Railway stations in the Republic of Serbia in the function of transportation of goods: efficiency according to the DEA system

Keywords: efficiency, DEA-CCR/BCC/SE, railway stations, set-system, transportation of goods

Abstract


Introduction/purpose: Data Envelopment Analysis (DEA) is commonly used to calculate the efficiency of similar Decision-Making Units (DMUs), which as such are elements of one set. In the article, it is considered that each such element of a set (of similar elements) is at the same time an element of a system (of various elements). An example of DMUs are 27 railway stations in the Republic of Serbia (RS) as an element of a set of railway stations and as an element of the railway transportation system, in the function of transporting goods, after division of the company Serbian Railways in 2015 (into "passengers" and "goods"). For the sake of better service, attraction and retention of clients, in the newly opened, free, transport market, the purpose of this article is to find the efficiency of the RS stations iin the period of 2018-2022. 

Methods: Set-systemic-model comparative DEA analysis of railway stations as a DMUs. A unit is an element of the set, a unit is an element of the system, and a unit is the subject of the mathematical DEA-CCR/BCC/SE model.

Results: The final efficiency, the average of all average values, is 0.7666, as a result of a triple comparative DEA analysis: 27 DMU, three DEA models and five years of functioning.

Conclusion: Stations are functionally different in terms of efficiency and each station functionally differs by years and by model. The final aim is an input-output balance and the 27/27 option which is achieved with corrective actions – reduction/addition, input or output.

References

Andrejić, M.M. 2013. Measuring efficiency in logistics. Vojnotehnički glasnik/Military Technical Courier, 61(2), pp.84-104. Available at: https://doi.org/10.5937/vojtehg61-1756.

Andrejić, M.M. 2015. Modeli merenja i unapređenja efikasnosti logističkih procesa distribucije proizvoda. PhD thesis. Belgrade, Serbia: University of Belgrade, Faculty of Traffic and Transport Engineering (in Serbian) [online]. Available at: https://nardus.mpn.gov.rs/bitstream/id/15533/Disertacija120.pdf. [Accessed: 1 August.2023].

Aparicio, J. & Zofio, J.L. 2021. Economic cross-efficiency. Omega, 100, art.number:102374. Available at: https://doi.org/10.1016/j.omega. 2020.102374.

Avkiran, N.K. 2001. Investigating technical and scale efficiencies of Australian Universities through data envelopment analysis. Socio-Economic Planning Science, 35(1), pp.57-80. Available at: https://doi.org/10.1016/S0038-0121(00)00010-0.

Banker, R.D., Charnes, A. & Cooper, W.W. 1984. Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis. Management science, 30(9), pp.1031-1142. Available at: https://doi.org/10.1287/mnsc.30.9.1078.

Bernal, M.L., Choi, Y.-S., Park, S.-H. & Yeo, G.-T. 2022. Efficiency Analysis of Spanish Container Ports Using Undesirable Variables and the Malmquist Index. Journal of Navigation and Port Research, 46(2), pp.110-120. Available at: https://doi.org/10.5394/KINPR.2022.46.2.110

Charnes, A., Cooper, W.W. & Rhodes, E. 1978. Measuring the efficiency of decision-making units. European Journal of Operational Research, 2(6), pp.429-444. Available at: https://doi.org/10.1016/0377-2217(78)90138-8.

-Directorate for Railways. 2019. Izveštaj o regulisanju tržišta železničkih usluga za 2018. godinu (in Serbian) [online]. Available at: https://www.raildir.gov.rs/izvestaji.php [Accessed: 4 May 2023].

-Directorate for Railways. 2020. Izveštaj o regulisanju tržišta železničkih usluga za 2019. godinu (in Serbian) [online]. Available at: https://www.raildir.gov.rs/izvestaji.php [Accessed: 4 May 2023].

-Directorate for Railways. 2021. Izveštaj o regulisanju tržišta železničkih usluga za 2020. godinu (in Serbian) [online]. Available at: https://www.raildir.gov.rs/izvestaji.php [Accessed: 4 May 2023].

-Directorate for Railways. 2022. Izveštaj o regulisanju tržišta železničkih usluga za 2021. godinu (in Serbian) [online]. Available at: https://www.raildir.gov.rs/izvestaji.php [Accessed: 4 May 2023].

-Directorate for Railways. 2023. Izveštaj o regulisanju tržišta železničkih usluga za 2022. godinu (in Serbian) [online]. Available at: https://www.raildir.gov.rs/izvestaji.php Accessed: 4 May 2023].

Fancello, G., Carta, M. & Serra, P. 2020. Data Envelopment Analysis for the assessment of road safety in urban road networks: A comparative study using CCR and BCC models. Case Studies on Transport Policy, 8(3), pp.736-744. Available at: https://doi.org/10.1016/j.cstp.2020.07.007.

