Human Resource Upskilling and Reskilling Strategies in the Financial Services Industry in the Digital Era
DOI:
https://doi.org/10.38035/gijea.v4i4.1429Keywords:
Upskilling, Reskilling, Digital Human Capital, Financial Services Industry, Digital Transformation, Systematic Literature ReviewAbstract
The digital transformation of the financial services industry has fundamentally shifted task structures, competency architectures, and human capital configurations. Process automation, artificial intelligence ( AI ), big data analytics, cloud computing, and distributed ledger technologies are shifting the focus of work from routine transactional activities to analytical, advisory, and professional judgment-based activities. This shift has created a structural skills gap and demands organizational responses in the form of upskilling and reskilling strategies. This study conducted a Systematic Literature Review (SLR) following the PRISMA 2020 protocol and Tranfield et al.'s (2003) three-stage procedure to map the conceptual definitions, theoretical roots, variable structures, and measurement instruments used in upskilling and reskilling research on human resources in financial services. The synthesis results indicate that: (1) Human Capital Theory (Schultz, 1961; Becker, 1964) serves as a grand theory reinforced by the Resource-Based View (Barney, 1991); (2) Dynamic Capabilities Theory, Knowledge-Based View, Social Cognitive Theory, and the technology adoption model (TAM/UTAUT/DOI) act as middle-range theories ; (3) the dominant antecedents are multilevel, encompassing technological, individual, and organizational determinants; (4) the main consequences range from individual performance to digital transformation success and workforce productivity; and (5) organizational support and digital leadership serve as moderating variables, while behavioral intention and digital knowledge management serve as mediating variables. This study offers an integrative conceptual model and a further research agenda for the Indonesian financial services context.
References
Acemoglu, D., & Autor, D. (2011). Skills, tasks and technologies: Implications for employment and earnings. In O. Ashenfelter & D. Card (Eds.), Handbook of labor economics (Vol. 4B, pp. 1043–1171). Elsevier. https://doi.org/10.1016/S0169-7218(11)02410-5
Acemoglu, D., & Restrepo, P. (2019). Automation and new tasks: How technology displaces and reinstates labor. Journal of Economic Perspectives, 33(2), 3–30. https://doi.org/10.1257/jep.33.2.3
Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211. https://doi.org/10.1016/0749-5978(91)90020-T
Autor, D. H. (2015). Why are there still so many jobs? The history and future of workplace automation. Journal of Economic Perspectives, 29(3), 3–30. https://doi.org/10.1257/jep.29.3.3
Autor, D. H., Levy, F., & Murnane, R. J. (2003). The skill content of recent technological change: An empirical exploration. The Quarterly Journal of Economics, 118(4), 1279–1333. https://doi.org/10.1162/003355303322552801
Bandura, A. (1986). Social foundations of thought and action: A social cognitive theory. Prentice-Hall.
Barney, J. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99–120. https://doi.org/10.1177/014920639101700108
Baron, R. M., & Kenny, D. A. (1986). The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51(6), 1173–1182. https://doi.org/10.1037/0022-3514.51.6.1173
Becker, G. S. (1964). Human capital: A theoretical and empirical analysis, with special reference to education. University of Chicago Press.
Bell, B. S., Tannenbaum, S. I., Ford, J. K., Noe, R. A., & Kozlowski, S. W. J. (2017). 100 years of training and development research: What we know and where we should go. Journal of Applied Psychology, 102(3), 305–323. https://doi.org/10.1037/apl0000142
Blau, P. M. (1964). Exchange and power in social life. John Wiley & Sons.
Bresnahan, T. F., Brynjolfsson, E., & Hitt, L. M. (2002). Information technology, workplace organization, and the demand for skilled labor: Firm-level evidence. The Quarterly Journal of Economics, 117(1), 339–376. https://doi.org/10.1162/003355302753399526
Brynjolfsson, E., & McAfee, A. (2014). The second machine age: Work, progress, and prosperity in a time of brilliant technologies. W. W. Norton.
Brynjolfsson, E., Rock, D., & Syverson, C. (2021). The productivity J-curve: How intangibles complement general purpose technologies. American Economic Journal: Macroeconomics, 13(1), 333–372. https://doi.org/10.1257/mac.20180386
Churchill, G. A. (1979). A paradigm for developing better measures of marketing constructs. Journal of Marketing Research, 16(1), 64–73. https://doi.org/10.1177/002224377901600110
Cohen, W. M., & Levinthal, D. A. (1990). Absorptive capacity: A new perspective on learning and innovation. Administrative Science Quarterly, 35(1), 128–152. https://doi.org/10.2307/2393553
Colquitt, J. A., LePine, J. A., & Noe, R. A. (2000). Toward an integrative theory of training motivation: A meta-analytic path analysis of 20 years of research. Journal of Applied Psychology, 85(5), 678–707. https://doi.org/10.1037/0021-9010.85.5.678
Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319–340. https://doi.org/10.2307/249008
Donthu, N., Kumar, S., Mukherjee, D., Pandey, N., & Lim, W. M. (2021). How to conduct a bibliometric analysis: An overview and guidelines. Journal of Business Research, 133, 285–296. https://doi.org/10.1016/j.jbusres.2021.04.070
Eisenberger, R., Huntington, R., Hutchison, S., & Sowa, D. (1986). Perceived organizational support. Journal of Applied Psychology, 71(3), 500–507. https://doi.org/10.1037/0021-9010.71.3.500
Fang, Z., Daniela, P. C., Zhang, W., Marian, M. L., Alfawzan, A. S., & Wang, Y. (2026). Digital strategy, leadership, and knowledge management as economic drivers of transformation success in the manufacturing sector. Journal of Global Information Management, 34(1), 1–29. https://doi.org/10.4018/JGIM.402044
Financial Services Authority. (2021a). Blueprint for digital banking transformation. Financial Services Authority.
