INTERPLAY OF HUMAN CAPITAL AND SUSTAINABLE DEVELOPMENT: A NETWORK APPROACH
DOI:
https://doi.org/10.35774/jee2026.01.044Keywords:
Bayesian Network Analysis, human capital, Social Progress Index (SPI), sustainable development.Abstract
This paper reveals complex interdependencies between human capital and sustainable development using Bayesian Network Analysis (BNA). Human capital is proxied through the Social Progress Index (SPI) and its components – Basic Human Needs, Foundations of Wellbeing, and Opportunity – alongside the Human Capital Index (HCI) and Sustainable Development Goals metrics. The analysis identifies vital hubs, such as health (SDG 3), sustainable cities (SDG 11), and economic growth (SDG 8), which act as pivotal drivers of systemic progress. Additionally, critical trade-offs, such as the negative association between resource consumption (SDG 12) and human well-being, are uncovered, highlighting the complexity of balancing competing priorities. The findings emphasize the importance of focusing on health, education, and inclusivity to optimize synergies and mitigate trade-offs between human capital and sustainability outcomes. By employing Bayesian networks, this study provides a data-driven framework for understanding causal pathways and offers actionable insights for policymakers. These results advance the discourse on integrating human capital investments with sustainable development strategies, addressing gaps in prior linear and correlation-based analyses.
JEL: O15, Q01, C11.
References
Abo-Khalil, A. G. (2024). Integrating sustainability into higher education challenges and opportunities for universities worldwide. Heliyon, 10(9), Article e29946. https://doi.org/10.1016/j.heliyon.2024.e29946
Adikari, A. M. P., Liu, H., Dissanayake, D. M. S. L. B., & Ranagalage, M. (2023). Human capital and carbon emissions: The way forward reducing environmental degradation. Sustainability, 15(4), Article 2926. https://doi.org/10.3390/su15042926
Alakbarov, U., Habibova, Z., & Rahimli, R. (2020). The role of human resources in comprehensive regional sustainable development: The case of Azerbaijan. International Journal of Economics and Financial Issues, 10(3), 79–82. https://doi.org/10.32479/ijefi.9303
Barro, R. J., & Lee, J. W. (2013, September). A new data set of educational attainment in the world, 1950–2010. Journal of Development Economics, 104, 184–198. https://doi.org/10.1016/j.jdeveco.2012.10.001
Bielza, C., & Larrañaga, P. (2014). Discrete Bayesian network classifiers: A survey. ACM Computing Surveys, 47(1), 1–43. https://doi.org/10.1145/2576868
Chen, S. H., & Pollino, C. A. (2012, November). Good practice in Bayesian network modelling. Environmental Modelling & Software, 37, 134–145. https://doi.org/10.1016/j.envsoft.2012.03.012
Demchenko, K., & Makov, B. (2026). Human capital as the main resource of economic development in the 21st century. In Collection of scientific papers: No. 70. Proceedings of the 5th International Scientific and Practical Conference “Achievements of science and applied research” (pp. 42–47). European Open Science Space. https://repository.hneu.edu.ua/handle/123456789/38648?mode=full
Gnangoin, T., Kassi, D. F., & Kongrong, O. (2023). Urbanization and CO2 emissions in Belt and Road Initiative economies: Analyzing the mitigating effect of human capital in Asian countries. Environmental Science and Pollution Research, 30, 50376–50391. https://doi.org/10.1007/s11356-023-25848-2
Jebari, A., Álvaro-Fuentes, J., Pardo, G., Batalla, I., Rodríguez Martín, J. A., & Del Prado, A. (2022). Effect of dairy cattle production systems on sustaining soil organic carbon storage in grasslands of northern Spain. Regional Environmental Change, 22, Article 67. https://doi.org/10.1007/s10113-022-01927-x
Khelghat-Doost, H., & Sibly, S. (2020). Human capital for sustainable development: A conceptual framework for institutes of higher education. International Journal of Academic Research in Progressive Education and Development, 9(2), 55–68. https://doi.org/10.6007/IJARPED/v9-i2/7220
Kim, D., & Go, S. (2020). Human capital and environmental sustainability. Sustainability, 12(11), Article 4736. https://doi.org/10.3390/su12114736
Kraay, A. (2019). The World Bank Human Capital Index: A guide. The World Bank Research Observer, 34(1), 1–33. https://doi.org/10.1093/wbro/lkz001
Kuryliak, V., Lyzun, M., Hayda, Y., Lishchynskyy, I., & Ukhova, N. (2025). Crosscorrelation analysis of dynamic interdependencies between socioeconomic development and the demand for higher education in Ukraine. Journal ofEuropean Economy, 24(3), 467–485. https://doi.org/10.35774/jee2025.03.467
Liashenko, O., & Dluhopolskyi, O. (2024). Uncovering the interplay between social welfare preferences and Society 5.0 achievement: Implications for sustainable development. ECONOMICS – Innovative and Economics Research Journal, 12(1), 175–197. https://doi.org/10.2478/eoik-2024-0009
Liashenko, O., & Dluhopolskyi, O. (2025). The statistical approach to understanding the interdependencies among sustainable development goals. ECONOMICS – Innovative and Economics Research Journal, 13(3), 449–467. https://doi.org/10.2478/eoik-2025-0074
Liashenko, O., Mykhailovska, O., Shestakovska, T., & Selyutin, S. (2024). Effectiveness of governance vs social development: A multivariate approach to countries’ classification. Administratie si Management Publica, 42, 6–24. https://doi.org/10.24818/amp/2024.42-01
Lopatynskyi, Y., Kobelia, Z., Sheliuzhak, I. (2020). Human capital as an integral factor of social and economic development [in Ukrainian]. Naukovyi Visnyk Chernivetskoho Universytetu: Ekonomika, (829), 3–10. https://ef.chnu.edu.ua/media/jimhhzuz/nv_econ_829.pdf
Losieva, Y. (2023). The role of social investment in human capital development [in Ukrainian]. Theory and Practice of Public Administration, 1(76), 72–80. https://doi.org/10.26565/1727-6667-2023-1-05
Lucas, R. E., Jr. (1988, July). On the mechanics of economic development. Journal of Monetary Economics, 22(1), 3–42. https://doi.org/10.1016/0304-3932(88)90168-7
Lyeonov, S., Vorontsova, A., Bilan, Y., Artyukhov, A., & Skare, M. (2025). Quality at the core: A multifaceted analysis of higher education’s impact on the knowledge economy. Journal of the Knowledge Economy, 16, 16637–16669. https://doi.org/10.1007/s13132-024-02517-4
Maksymova, I., Savelyev, Y., Zvarych, I., Kurylyak, V., Lyzun, M., Sachenko, S., & Lishchynskyy, I. (2023). Global differentiation of climate-digital projects in terms of low-carbon economy. In 2023 IEEE 12th International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS) (pp. 859–864). Dortmund, IEEE. https://doi.org/10.1109/IDAACS58523.2023.10348646.
