Vol 22 | Issue 1 | 35-54 | March 2026
Prof. M. J. Maleka*
Tshwane University of Technology
eMalahleni Campus
Pretoria, South Africa
malekam@tut.ac.za
Dr. C. Mayavo
Tshwane University of Technology
eMalahleni Campus
Pretoria, South Africa
mayavoc@tut.ac.za
*Corresponding author
Abstract
Understanding business acumen is crucial to the sustainability of retail organisations, as it relates to human capital and equity theory lenses. The impetus for undertaking this research is the paucity of similar studies in the retail sector in South Africa that used machine learning for assessments. The trend, in literature, shows that in the retail sector, the quantifiable business ability metrics are the return on equity (ROE), the return on assets (ROA), and earnings before interest, taxes, depreciation, and amortisation (EBITDA). The research philosophy adopted was positivism, while the research design was longitudinal (2016 to 2024) and exploratory. Moreover, the key findings (fixed (r = 0.73) and variable pay (r = 0.83)) were positively correlated with total salary, while the regression results were not significant. Even though variable pay constituted a higher proportion of the chief executive officer’s (CEO’s) salary, the pattern was inconsistent. Moreover, the sampled retail sector organisation demonstrated an exorbitant wage gap between the CEO and low-income earners. Even so, the Holt-Winters forecasted that the CEO’s salary would continue to increase from 2026 to 2028. Overall, the managerial impact is that wage differences generate reputational damage and force trade unions to negotiate higher wages. Yet, paying the CEO a competitive salary increases motivation, job satisfaction, and retention.
Keywords: Earnings before Interest, Taxes, Depreciation, Amortisation, Return on Equity, Return on Assets, Retail Organisation, Wage Gap
References
Al-Ashwal, F.Y., Zawiah, M., Gharaibeh, L., Abu-Farha, R., & Bitar, A.N. (2023). Evaluating the Sensitivity, Specificity, and Accuracy of ChatGPT-3.5, ChatGPT-4, Bing AI, and Bard Against Conventional Drug-Drug Interactions Clinical Tools. Drug, Healthcare and Patient Safety, Volume 15, 137–147. https://doi.org/10.2147/DHPS.S425858
Anker, R., & Anker, M. (2017). Living Wages Around the World. Edward Elgar Publishing. https://doi.org/10.4337/9781786431462
Becker, G.S. (1962). Investment in Human Capital: A Theoretical Analysis. Journal of Political Economy, 70(5), 9–49. JSTOR. http://www.jstor.org/stable/1829103
Bendix, S. (2019). Labour relations in practice: A hands-on approach (3rd ed.). Juta.
Bhandari, D.R., & Subedi, D.P. (2024). Human Resource Management Practices and Job Satisfaction: Evidence from Private Hospitals of Kathmandu Valley. Journal of Emerging Management Studies, 1(2), 185–198. https://doi.org/10.3126/jems.v1i2.71526
Borodkin, M.A. (2024). Conceptualization of Human Capital: Traditional Theories and Modern Approaches. Общество: Социология, Психология, Педагогика, 10. https://doi.org/10.24158/spp.2024.10.3
Bussin, M., & Modau, M.F. (2015). The relationship between chief executive officer remuneration and financial performance in South Africa between 2006 and 2012. SA Journal of Human Resource Management, 13(1), 18
Bussin, M., & Ncube, M. (2017). Chief executive officer and chief financial officer compensation relationship to company performance in state-owned entities. South African Journal of Economic and Management Sciences, 20(1),
Bussin, M., & Swart-Opperman, D. (2022). Job evaluation in the New World of Work. How to achieve Equal Pay for Work of Equal Value. Randburg: KR Publishing.
Chen, Z. (2023). Ethics and discrimination in artificial intelligence-enabled recruitment practices. Humanities and Social Sciences Communications, 10(1), 567. https://doi.org/10.1057/s41599-023-02079-x
Cohen, J. (1988). Set correlation and contingency tables. Applied Psychological Measurement, 12:425-434.
