ALGORITHMIC GRADING AND TALENT MANAGEMENT IN THE STRATEGIC DEVELOPMENT OF ENTERPRISE PERSONNEL
Abstract
Purpose: to substantiate the theoretical and analytical foundations for combining algorithmic grading and talent management and to assess their synergy in the strategic development of enterprise personnel. Methodology: definitions of key concepts are clarified and a review of current scientific publications (Ukrainian and international) on the topic is conducted; a comparative and systems analysis of modern digital HR models is applied, along with generalization of practical cases of HR-tech implementation. Findings: the essence of «algorithmic grading» (digitalized evaluation and classification of positions and employees via algorithms) and «talent management» (strategic talent management) is revealed. Modern approaches to personnel management based on digital grading technologies and HR analytics are analyzed, and the role of talent management in forming an enterprise’s intellectual capital is shown. The interconnection and complementarity between algorithmic grading and talent management are established: algorithmic grading systems provide objective evaluation and transparent compensation, which enhances motivation and retention of talents, while talent management is aimed at developing and realizing the potential of these employees in line with the enterprise’s strategic goals. Examples and opportunities for implementing such approaches in Ukrainian companies under conditions of digitalization and remote work are provided. Conclusions: integrating algorithmic grading with systematic talent management is expedient and necessary for increasing HR management effectiveness. It enables more objective and transparent personnel evaluation, optimizes talent development processes, and aligns human resource management with the long-term strategy of the enterprise, ultimately strengthening the organization’s competitiveness.
References
Бей Г., Дідик Є. Особливості інтеграції цифрових технологій в моделі розвитку персоналу. Економіка та суспільство. 2024. № 67. DOI: https://doi.org/10.32782/2524-0072/2024-67-22
Кравченко О.О., Кравченко Ю.О. Інвестиція в майбутнє: розвиток та утримання талановитих працівників. Економіка та суспільство. 2024. № 62. С. 143–150. DOI: https://doi.org/10.32782/2524-0072/2024-62-71
Островська Г.Й., Шерстюк Р.П., Ціх Г.В. та ін. Талант-менеджмент: стратегічний пріоритет розвитку інтелектуального потенціалу підприємства в умовах цифровізації. Науковий вісник НГУ. 2025. №1. С. 147–156. DOI: https://doi.org/10.33271/nvngu/2025-1/147
Що таке грейдинг: типи, переваги та як працює грейдова система оплати праці. Hurma Blog, 2021. URL: https://hurma.work/blog/grejdova-systema-oplaty-praczi-ta-motyvacziyi-yak-cze-praczyuye
Algorithmic Management: Benefits, Challenges, and Best Practices. AIHR (Academy to Innovate HR), 2023. URL: https://aihr.com/blog/algorithmic-management
ITExpert. «А ви точно Senior?» – що таке грейдинг в IT і навіщо він потрібен // Блог ITExpert, 12.03.2024. URL: https://itexpert.work/uk/a-vy-tochno-senior-shho-take-grejdyng-v-it-i-navishho-vin-potriben itexpert.work
Martorell J. R., Tirado F., Blasco J. L., Gálvez A. How does artificial intelligence work in organisations? Algorithmic management, talent and dividuation processes. AI & Society. 2025. Vol. 40. No. 4. P. 1905–1915. DOI: https://doi.org/10.1007/s00146-024-01970-8
Metinvest Digital. Як HR-аналітика допомагає вирішувати завдання бізнесу: досвід Metinvest Digital. URL: https://metinvest.digital/ua/page/yak-hr-anal-tika-dopomaga-vir-shuvati-zavdannya-b-znesu#:~:text=%D0%AF%D0%BA%20HR,%D0%B0%D0%BD%D0%B0%D0%BB%D1%96%D1%82%D0%B8%D0%BA%D1%83%20%D1%89%D0%BE%D0%B4%D0%BD%D1%8F
Bei H., Didyk Ye. (2024). Osoblyvosti integratsii tsyfrovykh tekhnolohii v modeli rozvytku personalu [Features of digital technology integration in personnel-development models]. Ekonomika ta suspilstvo – Economy and Society, no. 67. DOI: https://doi.org/10.32782/2524-0072/2024-67-22 [in Ukrainian].
Kravchenko O. O., Kravchenko Yu. O. (2024). Investytsiia v maibutnie: rozvytok ta utrymannia talanovytykh pratsivnykiv [Investment in the future: talent development and retention]. Ekonomika ta suspilstvo – Economy and Society, no. 62, pp. 143–150. DOI: https://doi.org/ 10.32782/2524-0072/2024-62-71 [in Ukrainian].
Ostrovska H. Y., Sherstiuk R. P., Tsikh H. V. (2025). Talant-menedzhment: stratehichnyi priorytet rozvytku intelektualnoho potentsialu pidpryiemstva v umovakh tsyfrovizatsii [Talent management: a strategic priority for developing an enterprise’s intellectual potential under digitalisation]. Naukovyi visnyk Natsionalnoho hirnychoho universytetu – Scientific Bulletin of the National Mining University, no. 1, pp. 147–156. DOI: https://doi.org/10.33271/nvngu/2025-1/147. [in Ukrainian].
Hurma Blog. (2021). Shcho take hreidyng: typy, perevahy ta yak pratsiuie hreidova systema oplaty pratsi [What is grading: types, benefits and how the grading pay system works]. Available at https://hurma.work/blog/grejdova-systema-oplaty-praczi-ta-motyvacziyi-yak-cze-praczyuye (accessed May 17, 2025). [in English].
AIHR – Academy to Innovate HR. (2023). Algorithmic management: benefits, challenges, and best practices. Available at https://aihr.com/blog/algorithmic-management (accessed May 17, 2025). [in English].
ITExpert. (2024, March 12). A vy tochno Senior? Shcho take hreidyng v IT i navishcho vin potriben [Are you really a Senior? What grading in IT is and why it is needed]. Available at https://itexpert.work/uk/a-vy-tochno-senior-shho-take-grejdyng-v-it-i-navishho-vin-potriben (accessed May 17, 2025). [in English].
Martorell J. R., Tirado F., Blasco J. L., Gálvez A. (2025). How does artificial intelligence work in organisations? Algorithmic management, talent and dividuation processes. AI & Society, vol. 40(4), pp. 1905–1915. DOI: https://doi.org/10.1007/s00146-024-01970-8. [in English].
Metinvest Digital. (2025). Yak HR-analityka dopomahaie vyrishuvaty zavdannia biznesu: dosvid Metinvest Digital [How HR analytics helps solve business tasks: Metinvest Digital case]. Available at https://metinvest.digital/ua/page/yak-hr-anal-tika-dopomaga-vir-shuvati-zavdannya-b-znesu (accessed May 17, 2025). [in English].