Intellectual capital is one of the most crucial determinants of long-term economic development. The countries compete for highly skilled labor and talented youth. State regulatory interventions aim to, on the one hand, facilitate the retention of foreign high-productivity intellectual capital in the host country, transforming ‘educational’ and ‘scientific’ migrants into residents, and on the other hand, prevent the outflow of their own qualified workforce. The paper aims to outline the role of the nation’s higher education system in the influx and outflow of labor resources. A two-stage approach is applied: 1) maximum likelihood—to cluster the EU countries and the potential candidates to become members of EU countries based on the integrated competitiveness of their higher education systems, considering quantitative, qualitative, and internationalization aspects; 2) logit and probit models—to estimate the likelihood of net migration flow surpassing baseline cluster levels and the probability of migration intensity changes for each cluster. Empirical findings allow the identification of four country clusters. Forecasts indicate the highest likelihood of increased net migration flow in the second cluster (66.7%) and a significant likelihood in the third cluster (23.4%). However, the likelihood of such an increase is statistically insignificant for countries in the first and fourth clusters. The conclusions emphasize the need for regulatory interventions that enhance higher education quality, ensure equal access for migrants, foster population literacy, and facilitate lifelong learning. Such measures are imperative to safeguard the nation’s intellectual potential and deter labor emigration.

Akimov, O., Karpa, M., Parkhomenko-Kutsevil, O., Kupriichuk, V., & Omarov, A. (2020). Entrepreneurship education of the formation of the e-commerce managers professional qualities. Journal of Entrepreneurship Education, 23(S1), 1–8.

Akindipe, O. O. (2020). Brain drain. Culture and Development in Africa and the Diaspora, 50–58. https://doi.org/10.4324/9780429316296-4

Artuc, E., Docquier, F., Özden, Ç., & Parsons, C. (2015). A Global Assessment of Human Capital Mobility: The Role of Non-OECD Destinations. World Development, 65, 6–26. https://doi.org/10.1016/j.worlddev.2014.04.004

Bуrkovуch, T., Humenchuk, A., Kobyzcha, N., Akimova, L., Grinberg, L. and Akimov, O. (2023). Economic Effectiveness of State Policy in Reforming Higher Library and Information Education in Ukraine. Economic Affairs, 68(1), 599-616. https://doi.org/10.46852/0424-2513.1.2023.28

Baruch, Y., Budhwar, P. S., & Khatri, N. (2007). Brain drain: Inclination to stay abroad after studies. Journal of World Business, 42(1), 99–112. https://doi.org/10.1016/j.jwb.2006.11.004

Beine, M. A. R., Docquier, F., & Rapoport, H. (2003). Brain Drain and Ldcs’ Growth: Winners and Losers. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.434542

Bilan, Y., Mishchuk, H., Roshchyk, I., & Kmecova, I. (2020). An Analysis of Intellecutal Potential and its Impact on the Social and Economic Development of European Countries. Journal of Competitiveness, 12(1), 22–38. https://doi.org/10.7441/joc.2020.01.02

Blue Card Network. (2021). Available online: https://apply.eu/BlueCard/ (accessed on 3 September 2023).

Bogachov, S., Kwilinski, A., Miethlich, B., Bartosova, V., & Gurnak, A. (2020). Artificial Intelligence Components and Fuzzy Regulators in Entrepreneurship Development. Entrepreneurship and Sustainability Issues 8(2), 487–499. https://doi.org/10.9770/jesi.2020.8.2(29)

Buser, T., Niederle, M., & Oosterbeek, H. (2021). Can Competitiveness predict Education and Labor Market Outcomes? Evidence from Incentivized Choice and Survey Measures. National Bureau of Economic Research. https://doi.org/10.3386/w28916

Chadha, B., Rai, R. S., & Dugar, A. (2016). Globalizing Higher Education in India : Brain Drain in Reverse – A Review. Prabandhan: Indian Journal of Management, 9(10), 23. https://doi.org/10.17010/pijom/2016/v9i10/103071

Dacko-Pikiewicz, Z. (2019). Building a family business brand in the context of the concept of stakeholder-oriented value. Forum Scientiae Oeconomia, 7(2), 37–51. https://doi.org/10.23762/FSO_VOL7_NO2_3

