT and distribution, Copenhagen: Copenhagen Business School Press.


Neely, A.; Gregory, M.; Platts, K. 1995. Performance measurement system design: A literature review and research agenda, International Journal of Operations and Production Management, 15(4): 80-116.


Ross, A.; Droge, C. 2002. An integrated benchmarking approach to distribution center performance using DEA modeling, Journal of Operations Management, 20(1): 19-32.


Rushton, A.; Croucher, P.; Baker, P. 2006. The handbook of logistics and distribution management, 3rd edition, Kogan page, London and Philadelphia.


Sarkis, J.; Talluri, S. 2004. Ecoefficiency measurement using data envelopment analysis: research and practitioner issues, Journal of Environmental Assessment Policy and Management, 6(1): 91-123.


Zhu, J. 2008. Quantitative Models for Performance Evaluation and Benchmarking Data Envelopment Analysis with Spreadsheets, Second Edition, Springer.