1. World Economic Forum (2026) Human-Machine Collaboration in Industrial Operations: Activati- on Playbook, Geneva: World Economic Forum.
2. Bondar A., Sharova K. (2025) Artificial Intelligence in the Context of Human Capital Dynamics. Belorusskiy ekonomicheskiy zhurnal, 2 (111), 67–77. DOI: 10.46782/1818-4510-2025-2-67-77
3. Lukichyov P.M. (2025) Human capital in the era of artificial intelligence. Russian Journal of Labour Economics, 12 (5), 683–702. DOI: 10.18334/et.12.5.123167
4. Shablovskaia U.S., Gospodarik E.G. (2023) Human capital is the foundation of economic and financial development. Bankovskii biznes i finansovaia ekonomika: global'nye trendy i perspektivy razvitiia [Banking and Financial Economics: Global Trends and Development Prospects], 359–363.
5. Nesterov A.A., Forrester S.V. (2010) Problemy chelovecheskogo kapitala v sovremennoi ekonomike [Problems of human capital in the modern economy], monograph, Samara: Samarskii gosudarstvennyi tekhnicheskii universitet.
6. Becker G.S. (1964) Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education, NY: Colombia University Press.
7. Ustinova K.A., Gubanova E.S., Leonidova G.V. (2015) Chelovecheskii kapital v innovatsionnoi ekonomike [Human capital in an innovative economy], monograph, Vologda: Institut sotsial’no-ekono- micheskogo razvitiia territorii RAN.
8. Khafizova G. (2010) The accumulation of human capital and consumption. Innovative Economics: Information, Analytics and Forecasts, 1, 3–4.
9. Zhdanov D.A. (2022) Human capital of an enterprise: a model of employee competencies in the digital world. π-Economy, 15 (5), 58–74. DOI: 10.18721/JE.15504
10. Borovskaya M.A., Lyabakh N.N., Masych M.A., Fedosova T.V. (2021) Trends in the academic world as a scientific and educational ecosystem. Terra Economicus, 19 (4), 110–126. DOI: 10.18522/ 2073-6606-2021-19-4-110-126
11. Pashuk N.R., Vertinova A.A., Smitskikh K.V. (2023) The university complex as an element of the regional scientific and educational ecosystem. Creative Economy, 17 (12), 4503–4516. DOI: 10.18334/ ce.17.12.119771
12. Konanchuk D.S. (2024) Educational ecosystems: new principles and space for employee deve- lopment in organizations. Public Administration, 26 (3), 62–69. DOI: 10.22394/2070-8378-2024-26-3- 62-69
13. Flek M.B., Ugnich E.A. (2024) Vocational educational ecosystem of an industrial enterprise: concept, features, experience. Perspectives of Science and Education, 69 (3), 698–718. DOI: 10.32744/ pse.2024.3.43
14. Malik A., Budhwar P., Mohan H., Srikanth N.R. (2023) Employee experience – the missing link for engaging employees: Insights from an MNE’s AI-based HR ecosystem. Human Resource Management, 62 (1), 97–115. DOI: 10.1002/hrm.22133
15. Snell S.A., Morris S.S. (2019) Time for realignment: The HR ecosystem. Academy of Management Perspectives, 35 (2), 3–38. DOI: 10.5465/amp.2018.0069
16. Martynova S.E., Bogatyreva T.G. (2023) Digital HR platforms and ecosystems in public admi- nistration. Central Russian Journal of Social Sciences, 18 (3), 108–130. DOI: 10.22394/2071-2367-2023- 18-3-108-130
17. Kudina M.V. (2024) Human Capital: Economic Nature and Influence of Artificial Intelligence in the Context of Sustainability during the Period of Civilization Transformation. Public Administration. E-journal (Russia), 1 (104), 34–48. DOI: 10.55959/MSU2070-1381-104(S)-2024-34-48
18. Bodrunov S.D. (2022) Scientific and technological progress and transformation of society: noonomy and noosociety. Part 1. Noonomy and Noosociety. Almanac of Scientific Works of the S.Y. Witte INID, 1 (1), 16–29. DOI: 10.37930/2782-618X-2022-1-1-16-29
19. Yang C.H. (2022) How Artificial Intelligence Technology Affects Productivity and Employment: Firm-level Evidence from Taiwan. Research Policy, 51 (6), art. no. 104536. DOI: 10.1016/j.respol.2022. 104536
20. Vertakova Y.V., Shkarupeta E.V. (2025) Intelligent Manufacturing in the Context of Industry X.0. Economic Revival of Russia, 1(83), 146–162. DOI: 10.37930/1990-9780-2025-1-83-146-162
21. Dong Z., Aziz M.F.A., Wang Y. (2025) An empirical analysis of how artificial intelligence development influences the adjustment of human capital structure. Finance Research Letters, 84, art. no. 107827. DOI: 10.1016/j.frl.2025.107827
22. Liu Y., Luan L., Wu W., Zhang Z., Hsu Y. (2021) Can digital financial inclusion promote China’s economic growth? International Review of Financial Analysis, 78, art. no. 101889. DOI: 10.1016/j. irfa.2021.101889
23. Dyatlov S.A., Litvinova N.A. (2022) Ecosystem of human capital reproduction in the digital economy: methodological approaches to research. Innovations, 2 (280), 42–48. DOI: 10.26310/2071- 3010.2022.280.2.006