Filipović, S. 2013. Osnovi tehnologije drumskog transporta, Predavanja (skripta) (in Serbian) [online]. Available at: https://nastava.sf.bg.ac.rs/pluginfile.php/22466/mod_resource/content/1/Skripta%20Osnove%20drumskog%20transporta.pdf. [Accessed: 4 May 2023].

Ghanem, O., Li, X. & Alam, K. 2020. An efficiency analysis of Turkish railway using data envelopment analysis: comparison study. International Journal Technology, Policy and Management, 20(1), pp.21-34. Available at: https://doi.org/10.1504/IJTPM.2020.104864.

Jiang, X., Ma, H., Wu, X., Zou, Y. & Fu, J. 2022. Evaluation of environmental and economic efficiency of transportation in China based on SBM model. Procedia Computer Science, 199, pp.1120-1127. Available at: https://doi.org/10.1016/j.procs.2022.01.142.

Kyriacou, A.P., Muinelo-Gallo, L. & Roca-Sagalés, O. 2018. The efficiency of transport infrastructure investment and the role of government quality: An empirical analysis. Transport Policy, 74, pp.93-102. Available at: https://doi.org/10.1016/j.tranpol.2018.11.017.

Laengle, S., Merigó, J.M., Miranda, J., Słowiński, R., Bomze, I., Borgonovo, E., Dyson, R.G., Oliveira, J.F. & Teunter, R. 2017. Forty years of the European Journal of Operational research: A bibliometric overview. European Journal of Operational Research, 262(3), pp.803-816. Available at: https://doi.org/10.1016/j.ejor.2017.04.027.

Lee, J. & Kim, J. 2023. Are electric vehicles more efficient? A slacks-based data envelopment analysis for European road passenger transportation. Energy, 279. Available at: https://doi.org/10.1016/j.energy.2023.128117.

Markovits-Somogyi, R. 2011. Measuring efficiency in transport: the state of the art of applying data envelopment analysis. Transport, 26(1), pp.11-19. Available at: https://doi.org/10.3846/16484142.2011.555500.

Min, H. & Jong Joo, S. 2006. Benchmarking the operational efficiencyof third party logistics providers using data envelopment analysis. Supply chain management, 11(3), pp.259-265. Available at: https://doi.org/10.1108/13598540610662167.

Nguyen, P.-H., Nguyen, T.-L., Nguyen, T.-G., Nguyen, D.-T., Tran, T.-H., Le, H.-C. & Phung, H.-T. 2022. A Cross-Country European Efficiency Measurement of Maritime Transport: A Data Envelopment Analysis Approach. Axioms, 11(5), art.number:206. Available at: https://doi.org/10.3390/axioms11050206.

Niu, Y., Xiao, F., Zhang, N. & Sadeghi, M. 2022. Transportation Efficiency of Railway Operation Enterprises. Research Square, pp.1-28. Available at: https://doi.org/10.21203/rs.3.rs-2316597/v1.

-Open Source DEA. nd. OSDEA-GUI [online] Available at: https://opensourcedea.org/download-osdea-gui [Accessed: 15.10.2023].

Panwar, A., Olfati, M., Pant, M. & Snasel, V. 2022. A Review on the 40 Years of Existence of Data Envelopment Analysis Models: Historic Development and Current Trends. Archives of Computational Methods in Engineering, 29, pp.5397-5426. Available at: https://doi.org/10.1007/s11831-022-09770-3.

Park, Y.S., Lim, S.H., Egilmez, G. & Szmerekovsky, J. 2018. Environmental efficiency assessment of U.S. transport sector: A slack-based data envelopment analysis approach. Transportation Research Part D: Transport and Enviroment, 61(Part A), pp.152-164. Available at: https://doi.org/10.1016/j.trd.2016.09.009.

Shang, M., Jia, C., Li, H. & Cao, J. 2022. Calculation and Influencing Factors of the Operating Efficiency of Chinese Airports under High-Quality Development. Discrete Dynamics in Nature and Society, 2022, art.ID:1854695. Available at: https://doi.org/10.1155/2022/1854695.

Sinha, K.C. 2007. Are transportation studies a scientific endevor? In: 7th Conference of the East Asian Society of Transportation Studies (EASTS), Dalian, People’s Republic of China, pp.1-15, September 24-27. Available at: https://doi.org/10.11175/eastpro.2007.0.1.0.

Tomikawa, T. & Goto, M. 2022. Efficiency assessment of Japanese National Railways before and after privatization and divestiture using data envelopment analysis. Transport Policy, 118, pp.44-55. Available at: https://doi.org/10.1016/j.tranpol.2022.01.012.

Zeng, Z., Yang, W., Zhang, S. & Witlox, F. 2020. Analysing airport efficiency in east China using a three-stage Data Envelopment Analysis. Transport, 35(3), pp.255-272. Available at: https://doi.org/10.3846/transport.2020.12869.

Published
2024/03/05
Section
Original Scientific Papers