Dalati, S., Raudeliuniene, J., & Davidaviciene, V. (2020). Innovations in the management of higher education: situation analysis of Syrian female students empowerment. Marketing and Management of Innovations, 4, 245–254. Internet Archive. https://doi.org/10.21272/mmi.2020.4-20

De Wit, H. (2019). Internationalization in Higher Education, a Critical Review. SFU Educational Review, 12(3), 9–17. https://doi.org/10.21810/sfuer.v12i3.1036

Dementyev, V. V., & Kwilinski, A. (2020). Institutional Component of Production Costs. Journal of Institutional Studies, 12(1), 100–116. https://doi.org/10.17835/2076-6297.2020.12.1.100-116

Djajić, S., Docquier, F., & Michael, M. S. (2019). Optimal education policy and human capital accumulation in the context of brain drain. Journal of Demographic Economics, 85(4), 271–303. https://doi.org/10.1017/dem.2019.10

Djajić, S., Michael, M. S., & Vinogradova, A. (2012). Migration of skilled workers: Policy interaction between host and source countries. Journal of Public Economics, 96(11–12), 1015–1024. https://doi.org/10.1016/j.jpubeco.2012.07.001

Docquier, F., & Rapoport, H. (2012). Globalization, Brain Drain, and Development. Journal of Economic Literature, 50(3), 681–730. https://doi.org/10.1257/jel.50.3.681

Dzwigol, H. (2019a). The concept of the system approach of the enterprise restructuring process. Virtual Economics, 2(4), 46–70. https://doi.org/10.34021/ve.2019.02.04(3)

Dźwigoł, H. (2019b). Research Methods and Techniques in New Management Trends: Research Results. Virtual Economics, 2(1), 31–48. https://doi.org/10.34021/ve.2019.02.01(2)

Dźwigoł, H. (2021a). The Uncertainty Factor in the Market Economic System: The Microeconomic Aspect of Sustainable Development. Virtual Economics, 4(1), 98–117. https://doi.org/10.34021/ve.2021.04.01(5)

Dźwigoł, H. (2021b). Methodological approach in management and quality sciences. E3S Web of Conferences, 307, 01002. https://doi.org/10.1051/e3sconf/202130701002

Dzwigol, H. (2022). Comparing Idiographic and Nomothetic Approaches in Management Sciences Research. Virtual Economics, 5(4), 27–49. https://doi.org/10.34021/ve.2022.05.04(2)

Dzwigol, H. (2022). Research Methodology in Management Science: Triangulation. Virtual Economics, 5(1), 78–93. https://doi.org/10.34021/ve.2022.05.01(5)

Dzwigol, H. (2023). The Quality Determinants of the Research Process in Management Sciences. Virtual Economics, 6(2), 35–54. https://doi.org/10.34021/ve.2023.06.02(3)

Dzwigol, H., Dzwigol-Barosz, M., & Miskiewicz, R., Kwilinski, A. (2020). Manager competency assessment model in the conditions of industry 4.0. Entrepreneurship and Sustainability Issues, 7(4), 2630–2644.

Dzwigol, H., Kwilinski, A., Lyulyov, O., & Pimonenko, T. (2023). Renewable Energy, Knowledge Spillover and Innovation: Capacity of Environmental Regulation. Energies, 16(3), 1117. https://doi.org/10.3390/en16031117

Dzwigol, H., Trushkina, N., & Kwilinski, A. (2021). The Organizational and Economic Mechanism of Implementing the Concept of Green Logistics. Virtual Economics, 4(2), 41–75. doi: 10.34021/ve.2021.04.02(3)

El Morabety, A., & El Morabety, M. (2022). The Impact of Brain Drain on Development. Contemporary Arab Affairs, 15(2), 52–71. https://doi.org/10.1525/caa.2022.15.2.52

Forid, M. S., Hafez, M., & Khan, W (2022). Student Satisfaction and Retention: Impact of Service Quality and Digital Transformation. Marketing and Management of Innovations, (4), 152-163. https://doi.org/10.21272/mmi.2022.4-14

Galor, O., & Moav, O. (2004). From Physical to Human Capital Accumulation: Inequality and the Process of Development. Review of Economic Studies, 71(4), 1001–1026. https://doi.org/10.1111/0034-6527.00312

