The New HR Paradigm: Integrating AI And Human Insight For Superior Talent Management
Abstract
This research investigates the impact of AI Integration and Human Insight on Superior Talent Management at PT Aneka Gas Industri, focusing on both direct and indirect effects mediated by HR Practices. Utilizing a quantitative research design with a sample of 70 employees and analyzed through SMART PLS, the study finds that AI Integration has a significant positive effect on both HR Practices and Superior Talent Management, demonstrating its crucial role in enhancing talent management processes. The analysis reveals that the impact of Human Insight on HR Practices is not statistically significant, and its indirect effect on Superior Talent Management is also not significant. These results highlight the critical importance of AI in optimizing HR practices and improving talent management outcomes while suggesting that further exploration is needed to better understand and leverage Human Insight within talent management strategies.
References
[2] T. Jacob Fernandes França, H. São Mamede, J. M. Pereira Barroso, and V. M. Pereira Duarte dos Santos, “Artificial intelligence applied to potential assessment and talent identification in an organisational context,” Heliyon, vol. 9, no. 4, 2023, doi: 10.1016/j.heliyon.2023.e14694.
[3] P. Budhwar et al., “Human resource management in the age of generative artificial intelligence: Perspectives and research directions on ChatGPT,” Hum. Resour. Manag. J., vol. 33, no. 3, pp. 606–659, 2023, doi: 10.1111/1748-8583.12524.
[4] S. Pandey, “Exploring the role of Artificial Intelligence (AI) in transforming HR functions: An Empirical Study in the Indian Context,” Int. J. Sci. Res. Eng. Dev., vol. 3, no. 5, pp. 719–732, 2020, [Online]. Available: www.ijsred.com
[5] S. Eslami, “The impact of society 5.0 on human resource management,” pp. 0–117, 2024.
[6] U. Innovation, “Ambidextrous : Journal of Innovation , Efficiency and Technology in Organization,” J. Innov. Effic. Technol. Organ., vol. 01, no. 01, pp. 9–17, 2023.
[7] U. Innovation, “Ambidextrous : Journal of Innovation , Efficiency and Technology in Organization,” J. Innov. Effic. Technol. Organ., vol. 01, no. 01, pp. 9–17, 2023.
[8] S. Efendi, “Implementation of Talent Management as an Effort to Improve Employee Performance,” Proc. 2nd Annu. Conf. blended Learn. Educ. Technol. Innov. (ACBLETI 2020), vol. 560, no. Acbleti 2020, pp. 537–542, 2021, doi: 10.2991/assehr.k.210615.100.
[9] F. J. Ferreiro‐seoane, V. Miguéns‐refojo, and Y. Atrio‐lema, “Can talent management improve training, sustainability and excellence in the labor market?,” Sustain., vol. 13, no. 12, pp. 1–17, 2021, doi: 10.3390/su13126645.
[10] M. Kaliannan, D. Darmalinggam, M. Dorasamy, and M. Abraham, “Inclusive talent development as a key talent management approach: A systematic literature review,” Hum. Resour. Manag. Rev., vol. 33, no. 1, p. 100926, 2023, doi: 10.1016/j.hrmr.2022.100926.
[11] Indra Rustiawan, Rubadi, Ratna Tri Hari Safariningsih, and Agustian Zen, “Talent Management Concepts: Analysis Recruitment, Program Training, Mentoring, and Leadership,” Int. J. Bus. Appl. Econ., vol. 2, no. 2, pp. 233–244, 2023, doi: 10.55927/ijbae.v2i2.2772.
[12] Babajide Tolulope Familoni and Nneamaka Chisom Onyebuchi, “Advancements and Challenges in Ai Integration for Technical Literacy: a Systematic Review,” Eng. Sci. Technol. J., vol. 5, no. 4, pp. 1415–1430, 2024, doi: 10.51594/estj.v5i4.1042.
[13] A. Alabed, A. Javornik, and D. Gregory-Smith, “AI anthropomorphism and its effect on users’ self-congruence and self–AI integration: A theoretical framework and research agenda,” Technol. Forecast. Soc. Change, vol. 182, no. March 2021, p. 121786, 2022, doi: 10.1016/j.techfore.2022.121786.
