Release:
2025. Vol. 11. № 2 (42)Murzagulova, R. F., Giltman, M. A., & Sharifulin, S. V. 2025. Opportunities and limitations of open job data for analyzing labor demand for IT specialists. Tyumen State University Herald. Social, Economic, and Law Research, 11(2), 261–277. https://doi.org/10.21684/2411-7897-2025-11-2-261-277
About the authors:
Regina F. Murzagulova, Master of Economics, Research Assistant at the Laboratory for Labor Market Studies, Assistant Lecturer at the Department of Economic Security, System Analysis and Control, University of Tyumen, Tyumen, Russia; r.f.murzagulova@utmn.ru, https://orcid.org/0009-0000-8300-3378, WoS ResearcherID E-3131-2019Abstract:
For a long time labor demand has remained less studied than labor supply due to data availability limitations. Online job postings have become an opportunity to fill many gaps in labor demand research, attracting scholars worldwide. In Russia, improving the availability of open data from online platforms fits into the national priorities, leading to services that address such tasks. The purpose of the study is to describe and compare the opportunities and limitations of open vacancy data posted on the Jobs of Russia and HeadHunter portals for analyzing IT specialist labor demand. To achieve this, we applied filter systems, descriptive statistics analysis, and machine learning methods for data extraction. This marks the first comparison of the two major job portals in Russia — HeadHunter and Jobs of Russia. Results showed that salaries and skill requirements for IT specialists are higher in HeadHunter vacancies than on Jobs of Russia.Keywords:
References:
Volgin, A. D., & Gimpelson, V. E. (2022). Demand for skills: Analysis based on online vacancy data. Higher School of Economics Economic Journal, 26(3), 343–374. [In Russian]
Giltman, M. A. (2021). Best cities — best workers? Theoretical models and empirical evidence. Universe of Russia, 30(3), 127–149. [In Russian]
Dubnovitskaya, A. A., & Furmanov, K. K. (2023). Factors of job satisfaction in Russia: Salary, working conditions, opportunities for professional growth. Applied econometrics, 72, 121–139. [In Russian]
Ivanova, A. I., & Kravchenko, N. A. (2022). The influence of regional conditions on business demographics of Russian IT companies. Voprosy ekonomiki, 5, 79–98. [In Russian]
Kapelyuk, S. D., & Karelin, I. N. (2023). Digital capital of workforce in Russia: Regional differentiation. Labour economics, 10(8), 1169–1184. [In Russian]
Kuzminov, Ya. I., & Aliev, R. B. (Eds.). (2024). Russian corporations in new reality: Financial strategies on the path to antifragility. HSE Publishing House. [In Russian]
Melnikova, L. V. (2023). Efficiency of large cities: Theory and empirics. Voprosy ekonomiki, 3, 83–101. [In Russian]
Mogilat, A. N. (2019). Assessment of financial stability of Russian industrial companies, or What bankruptcies tell us. Voprosy ekonomiki, 3, 101–118. [In Russian]
Murzagulova, R. F. (2024). Remote employment in large cities: Benefits for workers in terms of wages. Vestnik of Penza State University. Series: Economics, 19(1), 85–106. [In Russian]
Pavlov, P. N. (2023). Employers’ market power and workers’ wages in local labor markets in Russia. Voprosy ekonomiki, 8, 38–56. [In Russian]
Savin, I. V., Mariev, O. S., & Pushkarev, A. A. (2020). Market selection in Russia: When size (of firm) matters. Voprosy ekonomiki, 2, 101–124. [In Russian]
Simonova, A. A., Pit’, V. V., Giltman, M. A., & Gromenko, A. L. (2023). Remote employment in Tyumen region in 2021–2023. Economics, entrepreneurship and law, 13(6), 2091–2114. [In Russian]
Ternikov, A. A. (2023). Artificial intelligence and demand for workers’ skills in Russia. Voprosy ekonomiki, 11, 65–80. [In Russian]
Ternikov, A. A., & Alexandrova, E. A. (2020). Demand for skills in IT labor market. Business informatics, 14(2), 64–83. [In Russian]
Sharunina, A. V. (2013). Are Russian public sector workers “losers”? Wage gap analysis. Higher School of Economics Economic Journal, 17(1), 75–107. [In Russian]
Aksoy, C. G., Barrero, J. M., Bloom, N., Davis, S. J., Dolls, M., & Zarate, P. (2022). Working from home around the world. EconPol Forum, 23(6), 38–41.
Bachmann, R., Demir, G., & Frings, H. (2022). Labour market polarisation, job tasks, and monopsony power. Journal of Human Resources, 57(S), S11–S49. https://doi.org/10.3368/jhr.monopsony.0919-10174R1
Brinatti, A., Cavallo, A., Cravino, J., & Drenik, A. (2021). The international price of remote work (NBER Working Paper No. 29437). National Bureau of Economic Research. https://www.nber.org/papers/w29437
Bryson, A., Erhel, C., & Salibekyan, Z. (2017). The effects of firm size on job quality: A comparative study for Britain and France (IZA Discussion Paper No. 10659). Institute of Labor Economics. https://docs.iza.org/dp10659.pdf
Couceiro de León, A., & Dolado, J. J. (2022). Differential patterns between private and public sector wages in Spain (IZA Discussion Paper No. 15079). Institute of Labor Economics. https://repec.iza.org/dp15079.pdf
Hamermesh, D. S. (1986). The demand for labor in the long run. In O. Ashenfelter & R. Layard (Eds.), Handbook of labor economics (Vol. 1, pp. 429–471). Elsevier.
Heckman, J. J., & Katz, T. (2012). Hard evidence on soft skills. Labour Economics, 19(4), 451–464. https://doi.org/10.1016/j.labeco.2012.05.014
Mion, G., Opromolla, L., & Ottaviano, G. (2020). Dream jobs (IZA Discussion Paper No. 13471). Institute of Labor Economics. https://www.iza.org/publications/dp/13471/dream-jobs
Moretti, E. (2011). Local labour markets. In O. Ashenfelter & D. Card (Eds.), Handbook of labor economics (Vol. 4B, pp. 1237–1314). Elsevier.
Poschke, M. (2018). The firm size distribution across countries and skill-biased change in entrepreneurial technology (IZA Discussion Paper No. 7991). Institute of Labor Economics. https://www.iza.org/publications/dp/7991/the-firm-size-distribution-across-countries-and-skill-biase...