Grubanov-Boskovic, S., Kalantaryan, S., Migali, S., & Scipioni, M. (2021). The impact of the Internet on migration aspirations and intentions. Migration Studies, 9(4), 1807–1822. https://doi.org/10.1093/migration/mnab049

Hassan, Z., Khreich, W., & Osman, I. H. (2022). An international social inclusion index with application in the Organization for Economic Co-Operation and Development countries. Decision Analytics Journal, 3, 100047. https://doi.org/10.1016/j.dajour.2022.100047

Haupt, A., & Janeba, E. (2007). Education, redistribution and the threat of brain drain. International Tax and Public Finance, 16(1), 1–24. https://doi.org/10.1007/s10797-007-9054-8

Heywood, J. S., & Wei, X. (2004). Education and signaling: evidence from a highly competitive labor market. Education Economics, 12(1), 1–16. https://doi.org/10.1080/0964529042000193925

International organization of Migration. (2022). World Migration Report 2022. https://publications.iom.int/books/world-migration-report-2022.

Ionescu, F., & Polgreen, L. A. (2009). A Theory of Brain Drain and Public Funding for Higher Education in the United States. American Economic Review, 99(2), 517–521. https://doi.org/10.1257/aer.99.2.517

Justman, M., & Thisse, J.-F. (1997). Implications of the mobility of skilled labor for local public funding of higher education. Economics Letters, 55(3), 409–412. https://doi.org/10.1016/s0165-1765(97)00084-0

Ka, H. M., & Xiao, H. (2016). From ‘brain drain’ to ‘brain bridging’: transnational higher education development and graduate employment in China. Journal of Higher Education Policy and Management, 38(3), 369-389. https://doi.org/10.1080/1360080x.2016.1174409

Kabók, J., Radišić, S., & Kuzmanović, B. (2017). Cluster analysis of higher-education competitiveness in selected European countries. Economic Research-Ekonomska Istraživanja, 30(1), 845–857. https://doi.org/10.1080/1331677x.2017.1305783

Kharazishvili, Y., & Kwilinski, A. (2022). Methodology for Determining the Limit Values of National Security Indicators Using Artificial Intelligence Methods. Virtual Economics, 5(4), 7–26. https://doi.org/10.34021/ve.2022.05.04(1)

Kharazishvili, Y., Kwilinski, A., Dzwigol, H., & Liashenko, V. (2021). Strategic European Integration Scenarios of Ukrainian and Polish Research, Education and Innovation Spaces. Virtual Economics, 4(2), 7–40. https://doi.org/10.34021/ve.2021.04.02(1)

Kwilinski, A. (2019). Implementation of blockchain technology in accounting sphere. Academy of Accounting and Financial Studies Journal, 23(2), 1–6.

Kwilinski, A. (2023). E-Commerce and Sustainable Development in the European Union: A Comprehensive Analysis of SDG2, SDG12, and SDG13. Forum Scientiae Oeconomia, 11(3), 87-107. https://doi.org/10.23762/FSO_VOL11_NO3_5

Kwilinski, A., Dalevska, N., & Dementyev, V. V. (2022). Metatheoretical Issues of the Evolution of the International Political Economy. Journal of Risk and Financial Management, 15(3), 124. https://doi.org/10.3390/jrfm15030124

Kwilinski, A., Hnatyshyn, L., Prokopyshyn, O., & Trushkina, N. (2022b). Managing the Logistic Activities of Agricultural Enterprises under Conditions of Digital Economy. Virtual Economics, 5(2), 43–70. https://doi.org/10.34021/ve.2022.05.02(3)

Kwilinski, A., Lyulyov, O., Pimonenko, T., Dzwigol, H., Abazov, R., & Pudryk, D. (2022c). International Migration Drivers: Economic, Environmental, Social, and Political Effects. Sustainability, 14, 6413. https://doi.org/10.3390/su14116413

Kwilinski, A., Litvin, V., Kamchatova, E., Polusmiak, J., & Mironova, D. (2021). Information Support of the Entrepreneurship Model Complex with the Application of Cloud Technologies. International Journal of Entrepreneurship, 25(1), 1–8.