24. Kleiner G.B. (2019) Ecosystem economy: step into the future. Economic Revival of Russia, 1(59), 40–45.
25. Kleyner G.B. (2018) Socio-economic ecosystems in the context of the dual spatial-temporal ana- lysis. Economics and Management: Problems, Solutions, 5 (5), 5–13.
26. Flek M.B., Ugnich E.A. (2025) Developing a sustainable career of an engineer in the reproduction ecosystem of an enterprise’s human capital. MIR (Modernization. Innovation. Research), 16 (4), 762–779. DOI: 10.18184/2079-4665.2025.16.4.762-779
27. Babkin A.V., Tashenova L.V. (2023) Structure and features of intellectual capital of digital cyber-social industrial ecosystems of cluster type. Economics and Management, 29 (11), 1316–1324. DOI: 10.35854/1998-1627-2023-11-1316-1324
28. Borovskaya M.A., Nikitaeva A.Yu., Bechvaya M.R., Chernichenko O.A. (2022) Financial Instruments of Economic Mechanisms for Strategic Development of Science and Education: Ecosystem Approach. Finance: Theory and Practice, 26 (2), 6–24. DOI: 10.26794/2587-5671-2022-26-2-6-24
29. Moore J.F. (1993) Predators and Prey: A New Ecology of Competition. Harvard Business Review, 71 (3), 75–86.
30. Babkin A.V., Mikhailov P.A., Shkarupeta E.V., Chen Leifei (2025) A toolkit for assessing the digi- tal maturity of an intelligent industrial ecosystem based on coevolution and ecosystem synergy. π-Eco- nomy, 18 (4), 32–53. DOI: 10.18721/JE.18402
31. Baehre S., O’Dwyer M., O’Malley L., Lee N. (2022) The use of Net Promoter Score (NPS) to predict sales growth: insights from an empirical investigation. Journal of the Academy of Marketing Sci- ence, 50, 67–84. DOI: 10.1007/s11747-021-00790-2
32. Davis F.D. (1989) Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology. MIS Quarterly, 13 (3), 319–340. DOI: 10.2307/249008
33. Lei L., Feng H., Ren J. (2025) Artificial intelligence, human capital and firm-level total factor productivity. Finance Research Letters, 85 (A), art. no. 107897. DOI: 10.1016/j.frl.2025.107897
34. Fan C., Liao X., Yang X. (2025) Artificial intelligence and enterprise total factor productivity: A human capital requirement perspective. International Review of Economics & Finance, 104, art. no. 104661. DOI: 10.1016/j.iref.2025.104661
35. Khuziakhmetov R.R., Romashkina G.F., Lukyanenko A.E., Kostomarov V.M., Kichikova D.V. (2025) Artificial intelligence application in higher education: Opportunities and challenges. MIR (Mo- dernization. Innovation. Research), 16 (4), 642–659. DOI: 10.18184/2079-4665.2025.16.4.642-659
36. Zemtsov D.I., Gruzdev I.A. (2025) “Digital Centaur”: Human-AI Collaborative Learning in Universities. Higher Education in Russia, 34 (10), 47–62. DOI: 10.31992/0869-3617-2025-34-10-47-62