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ИД «Финансы и кредит»






Finance and Credit

Evaluating the efficiency of investments in transport infrastructure in the subjects of the Russian Federation based on the DEA methodology

Vol. 27, Iss. 10, OCTOBER 2021

Received: 24 May 2021

Received in revised form: 14 June 2021

Accepted: 28 June 2021

Available online: 29 October 2021

Subject Heading: INVESTING

JEL Classification: L91, L98, R41, R53, R58

Pages: 2242–2257


Aleksei N. SAVRUKOV Financial University under Government of Russian Federation, Moscow, Russian Federation


Nikolai T. SAVRUKOV Nizhny Novgorod State University of Engineering and Economics (NGIEU), Knyaginino, Nizhny Novgorod Oblast, Russian Federation


Subject. The article addresses comprehensive comparative assessment of return on investment in transport infrastructure in the constituent entities of the Russian Federation for 2017–2019, based on the DEA methodology.
Objectives. We determine leaders and outsiders among regions, based on the DEA-analysis of investment performance in the transport sector, rank them on the basis of aggregated estimates of comparative efficiency.
Methods. The research draws on the methods of systems analysis, mathematical, economic, statistical analysis, decomposition, and aggregation. We employ the data of Rosstat and the Ministry of Transport on constituent entities of the Russian Federation for 2017–2019.
Results. The aggregated estimates of comparative efficiency of investments in transport infrastructure, taking into account the variable effect (VRS), have been determined for the first time. We rank the constituent entities of the Russian Federation, depending on the efficiency of investments in transport infrastructure.
Conclusions. The performed analysis creates information basis for assessing and improving the regional transport policy, developing and implementing a set of measures, aimed at increasing transport accessibility and highway capacity. The findings may enable to monitor and enhance the efficiency of budgetary spending on transport infrastructure facilities.

Keywords: investment, transport, efficiency index, Data Envelopment Analysis, DEA


  1. Farel M.J. The Measurement of Productive Efficiency. Journal of the Royal Statistical Society, 1957, vol. 120, no. 3, pp. 253–290. URL: Link
  2. Reinhard S., Knox Lovell C.A., Thijssen G.J. Environmental efficiency with multiple environmentally detrimental variables: Estimated with SFA and DEA. European Journal of Operational Research, 2000, vol. 121, iss. 2, pp. 287–303. URL: Link00218-0
  3. Kohers T., Huang M., Kohers N. Market perception of efficiency in bank holding company mergers: The roles of the DEA and SFA models in capturing merger potential. Review of Financial Economics, 2001, vol. 9, iss. 2, pp. 101–120. URL: Link00019-7
  4. Fiorentino E., Karmann A., Koetter M. The cost efficiency of German banks: A comparison of SFA and DEA. Bundesbank Series 2 Discussion Paper, 2006, no. 10, 40 p. URL: Link
  5. Ohsato S., Takahashi M. Management Efficiency in Japanese Regional Banks: A Network DEA. Procedia – Social and Behavioral Sciences, 2015, vol. 172, pp. 511–518. URL: Link
  6. Fedorova E.A., Didenko A.S. [Rating of pension savings management companies based on their performance evaluation using DEA]. Ekonomicheskii analiz: teoriya i praktika = Economic Analysis: Theory and Practice, 2014, no. 40, pp. 48–56. URL: Link (In Russ.)
  7. Tumanyants K.A., Sesina Yu.E. [Assessment of the effectiveness of social expenditures of Russian regions through the DEA method]. Regional'naya ekonomika: teoriya i praktika = Regional Economics: Theory and Practice, 2018, vol. 16, no. 1, pp. 123–137. (In Russ.) URL: Link
  8. Porunov A.N. [Hermeneutics of the DEA analysis methodology: A case of comparative effectiveness assessment of the consolidated budget performance by the constituent entities of the Russian Federation in the area of preschool education]. Regional'naya ekonomika: teoriya i praktika = Regional Economics: Theory and Practice, 2017, vol. 15, no. 8, pp. 1527–1539. (In Russ.) URL: Link
  9. Wang Z., He W. CO2 emissions efficiency and marginal abatement costs of the regional transportation sectors in China. Transportation Research Part D: Transport and Environment, 2017, vol. 50, pp. 83–97. URL: Link
  10. Zhan J., Zeng W., Wan J., Yang F., Jiang H. Regional low-carbon economy efficiency in China: Analysis based on the Super-SBM model with CO2 emissions. Journal of Cleaner Production, 2017, vol. 163, pp. 202–211. URL: Link
  11. Li H., Fang K., Yang W., Wang D., Hong X. Regional environmental efficiency evaluation in China: Analysis based on the Super-SBM model with undesirable outputs. Mathematical and Computer Modelling, 2013, vol. 58, pp. 1018–1031. URL: Link
  12. Wu G., Miao Z., Shao S., Jiang K., Geng Y., Li D., Liu H. Evaluating the construction efficiencies of urban wastewater transportation and treatment capacity: Evidence from 70 megacities in China. Resources, Conservation and Recycling, 2018, vol. 128, pp. 373–381. URL: Link
  13. Li H., Shi J. Energy efficiency analysis on Chinese industrial sectors: An improved Super-SBM model with undesirable outputs. Journal of Cleaner Production, 2014, vol. 65, pp. 97–107. Link
  14. Lobova S.V., Pon'kina E.V. [Practical aspects of measurement of production efficiency of grain on basis of DEA methodology]. Finansovaya analitika: problemy i resheniya = Financial Analytics: Science and Experience, 2013, no. 44, pp. 2–10. URL: Link (In Russ.)
  15. Porunov A.N. [Evaluation of the social security infrastructure management effectiveness by DEA-analysis method: A tourist destination case]. Regional'naya ekonomika: teoriya i praktika = Regional Economics: Theory and Practice, 2016, no. 9, pp. 177–187. URL: Link (In Russ.)
  16. Kapustina N.V., Myshinskii E.A. [Methodological approaches to assessing projects for the development of international transport corridors taking into account risk factors]. Finansovaya ekonomika = Financial Economics, 2020, no. 3, pp. 248–251. (In Russ.)
  17. Shi Y., Guo S., Sun P. The role of infrastructure in China’s regional economic growth. Journal of Asian Economics, 2017, vol. 49, pp. 26–41. URL: Link

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