Kwilinski, A., Lyulyov, O., & Pimonenko, T. (2023a). Unlocking Sustainable Value through Digital Transformation: An Examination of ESG Performance. Information, 14(8), 444. https://doi.org/10.3390/info14080444

Kwilinski, A., Lyulyov, O., & Pimonenko, T. (2023b). Spillover Effects of Green Finance on Attaining Sustainable Development: Spatial Durbin Model. Computation, 11(10), 199. https://doi.org/10.3390/computation11100199

Kwilinski, A., Lyulyov, O., & Pimonenko, T. (2023c). Unlocking Sustainable Value through Digital Transformation: An Examination of ESG Performance. Information, 14(8), 444. https://doi.org/10.3390/info14080444

Kwilinski, A., Slatvitskaya, I., Dugar, T., Khodakivska, L., Derevyanko, B. (2020). Main Effects of Mergers and Acquisitions in International Enterprise Activities. International Journal of Entrepreneurship, 24, 1–8.

Miśkiewicz, R., Matan, K., Karnowski, J. (2022). The Role of Crypto Trading in the Economy, Renewable Energy Consumption and Ecological Degradation. Energies, 15(10), 3805. https://doi.org/10.3390/en15103805

Miśkiewicz, R., Rzepka, A., Borowiecki, R., & Olesińki, Z. (2021). Energy Efficiency in the Industry 4.0 Era: Attributes of Teal Organizations. Energies, 14(20), 6776. https://doi.org/10.3390/en14206776

Miyagiwa, K. (1991). Scale Economies in Education and the Brain Drain Problem. International Economic Review, 32(3), 743. https://doi.org/10.2307/2527117

Mukhamedov, G., Khodjamkulov, U., Shofkorov, A., & Makhmudov, K. (2020). Pedagogical education cluster: content and form. ISJ Theoretical & Applied Science, 1(81), 250-257. https://doi.org/10.15863/tas.2020.01.81.46

Nyenno, I., Truba, V., & Tokarchuk, L. (2023). Managerial Future of the Artificial Intelligence. Virtual Economics, 6(2), 72–88. https://doi.org/10.34021/ve.2023.06.02(5)

Odhiambo, G. O. (2013). Academic brain drain: Impact and implications for public higher education quality in Kenya. Research in Comparative and International Education, 8(4), 510-523. https://doi.org/10.2304/rcie.2013.8.4.510

Oláh, J., Hidayat, Y.A., Dacko-Pikiewicz, Z., & Hasan, M., Popp, J. (2021). Inter-Organizational Trust on Financial Performance: Proposing Innovation as a Mediating Variable to Sustain in a Disruptive Era. Sustainability, 13(17), 9947. https://doi.org/10.3390/su13179947

Oliinyk, O., Bilan, Y., Mishchuk, H., Akimov, O., & Vasa, L. (2021). The impact of migration of highly skilled workers on the country’s competitiveness and economic growth. Montenegrin Journal of Economics, 2021, 17(3), 7-19. https://doi.org/10.14254/1800-5845/2021.17-3.1

Owusu, E., Arthur, J.L., & Amofah, K. (2023). Cross-Сultural Communication Strategies in the Digital Era: A Bibliometric Analysis. Virtual Economics, 6(2), 55–71. doi: 10.34021/ve.2023.06.02(4)

Payab, A. H., Kautish, P., Sharma, R., Siddiqui, A., Mehta, A., & Siddiqui, M. (2023). Does human capital complement sustainable development goals? Evidence from leading carbon emitter countries. Utilities Policy, 81, 101509. https://doi.org/10.1016/j.jup.2023.101509

Pires, A. J. G. (2015). Brain drain and brain waste. Journal of Economic Development, 40(1), 1–34.

