Balancing Efficiency, Ethics, and Employee Well-Being: An Integrative Review of AI-Driven Human Resource Management
Keywords:
AI-driven HRM, employee well-being, fairness audits, digital ethics, hybrid work, HRM 4.0, explainable AI
Abstract
This integrative review explores the intersection of artificial intelligence (AI) and human resource management (HRM), with a specific focus on ethical considerations, hybrid work adaptations, and employee well-being. Drawing on 50 peer-reviewed studies published between 2014 and 2024, the review synthesizes emerging themes related to how AI technologies are transforming recruitment, employee monitoring, and performance evaluation practices. The findings indicate that while AI enhances HR efficiency, it also raises significant ethical concerns, including algorithmic bias, digital fatigue, and privacy violations. Furthermore, the analysis underscores regional disparities in regulatory approaches, particularly between the Global North and emerging economies such as Indonesia. To address these challenges, a five-stage implementation framework is proposed, emphasizing fairness audits, explainable AI (XAI), and cross-functional governance. This review contributes to the evolving discourse on HRM 4.0 by embedding ethical AI governance within strategic workforce management. Practical insights are provided for organizations, policymakers, and academics seeking to align AI innovations with human-centered values.
References
Al-Alawi, A. I., Messaadia, M., Mehrotra, A., Sanosi, S. K., Elias, H., & Althawadi, A. H. (2023). Digital transformation adoption in human resources management during COVID-19. Arab Gulf Journal of Scientific Research, 41(4), 446–461. https://doi.org/10.1108/agjsr-05-2022-0069
AlKetbi, A. (2024). The Impact of Green Human Resource Management Practices on Employees, Clients, and Organizational Performance: A Literature Review. Administrative Sciences, 14(4), 78. https://doi.org/10.3390/admsci14040078
Antonio, S.-B., & Estrella, T. A. (2021). Rise and Fall of Human Research and the Improvement of Talent Developm ent in Digital Economy. Studies in Business and Economics. https://doi.org/10.2478/sbe-2021-0055
Bonilla-Chaves, E. F., & Palos-Sánchez, P. R. (2023). Exploring the Evolution of Human Resource Analytics: A Bibliometric Study. Behavioral Sciences, 13(3), 244. https://doi.org/10.3390/bs13030244
Braun, V., & Clarke, V. (2020). One Size Fits All? What Counts as Quality Practice in (Reflexive) Thematic Analysis? Qualitative Research in Psychology, 18(3), 328–352. https://doi.org/10.1080/14780887.2020.1769238
Bruna, F., Martina, P., Clara, D. V., I., B., & Paula, B. (2022a). Investigating the Role of Remote Working on Employees’ Performance and Well-Being: An Evidence-Based Systematic Review. International Journal of Environmental Research and Public Health. https://doi.org/10.3390/ijerph191912373
Bruna, F., Martina, P., Clara, D. V., I., B., & Paula, B. (2022b). Investigating the Role of Remote Working on Employees’ Performance and Well-Being: An Evidence-Based Systematic Review. International Journal of Environmental Research and Public Health. https://doi.org/10.3390/ijerph191912373
Chu, Y., Cheng, M., Zhao, X., & Zhou, D. (2023). Digital transformation, intelligent device utilization, and carbon emission reduction. Journal of Digital Economy, 2, 175–189. https://doi.org/10.1016/j.jdec.2023.12.004
Cristina, Monica, I. B.-V., & Dan-Cristian, D. (2023). The impact of artificial intelligence (AI) on employees’ skills and well-being in global labor markets: A systematic review. Oeconomia Copernicana. https://doi.org/10.24136/oc.2023.022
Evy, R., & M., G. (2020). The effectiveness of employee retention through an uplift modeling app roach. International Journal of Manpower. https://doi.org/10.1108/ijm-04-2019-0184
Ezio, F., Silvia, I., & G., S. (2020). HRM 4.0 and New Managerial Competences Profile: The COMAU Case. Frontiers in Psychology. https://doi.org/10.3389/fpsyg.2020.578251
Gonzalez-Tamayo, L. A., Maheshwari, G., Bonomo-Odizzio, A., Herrera-Avilés, M., & Krauss-Delorme, C. (2023). Factors influencing small and medium size enterprises development and digital maturity in Latin America. Journal of Open Innovation: Technology, Market, and Complexity, 9(2), 100069. https://doi.org/10.1016/j.joitmc.2023.100069
Hackney, A., Yung, M., Somasundram, K. G., Nowrouzi-Kia, B., Oakman, J., & Yazdani, A. (2022). Working in the digital economy: A systematic review of the impact of work from home arrangements on personal and organizational performance and productivity. PLOS ONE, 17(10), e0274728. https://doi.org/10.1371/journal.pone.0274728