[14] F. Selten and B. Klievink, “Organizing public sector AI adoption: Navigating between separation and integration,” Gov. Inf. Q., vol. 41, no. 1, p. 101885, 2024, doi: 10.1016/j.giq.2023.101885.
[15] T. Cadden, D. Dennehy, M. Mantymaki, and R. Treacy, “Understanding the influential and mediating role of cultural enablers of AI integration to supply chain,” Int. J. Prod. Res., vol. 60, no. 14, pp. 4592–4620, 2022, doi: 10.1080/00207543.2021.1946614.
[16] S. E. Fox, S. Shorey, E. Y. Kang, D. M. Valle, and E. Rodriguez, “Patchwork: The Hidden, Human Labor of AI Integration within Essential Work,” Proc. ACM Human-Computer Interact., vol. 7, no. CSCW1, 2023, doi: 10.1145/3579514.
[17] H. Martens, “Causality, machine learning and human insight,” Anal. Chim. Acta, vol. 1277, pp. 1–10, 2023, doi: 10.1016/j.aca.2023.341585.
[18] D. A. S. George, A. S. H. George, D. T. Baskar, and A. S. G. Martin, “Human Insight AI: An Innovative Technology Bridging The Gap Between Humans And Machines For a Safe, Sustainable Future,” Partners Univers. Int. Res. J., vol. 2, no. 1, pp. 1–15, 2023, doi: 10.5281/zenodo.7723117.
[19] H. Li, “Decoding Reasoning : Bridging Human Insight and Computational Intelligence,” pp. 7–9.
[20] A. T. Löwe, L. Touzo, P. S. Muhle-Karbe, A. M. Saxe, C. Summerfield, and N. W. Schuck, “Abrupt and spontaneous strategy switches emerge in simple regularised neural networks,” pp. 1–22, 2023, [Online]. Available: http://arxiv.org/abs/2302.11351
[21] A. J. Osuna-Mascaró and A. M. I. Auersperg, “Current Understanding of the ‘Insight’ Phenomenon Across Disciplines,” Front. Psychol., vol. 12, no. December, 2021, doi: 10.3389/fpsyg.2021.791398.
[22] Y. Wang, S. Kim, A. Rafferty, and K. Sanders, “Employee perceptions of HR practices: A critical review and future directions,” Int. J. Hum. Resour. Manag., vol. 31, no. 1, pp. 128–173, 2020, doi: 10.1080/09585192.2019.1674360.
[23] J. F. Ybema, T. van Vuuren, and K. van Dam, “HR practices for enhancing sustainable employability: implementation, use, and outcomes,” Int. J. Hum. Resour. Manag., vol. 31, no. 7, pp. 886–907, 2020, doi: 10.1080/09585192.2017.1387865.
[24] A. Alikaj, W. Ning, and B. Wu, “Proactive Personality and Creative Behavior: Examining the Role of Thriving at Work and High-Involvement HR Practices,” J. Bus. Psychol., vol. 36, no. 5, pp. 857–869, 2021, doi: 10.1007/s10869-020-09704-5.
[25] P. Valéau, Version of Record: https://www.sciencedirect.com/science/article/pii/S0959652620311847. 2020.
[26] J. Van Beurden, K. Van De Voorde, and M. Van Veldhoven, “The employee perspective on HR practices: A systematic literature review, integration and outlook,” Int. J. Hum. Resour. Manag., vol. 32, no. 2, pp. 359–393, 2021, doi: 10.1080/09585192.2020.1759671.
[27] H. M. Jerónimo, P. L. Henriques, T. C. de Lacerda, F. P. da Silva, and P. R. Vieira, “Going green and sustainable: The influence of green HR practices on the organizational rationale for sustainability,” J. Bus. Res., vol. 112, no. June 2019, pp. 413–421, 2020, doi: 10.1016/j.jbusres.2019.11.036.
[28] O. Effectiveness, “Responsible talant management : towards guiding principles,” J. Organ. Eff., pp. 1–32, 2020.
[29] K. Kwon, “There is no good war for talent : a critical review of the literature on talent management,” Empl. Relations Int. J., 2020, doi: 10.1108/ER-08-2020-0374.
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