IJIEEB Vol. 18, No. 2, 8 Apr. 2026
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Bayesian Method, Data Analysis, Data Processing Planning, IT Industry, Information Technologies
In this article, practical issues are considered at the complex level, in the field of realizing mathematical modelling of the assessment of the potential of the Ukrainian IT industry in the conditions of global challenges. The purpose of the study is to analyze modern approaches to evaluating this potential using advanced mathematical methods, such as multifactorial regression, cluster analysis and factor analysis. The work describes in detail the methods that allow you to evaluate the relationships between the main economic, technological and social indicators that influence the globalized development of the modern IT sector in Ukraine. The study emphasizes the strategic importance of assessing the capabilities of the IT sector to solve modern economic and technological tasks. Within mathematical modeling in the work, an improved model of evaluation of the above potential is proposed in which the combination of considered methods with the combination of the principles of Bayesian data analysis is combined. This approach allows you to more accurately take into account the uncertainty and variability inherent in modern economic and technological conditions. Usage of the Bayesian approach makes it possible to get a more flexible and adaptive model that better reflects dynamic processes that affect the development of IT industry in Ukraine in global challenges. The analysis begins with multifactorial regression, which examines the relationship between economic, technological and infrastructure factors that influence the development of the IT sector. The next stage is a cluster analysis that allows you to distinguish regional IT-hubs, comparing their effectiveness and revealing differences in Ukraine. With the help of factor analysis, we reveal the hidden variables that have a significant impact on the development of the industry. We also compare the results of each of the models to identify common trends and differences, which allows not only to identify opportunities for development, but also to indicate problems that need attention. Based on the results obtained, we offer specific recommendations for improving the competitiveness and stability of the Ukrainian IT industry. Our conclusions emphasize the importance of using innovative approaches to achieve more efficient development of this field.
Artur Nikolaienko, "Mathematical Modelling of the Ukrainian IT Industry Potential Assessment in the Context of Global Challenges", International Journal of Information Engineering and Electronic Business(IJIEEB), Vol.18, No.2, pp. 1-23, 2026. DOI:10.5815/ijieeb.2026.02.01
[1]A. O. Simakhova and A. K. Nikolaienko, "The impact of global challenges on the national IT segment," NAU - "Problems of a systematic approach in economics", ECONOMY AND MANAGEMENT OF THE NATIONAL ECONOMY, Issue 3 (89), pp. 38-41, 2022.
[2]A. K. Nikolaienko, "Concept of national IT industry development in the context of globalization," NAU - "Problems of a systematic approach in economics", ECONOMY AND MANAGEMENT OF THE NATIONAL ECONOMY, Issue 2 (91), pp. 44-48, 2023.
[3]N. O. Brynza and A. A. Havrylova, "Formation of a model for evaluating indicators of IT industry development in the regions of Ukraine," Information Processing Systems, vol. 2(157), pp. 13-21, 2019. doi:10.30748/soi.2019.157.02
[4]Y. O. Voitenko and A. I. Povorozniuk, "System for evaluating the prospects of IT projects," [Thesis, National Technical University "Kharkiv Polytechnic Institute"]. eNTUKhPIIR - Electronic Repository of the National Technical University "Kharkiv Polytechnic Institute". [Online]. Available: http://repository.kpi.kharkov.ua/handle/KhPI-Press/43218 [Accessed: March 10, 2025].
[5]O. Zaiats, T. Yarema, and M. Chornomaz, "Features of IT industry development in Ukraine," Economy and Society, vol. 52, 2023. doi:10.32782/2524-0072/2023-52-20
[6]M. Kvasnii, "Dynamics of the IT industry in conditions of economic instability in Ukraine: Analysis and modeling," Acta Academiae Beregsasiensis. Economics, vol. 6, pp. 45-55, 2024. doi:10.58423/2786-6742/2024-6-45-55
[7]V. V. Kyrii, "Development of the IT industry in the system of specialization of regions of Ukraine," [Thesis]. Electronic Archive of Open Access of Kharkiv National University of Radio Electronics. [Online]. Available: http://openarchive.nure.ua/handle/document/7821 [Accessed: March 10, 2025].