Mishchuk, H., Bilan, Y., Androniceanu, A., & Krol, V. (2023). Social capital: Evaluating its roles in competitiveness and ensuring human development. Journal of Competitiveness, 15(2), 1–17. https://doi.org/10.7441/joc.2023.02.01
Nathaniel, S. P. (2021). Natural resources, urbanization, economic growth, and the ecological footprint in South Africa: The moderating role of human capital. Quaestiones Geographicae, 40(2), 63–76. https://doi.org/10.2478/quageo-2021-0012
Olowookere, J. K., Olanipekun, W. D., Sokunbi, G. M., & Aderemi, T.A. (2022). Human capital development and sustainable development: Evidence from Nigeria. Studia Universitatis Babe-Bolyai Oeconomica, 67(1), 63–76. https://doi.org/10.2478/subboec-2022-0005
Pearl, J. (2009). Causality: Models, reasoning, and inference. Cambridge University Press. https://doi.org/10.1017/CBO9780511803161
Picazo-Tadeo, A. J., Gianmoena, L., Peiró-Palomino, J., & Rios, V. (2024). Building a social progress–adjusted indicator of GDP per capita for the European Union’s regions. Social Indicators Research, 175, 317–345. https://doi.org/10.1007/s11205-023-03267-7
Porter, M. E., Stern, S., & Green, M. (2017). Social Progress Index 2017. Social Progress Imperative. https://www.businessart.at/images/doku/social-progressindex-2017-findings-report.pdf
Qazi, A. (2025). Exploring the interdependencies among social progress index (SPI) components and their impact on country-level sustainability performance based on Bayesian Belief Network. Regional Sustainability, 6(3), Article 100230. https://doi.org/10.1016/j.regsus.2025.100230
QS. (n.d.). QS World University Rankings 2025: Top global universities. Retrieved November, 10, 2025, from https://www.topuniversities.com/worlduniversity-rankings
Sachs, J., Schmidt-Traub, G., Kroll, C., Lafortune, G., & Fuller, G. (2018). SDG Index and Dashboards Report 2018. Bertelsmann Stiftung and Sustainable Development Solutions Network (SDSN). https://sdgtransformationcenter.org/reports/sdg-index-2018
Samadov, T. A. (2024). The effect of human capital on the socio-economic development of society. Journal Pemberdayaan Ekonomi dan Masyarakat, 1(3), 1–8. https://doi.org/10.47134/jpem.v1i3.420
Sanduhei, V., Bila, I., Shevchenko, O., Manzhula, Ie., & Iliukhina, V. (2025). Human capital as a driver of the formation of Ukraine’s competitive advantages in the post-war period. Naukovyi Visnyk Natsionalnoho Hirnychoho Universytetu, (1), 157–163. https://doi.org/10.33271/nvngu/2025-1/157
Sen, A. (1999). Development as freedom. Alfred Knopf.
Şentürk, C., Sart, G.¸ Şaşmaz, M.Ü., & Bayar, Y. (2023). Health expenditures, human capital, and sustainable development: Panel evidence from the new EU member countries. Sustainability, 15(19), Article 14514. https://doi.org/10.3390/su151914514
Social Progress Imperative. (n.d.). 2026 Global Social Progress Index. https://www.socialprogress.org/social-progress-index
Sustainable Development Solutions Network. (n.d.). Downloads. Sustainable Development Report. https://dashboards.sdgindex.org/downloads/
United Nations Development Programme. (1990). Human Development Report 1990. Oxford University Press. https://hdr.undp.org/system/files/documents/hdr1990encompletenostats.pdf
United Nations Development Programme. (2025). Human Development Report 2025 – A matter of choice: People and possibilities in the age of AI. https://hdr.undp.org/content/human-development-report-2025
Received: December 3, 2025.
Reviewed: March 12, 2026.
Accepted: March 20, 2026.
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