T. V. Mirolyubova, M. V. Radionova. Assessing the Impact of the Factors in the Digital Transformation on the Regional Economic Growth
UDК 332.1:004
DOI: https://doi.org/10.15507/2413-1407.116.029.202103.486-510
Introduction. The scientific problem under consideration is of particular relevance due to the need to assess the impact of the factors in the digital transformation of the regional economy and in the economic growth on the economic development of the regions of the Russian Federation. Based on the research conducted, the article presents an econometric assessment of the dependence of the level of the gross regional product per capita in the regions of Russia on such factors as digital labor and digital capital.
Materials and Methods. The authors analyzed panel data from the Federal State Statistics Service covering 87 regions of Russia for the period from 2010 to 2018. The research methodology is based on the use of the Cobb–Douglas production function, statistical and correlation data analysis, as well as on econometric methods for studying panel data.
Results. To analyze the impact of the digital transformation of the economy on the regional economic growth of the regions of Russia, various models based on panel data have been considered, such as the pooled model, fixed effects models, random effects models, as well as time-varying effects models using dummy variables. Based on statistical criteria, the best model has been chosen and conclusions have been drawn about the nature of the impact of the digital transformation indicators on the gross regional product per capita in the regions of Russia.
Discussion and Conclusion. The results of econometric modeling have demonstrated that digital factors in economic growth (digital labor, digital capital), along with common factors in economic growth (labor and capital), affect the regional economic growth. According to the regional data for the period from 2010 to 2018, the time fixed effects model has proved to be the best model of the impact of the factors in economic growth and digital transformation on the economic development of the regions of the Russian Federation. The research results can be used when developing a public policy aimed at stimulating the digital transformation of the regional economy.
Keywords: regional economy, digital transformation, digital economy, information and communication technology, econometric modeling
The authors declare that there is no conflict of interest.
For citation: Mirolubova T.V., Radionova M.V. Assessing the Impact of the Factors in the Digital Transformation on the Regional Economic Growth. Regionology = Russian Journal of Regional Studies. 2021; 29(3):486-510. DOI: https://doi.org/10.15507/2413-1407.116.029.202103.486-510
REFERENCES
1. Mirolubova T.V., Karlina T.V., Nikolaev R.S. Digital Economy: Identification and Measurements Problems in Regional Economy. Ehkonomika regiona = Economy of Region. 2020; 16(2):377-390. (In Russ., abstract in Eng.) DOI: https://doi.org/10.17059/2020-2-4
2. Mirolubova T.V., Radionova M.V. ICT Sector Role and Digital Transformation Factors in the Regional Economy in the Context of Public Governance. Vestnik Permskogo universiteta. Seriya “Ehkonomika” = Perm University Herald. Economy. 2020; 15(2):253-270. (In Russ., abstract in Eng.) DOI: https://doi.org/10.17072/1994-9960-2020-2-253-270
3. Mićić L. Digital Transformation and its Influence on GDP. Economics. 2017; 5(2):135-147. (In Eng.) DOI: https://doi.org/10.1515/eoik-2017-0028
4. Hanclova J., Doucek P., Fischer J., Vltavska K. Does ICT Capital Affect Economic Growth in the EU-15 and EU-12 Countries? Journal of Business Economics and Management. 2015; 16(2):287-406. (In Eng.) DOI: https://doi.org/10.3846/16111699.2012.754375
5. Legris P., Ingham J., Collerette P. Why do People Use Information Technology? A Critical Review of the Technology Acceptance Model. Information & Management. 2003; 40(3):191-204. (In Eng.) DOI: https://doi.org/10.1016/S0378-7206(01)00143-4
6. Farhadi M., Ismail R., Fooladi M. Information and Communication Technology Use and Economic Growth. PLoS ONE. 2012; 7(11):1-7. (In Eng.) DOI: https://doi.org/10.1371/journal.pone.0048903
7. Rasiah R. Information and Communication Technology and GDP Per Capita. International Journal of Internet and Enterprise Management. 2006; 4(3):202-214. (In Eng.) DOI: https://doi.org/10.1504/IJIEM.2006.010914
8. Pradhan R.P., Mallik G., Bagchi T.P. Information Communication Technology (ICT) Infrastructure and Economic Growth: A Causality Evinced by Cross-Country Panel Data. IIMB Management Review. 2018; 30(1):91-103. (In Eng.) DOI: https://doi.org/10.1016/j.iimb.2018.01.001