Financial Services Authority. (2021b). Indonesian banking development roadmap 2020–2025. Financial Services Authority.
Frey, C. B., & Osborne, M. A. (2017). The future of employment: How susceptible are jobs to computerisation? Technological Forecasting and Social Change, 114, 254–280. https://doi.org/10.1016/j.techfore.2016.08.019
Goldin, C., & Katz, L. F. (2008). The race between education and technology. Harvard University Press.
Gomber, P., Kauffman, R. J., Parker, C., & Weber, B. W. (2018). On the fintech revolution: Interpreting the forces of innovation, disruption, and transformation in financial services. Journal of Management Information Systems, 35(1), 220–265. https://doi.org/10.1080/07421222.2018.1440766
Grant, R. M. (1996). Toward a knowledge-based theory of the firm. Strategic Management Journal, 17(S2), 109–122. https://doi.org/10.1002/smj.4250171110
Hair, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2022). A primer on partial least squares structural equation modeling (PLS-SEM) (3rd ed.). Sage.
Kemalasari, I., Fitri, N. A., Sinto, R., Tahapary, D. L., & Harbuwono, D. S. (2022). Effect of calorie restriction diet on levels of C reactive protein (CRP) in obesity: A systematic review and meta-analysis of randomized controlled trials. Diabetes & Metabolic Syndrome: Clinical Research & Reviews, 16(3), 102388.
Kemalasari, N., Saluy, A. B., Handiman, U. T., Arwiya, P., Faridi, A., Caya, B. A., & Machmud, H. (2024). Human resources perspective: Audit fee, internal control, and audit materiality affect auditor switching. WSEAS Transactions on Business and Economics, 21, 21–34.
Kirkpatrick, D. L. (1994). Evaluating training programs: The four levels. Berrett-Koehler.
Knowles, M. S. (1975). Self-directed learning: A guide for learners and teachers. Association Press.
Kolb, D. A. (1984). Experiential learning: Experience as the source of learning and development. Prentice-Hall.
Law of the Republic of Indonesia Number 4 of 2023 concerning the Development and Strengthening of the Financial Sector. (2023).
Lepak, D. P., & Snell, S. A. (1999). The human resource architecture: Toward a theory of human capital allocation and development. Academy of Management Review, 24(1), 31–48. https://doi.org/10.5465/amr.1999.1580439
MacKenzie, S. B., Podsakoff, P. M., & Podsakoff, N. P. (2011). Construct measurement and validation procedures in MIS and behavioral research: Integrating new and existing techniques. MIS Quarterly, 35(2), 293–334. https://doi.org/10.2307/23044045
Mincer, J. (1974). Schooling, experience, and earnings. National Bureau of Economic Research.
Noe, R. A. (1986). Trainees' attributes and attitudes: Neglected influences on training effectiveness. Academy of Management Review, 11(4), 736–749. https://doi.org/10.5465/amr.1986.4283922
Organization for Economic Co-operation and Development. (2021). OECD skills outlook 2021: Learning for life. OECD Publishing. https://doi.org/10.1787/0ae365b4-en
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ, 372, Article n71. https://doi.org/10.1136/bmj.n71
Podsakoff, P. M., MacKenzie, S. B., Lee, J.-Y., & Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5), 879–903. https://doi.org/10.1037/0021-9010.88.5.879
Pothisarn, T., & Thongmak, M. (2026). Accountants' information technology reskilling: Antecedents and the moderating role of gender. Knowledge Management & E-Learning, 18(1), 93–120. https://doi.org/10.34105/j.kmel.2026.18.005
Rabadán-Pérez, F., & Muñoz-Céspedes, E. (2026). Digital transformation and human capital in Europe's twin transition: Sectoral pathways to productivity and greenhouse gas intensity. Systems, 14(3), 227. https://doi.org/10.3390/systems14030227
Rogers, E. M. (2003). Diffusion of innovations (5th ed.). Free Press.