Kraus, S., Durst, S., Ferreira, J. J., Veiga, P., Kailer, N., & Weinmann, A. (2022). Digital transformation in business and management research: An overview of the current status quo. International Journal of Information Management, 63, 102466. https://doi.org/10.1016/j.ijinfomgt.2021.102466
Kuchciak, I., & Warwas, I. (2021). Designing a Roadmap for Human Resource Management in the Banking 4.0. Journal of Risk and Financial Management, 14(12), 615. https://doi.org/10.3390/jrfm14120615
Mihu, C., Pitic, A. G., & Bayraktar, D. (2023). Drivers of Digital Transformation and their Impact on Organizational Management. Studies in Business and Economics, 18(1), 149–170. https://doi.org/10.2478/sbe-2023-0009
Mukhuty, S., Upadhyay, A., & Rothwell, H. (2022). Strategic sustainable development of Industry 4.0 through the lens of social responsibility: The role of human resource practices. Business Strategy and the Environment, 31(5), 2068–2081. https://doi.org/10.1002/bse.3008
Naimah, S. A., David, S., & S., M. (2022). Understanding the characteristics of workforce transformation in a dig ital transformation context. Journal of Decision Systems. https://doi.org/10.1080/12460125.2022.2073636
Paola, B., D., T., T., B., & R., V. (2022). How do human relationships change in the digital environment after COVID-19 pandemic? The road towards agility. European Journal of Innovation Management. https://doi.org/10.1108/ejim-02-2022-0093
Papadonikolaki, E., Krystallis, I., & Morgan, B. (2022). Digital Technologies in Built Environment Projects: Review and Future Directions. Project Management Journal, 53(5), 501–519. https://doi.org/10.1177/87569728211070225
Silic, M., Marzi, G., Caputo, A., & Bal, P. M. (2020). The effects of a gamified human resource management system on job satisfaction and engagement. Human Resource Management Journal, 30(2), 260–277. https://doi.org/10.1111/1748-8583.12272
Sima, V., Gheorghe, I. G., Subić, J., & Nancu, D. (2020). Influences of the Industry 4.0 Revolution on the Human Capital Development and Consumer Behavior: A Systematic Review. Sustainability, 12(10), 4035. https://doi.org/10.3390/su12104035
Torraco, R. J. (2005). Writing Integrative Literature Reviews: Guidelines and Examples. Human Resource Development Review, 4(3), 356–367. https://doi.org/10.1177/1534484305278283
Trenerry, B., Chng, S., Wang, Y., Suhaila, Z. S., Lim, S. S., Lu, H. Y., & Oh, P. H. (2021). Preparing Workplaces for Digital Transformation: An Integrative Review and Framework of Multi-Level Factors. Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.620766
Wissemann, A. K., Pit, S. W., Serafin, P., & Gebhardt, H. (2022). Strategic Guidance and Technological Solutions for Human Resources Man agement to Sustain an Aging Workforce: Review of International Standar ds, Research, and Use Cases. JMIR Human Factors, 9(3), e27250. https://doi.org/10.2196/27250
Zhao, F. (2023). Green Human Resource Management and Sustainable Development Performance: Organizational Ambidexterity and the Role of Responsible Leadership. Asia Pacific Journal of Human Resources, 62(1). https://doi.org/10.1111/1744-7941.12391
AlKetbi, A. (2024). The Impact of Green Human Resource Management Practices on Employees, Clients, and Organizational Performance: A Literature Review. Administrative Sciences, 14(4), 78. https://doi.org/10.3390/admsci14040078
Antonio, S.-B., & Estrella, T. A. (2021). Rise and Fall of Human Research and the Improvement of Talent Developm ent in Digital Economy. Studies in Business and Economics. https://doi.org/10.2478/sbe-2021-0055
Bonilla-Chaves, E. F., & Palos-Sánchez, P. R. (2023). Exploring the Evolution of Human Resource Analytics: A Bibliometric Study. Behavioral Sciences, 13(3), 244. https://doi.org/10.3390/bs13030244
Braun, V., & Clarke, V. (2020). One Size Fits All? What Counts as Quality Practice in (Reflexive) Thematic Analysis? Qualitative Research in Psychology, 18(3), 328–352. https://doi.org/10.1080/14780887.2020.1769238
Bruna, F., Martina, P., Clara, D. V., I., B., & Paula, B. (2022a). Investigating the Role of Remote Working on Employees’ Performance and Well-Being: An Evidence-Based Systematic Review. International Journal of Environmental Research and Public Health. https://doi.org/10.3390/ijerph191912373
Bruna, F., Martina, P., Clara, D. V., I., B., & Paula, B. (2022b). Investigating the Role of Remote Working on Employees’ Performance and Well-Being: An Evidence-Based Systematic Review. International Journal of Environmental Research and Public Health. https://doi.org/10.3390/ijerph191912373
Chu, Y., Cheng, M., Zhao, X., & Zhou, D. (2023). Digital transformation, intelligent device utilization, and carbon emission reduction. Journal of Digital Economy, 2, 175–189. https://doi.org/10.1016/j.jdec.2023.12.004