9. Bacache M., Bourreau M., Gaudin G. Dynamic Entry and Investment in New Infrastructures: Empirical Evidence from the Fixed Broadband Industry. Review of Industrial Organization. 2014; 44:1-31. (In Eng.) DOI: https://doi.org/10.1007/s11151-013-9398-4
10. Bertschek I., Cerquera D., Klein G.J. More Bits ‒ More Bucks? Measuring the Impact of Broadband Internet on Firm Performance. Information Economics and Policy. 2013; 25(3):190-203. (In Eng.) DOI: https://doi.org/10.1016/j.infoecopol.2012.11.002
11. Bojnec S., Ferto I. Broadband Availability and Economic Growth. Industrial Management and Data Systems. 2012; 112:1292-1306. (In Eng.) DOI: https://doi.org/10.1108/02635571211278938
12. Bouras C., Giannaka E., Tsiatsos T. Identifying Best Practices for Supporting Broadband Growth: Methodology and Analysis. Journal of Network and Computer Applications. 2009; 32(4):795-807. (In Eng.) DOI: https://doi.org/10.1016/j.jnca.2009.02.003
13. Brewer E., Demmer M., Du B., Ho M., Kam M., Nedevschi S. [et al.] The Case of Technology in Developing Regions. Computer Society. 2005; 38(6):25-38. (In Eng.) DOI: https://doi.org/10.1109/MC.2005.204
14. Crandall R., Lehr W., Litan R. The Effects of Broadband Deployment on Output and Employment: A Cross-Sectional Analysis of US Data. Issues in Economic Policy. 2007; 6:1-34. Available at: https://www.researchgate.net/publication/237644428_The_Effects_of_Broadb... (accessed 18.02.2021). (In Eng.)
15. Czernich N., Falck O., Kretschmer T., Woessmann L. Broadband Infrastructure and Economic Growth. The Economic Journal. 2011; 121(552):505-532. Available at: https://ideas.repec.org/p/ces/ceswps/_2861.html (accessed 18.02.2021). (In Eng.)
16. Dwivedi Y.K., Lal B., Williams M.D. Managing Consumer Adoption of Broadband: Examining Drivers and Barriers. Industrial Management and Data Systems. 2009; 109(3):357-369. (In Eng.) DOI: https://doi.org/10.1108/02635570910939380
17. Lehr W.H., Osorio C.A., Sirbu M.A. Measuring the Economic Impact of Broadband Deployment. Final Report, National Technical Assistance, Training, Research and Evaluation Project. 2006. Available at: http://cfp.mit.edu/publications/CFP_Papers/Measuring_bb_econ_impact-fina... (accessed 18.02.2021). (In Eng.)
18. Holt L., Jamison M. Broadband and Contributions to Economic Growth: Lessons from the US Experience. Telecommunications Policy. 2009; 33:575-581. (In Eng.) DOI: https://doi.org/10.1016/j.telpol.2009.08.008
19. Koutroumpis P. The Economic Impact of Broadband on Growth: A Simultaneous Approach. Telecommunications Policy. 2009; 33(9):471-485. (In Eng.) DOI: https://doi.org/10.1016/J.TELPOL.2009.07.004
20. Watanabe C., Naveed K., Tou Yu., Neittaanmäki P. Measuring GDP in the Digital Economy: Increasing Dependence on Uncaptured GDP. Technological Forecasting and Social Change. 2018; 137:226-240. (In Eng.) DOI: https://doi.org/10.1016/j.techfore.2018.07.053
21. Watanabe C., Touc Yu, Neittaanmäki P. A New Paradox of the Digital Economy ‒Structural Sources of the Limitation of GDP Statistics. Technology in Society. 2018; 55:9-23. (In Eng.) DOI: https://doi.org/10.1016/j.techsoc.2018.05.004
22. Matthess M., Kunkel S. Structural Change and Digitalization in Developing Countries: Conceptually Linking the Two Transformations. Technology in Society. 2020; 63:10-14. (In Eng.) DOI: https://doi.org/10.1016/j.techsoc.2020.101428
23. Kraemer K.L., Dedrick J. Payoffs from Investment in Information Technology: Lessons from the Asia-Pacific Region. World Development. 1994; 22(12):1921-1931. (In Eng.) DOI: https://doi.org/10.1016/0305-750X(94)90183-X
24. Haftu G.G. Information Communications Technology and Economic Growth in Sub-Saharan Africa: A Panel Data Approach. Telecommunications Policy. 2019; 43(1):88-99. (In Eng.) DOI: https://doi.org/10.1016/j.telpol.2018.03.010
25. Myovella G., Karacuka M., Haucap J. Digitalization and Economic Growth: A Comparative Analysis of Sub-Saharan Africa and OECD Economies. Telecommunications Policy. 2020; 44(2). (In Eng.) DOI: https://doi.org/10.1016/j.telpol.2019.101856
26. Yousefi A. The Impact of Information and Communication Technology on Economic Growth: Evidence from Developed and Developing Countries. Economics of Innovation and New Technology. 2011; 20(6):581-596. (In Eng.) DOI: https://doi.org/10.1080/10438599.2010.544470
27. Niebel T. ICT and Economic Growth: Comparing Developing, Emerging and Developed Countries. ZEW Discussion Papers. 2014; No. 14-117. Available at: http://nbn-resolving.de/urn:nbn:de:bsz:180-madoc-374884 (accessed 18.02.2021). (In Eng.)
