Subject. This article examines the factors that determine the level of human capital in the regions of Russia. Objectives. The article aims to analyze the differentiation of the regions of Russia by level of human capital development. Methods. For the study, we used the methods of horizontal statistical analysis, nonlinear regression modeling, and spatial econometrics based on Moran's I measure. Results. The article confirms the opinion of some authors about the significant differentiation of the regions of Russia in terms of the level of human capital development and reveals a positive nonlinear relationship between the indicators of the gross regional product and the level of human capital of the region. Conclusions. Improving the quality of human capital in the region has a direct strong impact on the level of its economic development. A nonlinear form of the simulated dependence shows that there will come a time of marginal return on the use of human capital.
Keywords: region, socio-economic development, human capital, nonlinear modeling
References:
Ahmed Z., Asghar M.M., Malik M.N., Nawaz K. Moving towards a Sustainable Environment: The Dynamic Linkage between Natural Resources, Human Capital, Urbanization, Economic Growth, and Ecological Footprint in China. Resources Policy, 2020, vol. 67. URL: Link
Abuzyarova D., Belousova V.Yu., Krayushkina Zh.P. et al. [The role of human capital in science, technology and innovation]. Forsait = Foresight and STI Governance, 2019, vol. 13, no. 2, pp. 107–119. URL: Link
Schultz T.W. Investment in Human Capital. The American Economic Review, 1961, vol. 51, iss. 1, pp. 1–17. URL: Link
Bontis N. Managing Organizational Knowledge by Diagnosing Intellectual Capital: Framing and Advancing the State of the Field. International Journal of Technology Management, 2001, vol. 18, iss. 5–8, pp. 433–462. URL: Link
Becker G.S. Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education. New York, National Bureau of Economic Research, 1975, 264 p.
Park S.-D. The Nexus of FDI, R&D, and Human Capital on Chinese Sustainable Development: Evidence from a Two-Step Approach. Sustainability, 2018, vol. 10, iss. 6. URL: Link
Liu S., Yang X. Human Capital Externalities or Consumption Spillovers? The Effect of High-Skill Human Capital across Low-Skill Labor Markets. Regional Science and Urban Economics, 2021, vol. 87. URL: Link
Gulaliyev M.S., Muradov R.S., Hajiyeva L.A. et al. Study of Human Capital Development, Economic Indicators and Environmental Quality. Ekoloji, 2019, vol. 28, iss. 107, pp. 495–503. URL: Link
Campbell S.G., Üngör M. Revisiting Human Capital and Aggregate Income Differences. Economic Modelling, 2020, vol. 91, pp. 43–64. URL: Link
Mikhalkina E.V., Kryachko V.I. [The human capital of the South of Russia in the conditions of digitalization of economy: threecomponent analytical model]. Gosudarstvennoe i munitsipal'noe upravlenie. Uchenye zapiski = State and Municipal Management. Scholar Notes, 2019, no. 3, pp. 126–137. (In Russ.) URL: Link
Kapkaev Yu.Sh., Nurmukhametov I.A. [On the formation of high-quality human capital in the сontext of digitalization of the Russian economy]. Vestnik Chelyabinskogo gosudarstvennogo universiteta = Bulletin of Chelyabinsk State University, 2019, no. 7, pp. 91–101. (In Russ.) URL: Link
Abramenko M.P., Revunov R.V., Shcherbina M.M. [The digitalization of the regional economy as a factor of human capital development (on materials of the Rostov region)]. Regional'nye problemy preobrazovaniya ekonomiki = Regional Problems of Transforming the Economy, 2019, no. 8, pp. 144–150. (In Russ.) URL: Link
Zemtsov S.P., Smelov Yu.A. [Factors of regional development in Russia: geography, human capital and regional policies]. Zhurnal Novoi ekonomicheskoi assotsiatsii = Journal of the New Economic Association, 2018, no. 4, pp. 84–108. (In Russ.) URL: Link
Dyatlov S.A., Dobrokhotov M.A. [Forms of realization of human capital in the digital economy]. Izvestiya Sankt-Peterburgskogo gosudarstvennogo ekonomicheskogo universiteta, 2018, no. 4, pp. 25–28. URL: Link (In Russ.)
Prishlyak E.A., Rad'ko S.G. [Studying the factors affecting the generation of human capital in the Russian Federation]. Upravlencheskie nauki = Management Sciences, 2018, vol. 8, iss. 2, pp. 94–105. (In Russ.) URL: Link
Kelchevskaya N.R., Shirinkina E.V. [Regional determinants of effective use of human capital in the digital economy]. Ekonomika regiona = Economy of Region, 2019, vol. 15, iss. 2, pp. 465–482. (In Russ.) URL: Link
Yudin A.V., Chursin A.A. [The control mechanism competitiveness of satellite services to economic growth]. Ekonomika i predprinimatel'stvo = Journal of Economy and Entrepreneurship, 2020, no. 12, pp. 231–239. (In Russ.)
Vlasyuk L.I., Stroev P.V. [A methodology for determining the level of human capital development and its differentiation in the regions of Russia]. Ekonomika. Nalogi. Pravo = Economics, Taxes & Law, 2017, vol. 10, iss. 4, pp. 86–95. URL: Link (In Russ.)
Vlasyuk L.I., Kashin V.K., Makar S.V. [Indicators of regional development humanization: human capital]. Ekonomika. Nalogi. Pravo = Economics, Taxes & Law, 2016, vol. 9, iss. 6, pp. 68–76. URL: Link (In Russ.)
Kazantsev S.V. [Models for assessing the indicators of protection of the country and its regions]. Region: ekonomika i sotsiologiya = Region: Economics and Sociology, 2017, no. 2, pp. 32–51. (In Russ.) URL: Link
Suvorova A.V. [Development of growth poles in the Russian Federation: direct and reverse effects]. Ekonomicheskie i sotsial'nye peremeny: fakty, tendentsii, prognoz = Economic and Social Change: Facts, Trends, Forecast, 2019, vol. 12, iss. 6, pp. 110–128. (In Russ.) URL: Link
Anselin L. Local Indicators of Spatial Association – LISA. Geographical Analysis, 1995, vol. 27, iss. 2, pp. 93–115. URL: Link
Pavlov Yu.V., Koroleva E.N. [Spatial interactions: Evaluation with the help of global and local Moran's index]. Prostranstvennaya Ekonomika = Spatial Economics, 2014, no. 3, pp. 95–110. (In Russ.) URL: Link
Chen Y. New Approaches for Calculating Moran's Index of Spatial Autocorrelation. PLoS ONE, 2013, vol. 8, iss. 7. URL: Link
Ivanova N.I. [Financial support for science]. Zhurnal novoi ekonomicheskoi assotsiatsii = Journal of the New Economic Association, 2019, no. 1, pp. 195–201. (In Russ.) URL: Link
Alzhanova F.G., Lashkareva O.V. [The model of cross-industrial innovation in the development of clusters: international practice]. Vestnik Karagandinskogo universiteta. Seriya: Ekonomika = Bulletin of Karaganda University. Economy Series, 2017, vol. 86, iss. 2, pp. 112–122. URL: Link (In Russ.)
Akberdina V.V., Smirnova O.P. [Cross-industry transformation: Structural modifications and innovative development]. Natsional'nye interesy: prioritety i bezopasnost' = National Interests: Priorities and Security, 2021, vol. 17, iss. 7, pp. 1238–1260. (In Russ.) URL: Link