Saluy, A. B. (2018). IOP Conference Series: Materials Science and Engineering. IOP Conference Series: Materials Science and Engineering, 453(1), Article 012066. https://doi.org/10.1088/1757899X/453/1/012066
Saluy, A. B., Pramudena, S. M., Kemalasari, N., & Bari, A. (2022). Marketing mix analysis: Daily food purchase decisions in traditional markets. The Seybold Report, 17(11), 1146–1161.
Saluy, A. B., Syawal, M., Sudjono, Pramudena, S. M., Kemalasari, N., & Gustiah, I. P. (2024). Organizational commitment, transformational leadership and job satisfaction as predictors of organizational citizenship behavior among civil servants in Indonesia. Journal of System and Management Sciences, 14(1), 275–289.
Satjawisate, S., Suriyapaiboonwattana, K., Saramolee, A., & Hone, K. (2025). Digital competencies for a FinTech-driven accounting profession: A systematic literature review. Informatics, 12(4), 121. https://doi.org/10.3390/informatics12040121
Schultz, T. W. (1961). Investment in human capital. The American Economic Review, 51(1), 1–17.
Sembiring, M. S., Kemalasari, N. W., Lande, A., Minggu, A. M., Hernawan, M. A., ... (2022). Dasar-dasar akuntansi (Suatu pengantar). Media Sains Indonesia.
Sinaga, M., Saluy, A. B., Kemalasari, N., & Bari, A. (2022). The impact of compensation and career development on turnover intention with job satisfaction as intervening variable at PT Wijaya Machinery Perkasa. Dinasti International Journal of Economics, Finance and Accounting, 3(5).
Sonar, H., Ghag, N., Singh, R. K., Daim, T. U., & Agrawal, S. (2025). Digitalization of operations for sustainable value creation by SMEs: Analysis of barriers in the era of Industry 4.0. Journal of Knowledge Management, 29(6), 2018–2045. https://doi.org/10.1108/JKM-05-2024-0522
Supriatna, J., Saluy, A. B., Kurniawan, D., & Djumarno, D. (2024). Promoting sustainable performance of smallholder oil palm farmers: An analysis of key determinants and strategic priorities. International Journal of Productivity and Performance Management, (ahead-of-print). https://doi.org/10.1108/IJPPM-12-2023-0647
Teece, D. J. (2007). Explicating dynamic capabilities: The nature and microfoundations of (sustainable) enterprise performance. Strategic Management Journal, 28(13), 1319–1350. https://doi.org/10.1002/smj.640
Teece, D. J., Pisano, G., & Shuen, A. (1997). Dynamic capabilities and strategic management. Strategic Management Journal, 18(7), 509–533. https://doi.org/10.1002/(SICI)1097-0266(199708)18:7<509::AID-SMJ882>3.0.CO;2-Z
Tranfield, D., Denyer, D., & Smart, P. (2003). Towards a methodology for developing evidence-informed management knowledge by means of systematic review. British Journal of Management, 14(3), 207–222. https://doi.org/10.1111/1467-8551.00375
van Eck, N. J., & Waltman, L. (2010). Survey software: VOSviewer, a computer program for bibliometric mapping. Scientometrics, 84(2), 523–538. https://doi.org/10.1007/s11192-009-0146-3
Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003). User acceptance of information technology: Toward a unified view. MIS Quarterly, 27(3), 425–478. https://doi.org/10.2307/30036540
Vial, G. (2019). Understanding digital transformation: A review and a research agenda. The Journal of Strategic Information Systems, 28(2), 118–144. https://doi.org/10.1016/j.jsis.2019.01.003
Vrontis, D., Christofi, M., Pereira, V., Tarba, S., Makrides, A., & Trichina, E. (2022). Artificial intelligence, robotics, advanced technologies and human resource management: A systematic review. The International Journal of Human Resource Management, 33(6), 1237–1266. https://doi.org/10.1080/09585192.2020.1871398
Warner, K. S. R., & Wäger, M. (2019). Building dynamic capabilities for digital transformation: An ongoing process of strategic renewal. Long Range Planning, 52(3), 326–349. https://doi.org/10.1016/j.lrp.2018.12.001
World Economic Forum. (2025). The future of jobs report 2025. World Economic Forum.
Wright, P. M., & McMahan, G. C. (1992). Theoretical perspectives for strategic human resource management. Journal of Management, 18(2), 295–320. https://doi.org/10.1177/014920639201800205
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Abdul Bari, Novawiguna Kemalasari, Deby Jannati Gustiwi, Ahmad Badawi Saluy

This work is licensed under a Creative Commons Attribution 4.0 International License.
Copyright :
Authors who publish their manuscripts in this journal agree to the following conditions:
- Copyright in each article belongs to the author.
- The author acknowledges that the GIJEA has the right to be the first to publish under a Creative Commons Attribution 4.0 International license (Attribution 4.0 International CC BY 4.0).
- Authors can submit articles separately, arrange the non-exclusive distribution of manuscripts that have been published in this journal to other versions (for example, sent to the author's institutional repository, publication in a book, etc.), by acknowledging that the manuscript has been published for the first time at GIJEA.
























