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Metafrontier analysis on productivity for West Coast of South Pacific terminals

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  • Chang, Víctor
  • Tovar, Beatriz

Abstract

This paper measures productivity of port terminals in Peru and Chile, and evaluates the influence of the certain specific explanatory variables that may explain their differences in productivity. In the first stage, a DEA-Malmquist model in a metafrontier framework is used to obtain the productivity scores. This approach lets us take the possible technological differences among the port terminals into account. In the second stage, an Arellano-Bond model was estimated, to explain the differences in productivity change. The empirical evidence shows that the Class 1 terminals produce output under certain less favourable technological conditions than the Class 2 terminals. Moreover, on average, both classes present positive evolutions of the catching up effect, which shows that the terminals as a whole are moving nearer to the efficiency metafrontier. We also observe a technological regress during 2004–2014 and that the terminals have been affected by the financial crisis which started in the United States in 2008. Finally, we identified that the container/bulk rate and that private management contribute positively to the change in productivity, whereas the bulk rate and the total factor productivity change lagged contribute negatively.

Suggested Citation

  • Chang, Víctor & Tovar, Beatriz, 2017. "Metafrontier analysis on productivity for West Coast of South Pacific terminals," Transportation Research Part A: Policy and Practice, Elsevier, vol. 103(C), pages 118-134.
  • Handle: RePEc:eee:transa:v:103:y:2017:i:c:p:118-134
    DOI: 10.1016/j.tra.2016.12.012
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    1. Trujillo, L. & Tovar, B., 2007. "The European port industry: an analysis of its economic efficiency," Working Papers 07/05, Department of Economics, City University London.
    2. Golany, B & Roll, Y, 1989. "An application procedure for DEA," Omega, Elsevier, vol. 17(3), pages 237-250.
    3. Dong, Fengxia & Mitchell, Paul D. & Colquhoun, Jed, 2013. "Measuring Farm Sustainability Using Data Envelope Analysis with Principal Components: The Case of the Wisconsin Cranberry," Staff Paper Series 568, University of Wisconsin, Agricultural and Applied Economics.
    4. Chang, Víctor & Tovar, Beatriz, 2014. "Efficiency and productivity changes for Peruvian and Chilean ports terminals: A parametric distance functions approach," Transport Policy, Elsevier, vol. 31(C), pages 83-94.
    5. Adler, Nicole & Golany, Boaz, 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, Elsevier, vol. 132(2), pages 260-273, July.
    6. A. Medal-Bartual & M. Molinos-Senante & R. Sala-Garrido, 2016. "Productivity change of the Spanish Port System: impact of the economic crisis," Maritime Policy & Management, Taylor & Francis Journals, vol. 43(6), pages 683-705, August.
    7. 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.
    8. Boussofiane, A. & Dyson, R. G. & Thanassoulis, E., 1991. "Applied data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 52(1), pages 1-15, May.
    9. Chang, Víctor & Tovar, Beatriz, 2014. "Drivers explaining the inefficiency of Peruvian and Chilean ports terminals," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 67(C), pages 190-203.
    10. Cullinane Kevin & Song Dong-Wook & Ji Ping & Wang Teng-Fei, 2004. "An Application of DEA Windows Analysis to Container Port Production Efficiency," Review of Network Economics, De Gruyter, vol. 3(2), pages 1-23, June.
    11. George E. Halkos & Nickolaos G. Tzeremes, 2015. "Measuring Seaports' Productivity: A Malmquist Productivity Index Decomposition Approach," Journal of Transport Economics and Policy, University of Bath, vol. 49(2), pages 355-376, April.
    12. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    13. Lourdes Trujillo & Beatriz Tovar, 2007. "The European Port Industry: An Analysis of its Economic Efficiency," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 9(2), pages 148-171, June.
    14. Christopher O’Donnell & D. Rao & George Battese, 2008. "Metafrontier frameworks for the study of firm-level efficiencies and technology ratios," Empirical Economics, Springer, vol. 34(2), pages 231-255, March.
    15. Pompei, Fabrizio, 2013. "Heterogeneous effects of regulation on the efficiency of the electricity industry across European Union countries," Energy Economics, Elsevier, vol. 40(C), pages 569-585.
    16. N Adler & B Golany, 2002. "Including principal component weights to improve discrimination in data envelopment analysis," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 53(9), pages 985-991, September.
    17. Estache, Antonio & de la Fe, Beatriz Tovar & Trujillo, Lourdes, 2004. "Sources of efficiency gains in port reform: a DEA decomposition of a Malmquist TFP index for Mexico," Utilities Policy, Elsevier, vol. 12(4), pages 221-230, December.
    18. Nakano, Makiko & Managi, Shunsuke, 2008. "Regulatory reforms and productivity: An empirical analysis of the Japanese electricity industry," Energy Policy, Elsevier, vol. 36(1), pages 201-209, January.
    19. Cheon, SangHyun & Dowall, David E. & Song, Dong-Wook, 2010. "Evaluating impacts of institutional reforms on port efficiency changes: Ownership, corporate structure, and total factor productivity changes of world container ports," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 46(4), pages 546-561, July.
    20. George Battese & D. Rao & Christopher O'Donnell, 2004. "A Metafrontier Production Function for Estimation of Technical Efficiencies and Technology Gaps for Firms Operating Under Different Technologies," Journal of Productivity Analysis, Springer, vol. 21(1), pages 91-103, January.
    21. Pérez-Reyes, Raúl & Tovar, Beatriz, 2010. "Explaining the inefficiency of electrical distribution companies: Peruvian firms," Energy Economics, Elsevier, vol. 32(5), pages 1175-1181, September.
    22. Felicia O. Nwanosike & Nicoleta S. Tipi & David Warnock-Smith, 2016. "Productivity change in Nigerian seaports after reform: a Malmquist productivity index decomposition approach," Maritime Policy & Management, Taylor & Francis Journals, vol. 43(7), pages 798-811, October.
    23. Beatriz Tovar & Héctor Rodríguez-Déniz, 2015. "Classifying Ports for Efficiency Benchmarking: A Review and a Frontier-based Clustering Approach," Transport Reviews, Taylor & Francis Journals, vol. 35(3), pages 378-400, May.
    24. Pérez-Reyes, Raúl & Tovar, Beatriz, 2009. "Measuring efficiency and productivity change (PTF) in the Peruvian electricity distribution companies after reforms," Energy Policy, Elsevier, vol. 37(6), pages 2249-2261, June.
    25. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    26. Greene, William, 2005. "Reconsidering heterogeneity in panel data estimators of the stochastic frontier model," Journal of Econometrics, Elsevier, vol. 126(2), pages 269-303, June.
    27. Guerrero C., Alejandro & Rivera T., César, 2009. "Mexico: total productivity changes at the principal container ports," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), December.
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