[8]V. S. Kupriianova and H. M. Shvedova, "Analysis and prospects for the development of entrepreneurial outsourcing in the IT industry of Ukraine," Entrepreneurship and Innovation, vol. 12, pp. 59-63, 2020. doi:10.37320/2415-3583/12.10
[9]H. Lema, A. Martseniuk, and O. Kokhanchyk, "Factors of digital economy formation and IT industry development in Ukraine," Economy and Society, vol. 61, 2024. doi:10.32782/2524-0072/2024-61-95
[10]V. Lysak and L. Nozdrina, "Methods and models of business analysis in the IT industry," Bulletin of the University of Banking, vol. 3(39), 2020. doi:10.18371/2221-755x3(39)2020225592
[11]T. Melnyk and Y. Zavhorodnia, "Methods for assessing the international competitiveness of the IT sector," Scientia fructuosa, vol. 150(4), pp. 105-119, 2023. doi:10.31617/1.2023(150)07
[12]K. Oberemchuk and O. Zhukovska, "Prognostic modeling of IT company profitability," Economy and Society, vol. 44, 2022. doi:10.32782/2524-0072/2022-44-93
[13]V. Prokhorova, "Methods for evaluating project risks of IT companies," Adaptive Management Theory and Practice Economics, vol. 16(32), 2023. doi:10.33296/2707-0654-16(32)-16
[14]O. V. Semenikhina, A. O. Yurchenko, A. A. Sbruieva, A. I. Kuzminskyi, O. V. Kuchai, and O. A. Bida, "Open digital educational resources in the IT field: Quantitative analysis," Information Technologies and Learning Tools, vol. 75(1), pp. 331-348, 2020. doi:10.33407/itlt.v75i1.3114
[15]M. Slabinoha and T. Mykhailov, "Application of expert evaluation methods in forecasting project completion terms in the IT industry," Information Technology and Society, vol. 2(8), pp. 79-83, 2023. doi:10.32689/maup.it.2023.2.9
[16]Y. Ustinov and V. Ilchuk, "The role of the IT industry in the structural transformation of the Ukrainian economy," Grail of Science, vol. 27, pp. 42-44, 2023. doi:10.36074/grail-of-science.12.05.2023.003
[17]V. S. Khvorostianyi, "Research on the current state of the labor market and changes in the employment structure of workers in the IT industry of Ukraine's economy," Problems of Modern Transformations. Series: Economics and Management, vol. 13, 2024. doi:10.54929/2786-5738-2024-13-03-07
[18]I. Shaforenko, "Modeling of management decision-making processes in the IT industry under conditions of uncertainty," Current Issues in Modern Science, vol. 4(10), 2023. doi:10.52058/2786-6300-2023-4(10)-56-69
[19]Assistant. teacher Nashaat Majeed Nashaat, "The role of information technology in developing banking technologies to promote sustainable development of the Iraqi banking sector," Economic and Administrative Studies Journal, vol. 2(1), pp. 83-100, 2023. doi:10.58564/easj/2.1.2023.6
[20]A. Campion, M. Gasco-Hernandez, S. Jankin Mikhaylov, and M. Esteve, "Overcoming the challenges of collaboratively adopting artificial intelligence in the public sector," Social Science Computer Review, 089443932097995, 2020. doi:10.1177/0894439320979953
[21]A. Campion, M.-G. Hernandez, S. Mikhaylov Jankin, and M. Esteve, "Managing artificial intelligence deployment in the public sector," Computer, vol. 53(10), pp. 28-37, 2020. doi:10.1109/mc.2020.2995644
[22]P. S. Honnamane, K. Sreekanth, and G. P. M. Girish, "Antecedents and ramifications of employee engagement in indian information technology (IT) sector," Theoretical Economics Letters, vol. 13(01), pp. 48-58, 2023. doi:10.4236/tel.2023.131003
[23]P. Kaushik and S. P. S. Rathore, "Impact and usage of AI in public sector," International Journal of Engineering in Computer Science, vol. 2(1), pp. 38-43, 2020. doi:10.33545/26633582.2020.v2.i1a.99
[24]H. Kundai Chikwanda and G. Tafadzwa Zimowa, "Evaluation of knowledge management in the project-oriented information technology services sector," Regional Journal of Information and Knowledge Management, vol. 7(1), pp. 37-57, 2022. doi:10.70759/b3xqre66
[25]V. Lachhwani, "Role of information technology in education sector: A review," SSRN Electronic Journal, 2023. doi:10.2139/ssrn.4322368
[26]P. Lata, "Role of information technology in banking sector," Journal of Commerce and Management Thought, vol. 7(1), p. 186, 2016. doi:10.5958/0976-478x.2016.00013.6
[27]I. Mergel, H. Dickinson, J. Stenvall, and M. Gasco, "Implementing AI in the public sector," Public Management Review, pp. 1-13, 2023. doi:10.1080/14719037.2023.2231950
[28]C. Nieto-Peña, T. Obregón-Veramendi, Y. Palomino-Narcizo, C. Pérez-Ticona, L. Silvestre-Quispe, M. García-Chuman, F. Lopez-Gonzales, V. Linares-Cabrera, P. Ramos-La Rosa, and F. Caro-Soto, "Project management in the information technology sector," Salud, Ciencia y Tecnología - Serie de Conferencias, vol. 3, p. 677, 2024. doi:10.56294/sctconf2024677
[29]K. D. K. Rathod and A. R. Nimodiya, "Information and communication technology for education in rural sector - A review," International Journal for Research in Applied Science and Engineering Technology, vol. 11(3), pp. 1155-1163, 2023. doi:10.22214/ijraset.2023.49626
[30]N. E. Sokolinskaya and L. M. Kupriyanova, "Information technology development risks in the banking sector," The World of New Economy, vol. 14(3), pp. 44-53, 2020. doi:10.26794/2220-6469-2020-14-3-44-53
[31]J. Willems, M. J. Schmid, D. Vanderelst, D. Vogel, and F. Ebinger, "AI-driven public services and the privacy paradox: Do citizens really care about their privacy?" Public Management Review, pp. 1-19, 2022. doi:10.1080/14719037.2022.2063934
[32]V. Menshikov, O. Ruza, A. Simakhova, J. Semeneca, "Development of start-up ecosystems in selected countries with a focus on the cases", Entrepreneurship and Sustainability Issues, vol. 12(1), pp. 411-429, 2024. http://doi.org/10.9770/jesi.2024.11.4(27)