28. Posu S.M.A. Information and Communication Technologies in the Nigerian Economy. Proceedings of the Conference on Human and Economic Resources. 2006. p. 327-337. Available at: https://ideas.repec.org/h/izm/prcdng/200626.html (accessed 18.02.2021). (In Eng.)
29. Shahbaz M., Sbia R., Hamdi H., Ur Rehman I. The Role of Information Communication Technology and Economic Growth in Recent Electricity Demand: Fresh Evidence from Combine Cointegration Approach in UAE. Journal of the Knowledge Economy. 2016; 7:797-818. (In Eng.) DOI: https://doi.org/10.1007/s13132-015-0250-y
30. Zvereva A.A., Belyaeva Zh.S., Sohag K. Impact of the Economy Digitalization on Welfare in the Developed and Developing Countries. Ehkonomika regiona = Economy of Region. 2019; 15(4):1050-1062. (In Russ., abstract in Eng.) DOI: https://doi.org/10.17059/2019-4-7
31. Dubinina M.G. Modeling the Dynamics of the Relationship of Macroeconomic Indicators and Indicators of IT Penetration in Developed and Developing Countries. Trudy ISА RАN = Proceeding of the Institute for Systems Analysis of the Russian Academy of Science. 2015. 65(1):24-37. Available at: http://www.isa.ru/proceedings/index.php?option=com_content&view=article&id=868 (accessed 18.02.2021). (In Russ., abstract in Eng.)
32. Petrov S.P., Maslov M.P., Karpovich A.I. Influence of Expenditures in the Development of the Digital Economy on the Volume of Russia’s GDP. Journal of Applied Economic Research. 2020; 19(4):419-440. (In Russ., abstract in Eng.) DOI: https://doi.org/10.15826/vestnik.2020.19.4.020
33. Kramin T.V., Klimanova A.R. Development of Digital Infrastructure in the Russian Regions. Terra Economicus. 2019; 17(2):60-76. (In Russ., abstract in Eng.) DOI: https://doi.org/10.23683/2073-6606-2019-17-2-60-76
34. Popov E.V., Simonova V.L. Economic Institutions of Network Organizations. Ehkonomicheskij analiz: teoriya i praktika = Economic Analysis: Theory and Practice. 2015; (23):2-15. Available at: https://www.fin-izdat.ru/journal/analiz/detail.php?ID=66098 (accessed 18.02.2021). (In Russ., abstract in Eng.)
35. Popov E.V., Semyachkov K.A., Simonova V.L. Assessing of the Impact of Information and Communication Technologies on Innovative Activity of Regions. Finansy i kredit = Finance and Credit. 2016; (46):46-60. Available at: http://213.226.126.9/fc/2016/fc46/fc4616-46.pdf (accessed 18.02.2021). (In Russ., abstract in Eng.)
36. Arellano M. Panel Data Econometrics. Oxford University Press; 2003. (In Eng.) DOI: https://doi.org/10.1093/0199245282.001.0001
Submitted 24.02.2021; approved after reviewing 29.03.2021; accepted for publication 07.04.2021.
About the authors:
Tatyana V. Mirolyubova, Head of the Department of World and Regional Economy, Economic Theory, Perm State National Research University (15 Bukireva St., Perm 614068, Russian Federation), Dr. Sci. (Economics), Full Professor, ORCID: https://orcid.org/0000-0003-2933-5077, Researcher ID: http://www.researcherid.com/rid/D-5844-2017, mirolubov@list.ru
Marina V. Radionova, Acting Head of the Department of Information Systems and Mathematical Methods in Economics, Perm State National Research University (15 Bukireva St., Perm 614068, Russian Federation), Cand. Sci. (Physics and Mathematics), Associate Professor, ORCID: https://orcid.org/0000-0002-8339-3326, Researcher ID:http://www.researcherid.com/rid/ L-9851-2015, m.radionova812@gmail.com
Contribution of the authors:
T. V. Mirolyubova – statement of the research problem; academic supervision; construction of the scientific hypothesis of the study; evaluation of the results; drawing conclusions; formulation of proposals.
M. V. Radionova – collection, processing and analysis of information; econometric research and model analysis; preparation of the text of the article; drawing conclusions.
The authors have read and approved the final version of the manuscript.
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