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Assessment of port efficiency using stepwise selection and window analysis in data envelopment analysis

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  • Sonal Seth

    (University of Houston)

  • Qianmei Feng

    (University of Houston)

Abstract

Seaports play an important role in the national economy, with $900+ billion worth of goods moving in and out of the USA in containers. Growing shipping capacity and severe congestion in US ports raise concerns on their state of efficiency. Assessment of relative efficiency of container ports can provide insights into the productivity and performance of different ports. This study applies the appropriate data envelopment analysis (DEA) models to assess the changes in efficiency for 15 US container ports. The input and output variables in the DEA models are chosen using stepwise selection, a first-time application in the port industry. Their relationships are then examined using the available records since the year 2000. Comparisons among different ports over time are carried out using 4-year window analysis. The results are instrumental to decision-makers, providing a way to link performance measurements to operational planning activities and identifying investment areas within ports that can affect income and trade.

Suggested Citation

  • Sonal Seth & Qianmei Feng, 2020. "Assessment of port efficiency using stepwise selection and window analysis in data envelopment analysis," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 22(4), pages 536-561, December.
  • Handle: RePEc:pal:marecl:v:22:y:2020:i:4:d:10.1057_s41278-020-00155-6
    DOI: 10.1057/s41278-020-00155-6
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    1. Khalid Bichou, 2011. "Assessing the impact of procedural security on container port efficiency," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 13(1), pages 1-28, March.
    2. Golany, B & Roll, Y, 1989. "An application procedure for DEA," Omega, Elsevier, vol. 17(3), pages 237-250.
    3. Cullinane, Kevin & Song, Dong-Wook, 2006. "Estimating the Relative Efficiency of European Container Ports: A Stochastic Frontier Analysis," Research in Transportation Economics, Elsevier, vol. 16(1), pages 85-115, January.
    4. Robert A Cochrane, 2008. "The Effects of Market Differences on the Throughput of Large Container Terminals with Similar Levels of Efficiency," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 10(1-2), pages 35-52, March.
    5. Ricardo J Sánchez & Jan Hoffmann & Alejandro Micco & Georgina V Pizzolitto & Martín Sgut & Gordon Wilmsmeier, 2003. "Port Efficiency and International Trade: Port Efficiency as a Determinant of Maritime Transport Costs," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 5(2), pages 199-218, June.
    6. Chun-Chu Liu, 2008. "Evaluating the operational efficiency of major ports in the Asia-Pacific region using data envelopment analysis," Applied Economics, Taylor & Francis Journals, vol. 40(13), pages 1737-1743.
    7. Trujillo, Lourdes & González, María Manuela & Jiménez, Juan Luis, 2013. "An overview on the reform process of African ports," Utilities Policy, Elsevier, vol. 25(C), pages 12-22.
    8. Smith, Peter & Mayston, David, 1987. "Measuring efficiency in the public sector," Omega, Elsevier, vol. 15(3), pages 181-189.
    9. Estache, Antonio & Gonzalez, Marianela & Trujillo, Lourdes, 2002. "Efficiency Gains from Port Reform and the Potential for Yardstick Competition: Lessons from Mexico," World Development, Elsevier, vol. 30(4), pages 545-560, April.
    10. Ray,Subhash C., 2012. "Data Envelopment Analysis," Cambridge Books, Cambridge University Press, number 9781107405264.
    11. Suárez-Alemán, Ancor & Morales Sarriera, Javier & Serebrisky, Tomás & Trujillo, Lourdes, 2016. "When it comes to container port efficiency, are all developing regions equal?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 86(C), pages 56-77.
    12. Henry Tulkens & Philippe Eeckaut, 2006. "Nonparametric Efficiency, Progress and Regress Measures For Panel Data: Methodological Aspects," Springer Books, in: Parkash Chander & Jacques Drèze & C. Knox Lovell & Jack Mintz (ed.), Public goods, environmental externalities and fiscal competition, chapter 0, pages 395-429, Springer.
    13. 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.
    14. Q Feng & J Antony, 2010. "Integrating DEA into Six Sigma methodology for measuring health service efficiency," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(7), pages 1112-1121, July.
    15. Ro-Kyung Park & Prabir De, 2004. "An Alternative Approach to Efficiency Measurement of Seaports," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 6(1), pages 53-69, March.
    16. Tongzon, Jose, 2001. "Efficiency measurement of selected Australian and other international ports using data envelopment analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 35(2), pages 107-122, February.
    17. Wagner, Janet M. & Shimshak, Daniel G., 2007. "Stepwise selection of variables in data envelopment analysis: Procedures and managerial perspectives," European Journal of Operational Research, Elsevier, vol. 180(1), pages 57-67, July.
    18. Thanassoulis, E. & Boussofiane, A. & Dyson, R. G., 1996. "A comparison of data envelopment analysis and ratio analysis as tools for performance assessment," Omega, Elsevier, vol. 24(3), pages 229-244, June.
    19. Seiford, Lawrence M. & Thrall, Robert M., 1990. "Recent developments in DEA : The mathematical programming approach to frontier analysis," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 7-38.
    20. ,, 2000. "Problems And Solutions," Econometric Theory, Cambridge University Press, vol. 16(2), pages 287-299, April.
    21. Bruce A. Blonigen & Wesley Wilson, 2006. "New Measures of Port Efficiency Using International Trade Data," NBER Working Papers 12052, National Bureau of Economic Research, Inc.
    22. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    23. Jenkins, Larry & Anderson, Murray, 2003. "A multivariate statistical approach to reducing the number of variables in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 147(1), pages 51-61, May.
    24. Carlos Pestana Barros & Manolis Athanassiou, 2004. "Efficiency in European Seaports with DEA: Evidence from Greece and Portugal," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 6(2), pages 122-140, June.
    25. Cullinane, Kevin & Wang, Teng-Fei & Song, Dong-Wook & Ji, Ping, 2006. "The technical efficiency of container ports: Comparing data envelopment analysis and stochastic frontier analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 40(4), pages 354-374, May.
    26. Regan, Amelia C. & Golob, Thomas F., 2000. "Trucking industry perceptions of congestion problems and potential solutions in maritime intermodal operations in California," Transportation Research Part A: Policy and Practice, Elsevier, vol. 34(8), pages 587-605, November.
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