Cristina, Monica, I. B.-V., & Dan-Cristian, D. (2023). The impact of artificial intelligence (AI) on employees’ skills and well-being in global labor markets: A systematic review. Oeconomia Copernicana. https://doi.org/10.24136/oc.2023.022
Evy, R., & M., G. (2020). The effectiveness of employee retention through an uplift modeling app roach. International Journal of Manpower. https://doi.org/10.1108/ijm-04-2019-0184
Ezio, F., Silvia, I., & G., S. (2020). HRM 4.0 and New Managerial Competences Profile: The COMAU Case. Frontiers in Psychology. https://doi.org/10.3389/fpsyg.2020.578251
Gonzalez-Tamayo, L. A., Maheshwari, G., Bonomo-Odizzio, A., Herrera-Avilés, M., & Krauss-Delorme, C. (2023). Factors influencing small and medium size enterprises development and digital maturity in Latin America. Journal of Open Innovation: Technology, Market, and Complexity, 9(2), 100069. https://doi.org/10.1016/j.joitmc.2023.100069
Hackney, A., Yung, M., Somasundram, K. G., Nowrouzi-Kia, B., Oakman, J., & Yazdani, A. (2022). Working in the digital economy: A systematic review of the impact of work from home arrangements on personal and organizational performance and productivity. PLOS ONE, 17(10), e0274728. https://doi.org/10.1371/journal.pone.0274728
Kraus, S., Durst, S., Ferreira, J. J., Veiga, P., Kailer, N., & Weinmann, A. (2022). Digital transformation in business and management research: An overview of the current status quo. International Journal of Information Management, 63, 102466. https://doi.org/10.1016/j.ijinfomgt.2021.102466
Kuchciak, I., & Warwas, I. (2021). Designing a Roadmap for Human Resource Management in the Banking 4.0. Journal of Risk and Financial Management, 14(12), 615. https://doi.org/10.3390/jrfm14120615
Mihu, C., Pitic, A. G., & Bayraktar, D. (2023). Drivers of Digital Transformation and their Impact on Organizational Management. Studies in Business and Economics, 18(1), 149–170. https://doi.org/10.2478/sbe-2023-0009
Mukhuty, S., Upadhyay, A., & Rothwell, H. (2022). Strategic sustainable development of Industry 4.0 through the lens of social responsibility: The role of human resource practices. Business Strategy and the Environment, 31(5), 2068–2081. https://doi.org/10.1002/bse.3008
Naimah, S. A., David, S., & S., M. (2022). Understanding the characteristics of workforce transformation in a dig ital transformation context. Journal of Decision Systems. https://doi.org/10.1080/12460125.2022.2073636
Paola, B., D., T., T., B., & R., V. (2022). How do human relationships change in the digital environment after COVID-19 pandemic? The road towards agility. European Journal of Innovation Management. https://doi.org/10.1108/ejim-02-2022-0093
Papadonikolaki, E., Krystallis, I., & Morgan, B. (2022). Digital Technologies in Built Environment Projects: Review and Future Directions. Project Management Journal, 53(5), 501–519. https://doi.org/10.1177/87569728211070225
Silic, M., Marzi, G., Caputo, A., & Bal, P. M. (2020). The effects of a gamified human resource management system on job satisfaction and engagement. Human Resource Management Journal, 30(2), 260–277. https://doi.org/10.1111/1748-8583.12272
Sima, V., Gheorghe, I. G., Subić, J., & Nancu, D. (2020). Influences of the Industry 4.0 Revolution on the Human Capital Development and Consumer Behavior: A Systematic Review. Sustainability, 12(10), 4035. https://doi.org/10.3390/su12104035
Torraco, R. J. (2005). Writing Integrative Literature Reviews: Guidelines and Examples. Human Resource Development Review, 4(3), 356–367. https://doi.org/10.1177/1534484305278283
Trenerry, B., Chng, S., Wang, Y., Suhaila, Z. S., Lim, S. S., Lu, H. Y., & Oh, P. H. (2021). Preparing Workplaces for Digital Transformation: An Integrative Review and Framework of Multi-Level Factors. Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.620766
Wissemann, A. K., Pit, S. W., Serafin, P., & Gebhardt, H. (2022). Strategic Guidance and Technological Solutions for Human Resources Man agement to Sustain an Aging Workforce: Review of International Standar ds, Research, and Use Cases. JMIR Human Factors, 9(3), e27250. https://doi.org/10.2196/27250
Zhao, F. (2023). Green Human Resource Management and Sustainable Development Performance: Organizational Ambidexterity and the Role of Responsible Leadership. Asia Pacific Journal of Human Resources, 62(1). https://doi.org/10.1111/1744-7941.12391
Published
2025-07-05
How to Cite
Sudarwati, Meiske Claudia, & Rini Rahmawati. (2025). Balancing Efficiency, Ethics, and Employee Well-Being: An Integrative Review of AI-Driven Human Resource Management. International Journal of Economics, Business and Innovation Research, 4(04), 972-999. https://doi.org/10.63922/ijebir.v4i04.2022
.png)
Contact Person +6282139474255
Email : ijebir@citakonsultindo.or.id / editor.ijebir@gmail.com