Prokopenko, O., & Omelyanenko, V. (2020). Intellectualization of the Phased Assessment and Use of the Potential for Internationalizing the Activity of Clusters of Cultural and Creative Industries of the Baltic Sea Regions. TEM Journal, 9(3), 1068-1075. doi: 10.18421/TEM93-31

Prokopenko, O., Omelyanenko, V., & Klisinski, J. (2018). Innovation policy development conceptual framework for national resource security providing. Journal of Environmental Management and Tourism, 9(5), 1099-1107. https://doi.org/10.14505//jemt.v9.5(29).23

Pudryk, D., Kwilinski, A., Lyulyov, O., & Pimonenko, T. (2023). Towards Achieving Sustainable Development: Interactions between Migration and Education. Forum Scientiae Oeconomia, 11(1), 113–132. https://doi.org/10.23762/FSO_VOL11_NO1_6

Rybnikova, I., Juknevičienė, V., Toleikienė, R., Leach, N., Āboliņa, I., Reinholde, I., & Sillamäe, J. (2022). Digitalization and e-leadership in local government before COVID-19: Results of an exploratory study. Forum Scientiae Oeconomia, 10(2), 173–191. https://doi.org/10.23762/FSO_VOL10_NO2_9

Saravia, N. G., & Miranda, J. F. (2004). Plumbing the brain drain. Bulletin of the World Health Organization, 82(8), 608-615.

Sina, I., Sannikova, A., & bin Sajjad, F. (2020). Brand of European higher education institutions as a key factor for foreign students. Marketing and Management of Innovations, 3, 181-194. https://doi.org/10.21272/mmi.2020.3-13

Skvarciany, V., & Vidžiūnaitė, S. (2022). Decent work and economic growth: the case study of the BRICS countries. Forum Scientiae Oeconomia, 10(2), 73–89. https://doi.org/10.23762/FSO_VOL10_NO2_4.

Stark, O., & Y. Wang (2002). Inducing human capital formation: migration as a substitute for subsidies. Journal of Public Economics, 86(1), 29–46. https://doi.org/10.1016/s0047-2727(01)00104-9

Sultana, T., Dey, S. R., & Tareque, M. (2022). Exploring the linkage between human capital and economic growth: A look at 141 developing and developed countries. Economic Systems, 46(3), 101017. https://doi.org/10.1016/j.ecosys.2022.101017

Szczepańska-Woszczyna, K., & Gatnar, S. (2022). Key Competences of Research and Development Project Managers in High Technology Sector. Forum Scientiae Oeconomia, 10(3), 107-130. https://doi.org/10.23762/FSO_VOL10_NO3_6.

Tomić, C.H., & Taylor, K. (2018). Youth unemployment, the brain drain and education policy in Croatia: A call for joining forces and for new visions. Policy Futures in Education, 16(4), 501-514. https://doi.org/10.1177/1478210317751267

Torrisi, B., & Pernagallo, G. (2020). Investigating the relationship between job satisfaction and academic brain drain: the Italian case. Scientometrics, 124, 925-952. https://doi.org/10.1007/s11192-020-03509-2

United Nations Development Programme. (2023). Available online: Human Development Index (HDI). https://hdr.undp.org/data-center/human-development-index#/indicies/HDI (accessed on 3 September 2023).

Usman, M. A., Ozdeser, H., Çavuşoğlu, B., & Aliyu, U. S. (2022). On the Sustainable Economic Growth in Sub-Saharan Africa: Do Remittances, Human Capital Flight, and Brain Drain Matter?. Sustainability, 14(4), 2117. https://doi.org/10.3390/su14042117

Vaníčková, R., & Szczepańska-Woszczyna K. (2020). Innovation of business and marketing plan of growth strategy and competitive advantage in exhibition industry. Polish Journal of Management Studies, 21(2), 425–445. https://doi.org/10.17512/pjms.2020.21.2.30

Veeramoothoo, S. (2022). Social justice and the portrayal of migrants in International Organization for Migration’s World Migration Reports. Journal of Technical Writing and Communication, 52(1), 57-93. https://doi.org/10.1177/0047281620953377

Welch, A. R., & Zhen, Z. (2008). Higher Education and Global Talent Flows: Brain Drain, Overseas Chinese Intellectuals, and Diasporic Knowledge Networks. Higher Education Policy, 21(4), 519–537. https://doi.org/10.1057/hep.2008.20

World Data Bank. (2023). Global Competitive Index. Available online: https://databank.worldbank.org/metadataglossary/africa-development-indicators/series/GCI.INDEX.XQ (accessed on 3 September 2023).

Zhanibek, A., Abazov, R., & Khazbulatov, A. (2022). Digital Transformation of a Country’s Image: The Case of the Astana International Finance Centre in Kazakhstan. Virtual Economics, 5(2), 71–94. https://doi.org/10.34021/ve.2022.05.02(4)