Coetzee, W.J., & Hall, J.H. (2020). The Relationship between CEO Compensation and Company Performance Measurements of listed South African Companies. Southern African Business Review, 24, 1-20.
Cosier, R. A., & Dalton, D. R. (1993). Equity theory and time: A reformulation. Retrieved from https://www.proquest.com/scholarly-journals/equity-theory-time-reformulation/docview/230026076/se-2. Management of Academy Review, 8(1), 311–319.
Creswell, J.W., & Creswell, J.D. (2020). Research design: Qualitative, quantitative, and mixed methods approaches (3. ed., [Nachdr.]). SAGE Publ.
Colquitt, J. A., Conlon, D. E., Wesson, M. J., Porter, C. O., & Ng, K. Y. (2001). Justice at the millennium: A meta-analytic review of 25 years of organizational justice research. Journal of Applied Psychology, 86(3), 425–445.
De Boeck, G. (2024). Lillian Gilbreth. In P. M. Bal (Ed.), Elgar Encyclopedia of Organizational Psychology (pp. 369–372). Edward Elgar Publishing. https://doi.org/10.4337/9781803921761.00073
Delgado, R. (2021). Business Acumen: An Indicator of Chief Human Resource Officer Effectiveness in Institutions of Higher Education (p. 151 pages). Temple University. Libraries. https://doi.org/10.34944/DSPACE/6535
Demchenko, O. V. (2024). Genesis of Scientific Approaches to the Theory of Human Capital. Business Inform, 6(557), 6–15. https://doi.org/10.32983/2222-4459-2024-6-6-15
Denzin N. K & Lincoln Y. S. (2018). The SAGE Handbook of Qualitative Research (5th ed.). Los Angeles, CA: Sage.
Espegren, Y., & Hugosson, M. (2025). HR analytics-as-practice: A systematic literature review. Journal of Organizational Effectiveness: People and Performance, 12(5), 83–111. https://doi.org/10.1108/JOEPP-11-2022-0345
Getahun, D. A. (2020). Organisational Justice and its Effect on Organisational Commitment: A Study of Selected Civil Service Organisations of Gondar City Administration. MANTHAN: Journal of Commerce and Management, 7(1), 31. https://doi.org/10.17492/manthan.v7i1.195408
Gimranova, R.R., Aimagambetov, Y.B. Bukatov, Y.B. & Vladimirov, Z. (2024). EVOLUTION OF THE THEORY OF HUMAN CAPITAL. Bulletin of Toraighyrov University. Economics Series, 2.2024, 98–111. https://doi.org/10.48081/GPIC2887
Gurgenidze, S. (2024). Human Capital Theory Based Management Approach. Works of Georgian Technical University, 2(532), 109–117. https://doi.org/10.36073/1512-0996-2024-2-109-117
James, A., & Tripathi, V. (2021). Time series data analysis and ARIMA modelling to forecast the short-term trajectory of the acceleration of fatalities in Brazil caused by the corona virus (COVID-19). PeerJ Life and Environment, 9.
James, G., Witten, D., Hastie, T. and Tibshirani, R. (2021). An Introduction to Statistical Learning: With Applications in R. 2nd Edition, Springer, Berlin. https://doi.org/10.1007/978-1-0716-1418-1
Joseph, W. (2024). Next-Gen HR: How People Analytics and Business Acumen Drive Leadership in Strategy.
Karsim, K., Loliyani, R., Loliyana, R., & Salma, N. (2025). HR Analytics and Big Data: Transforming Talent Management and Workforce Planning in the Digital Economy. Journal of Economics and Management Scienties, 475–481. https://doi.org/10.37034/jems.v7i4.96
Lee, J. Y., & Lee, Y. (2024). Integrative Literature Review on People Analytics and Implications From the Perspective of Human Resource Development. Human Resource Development Review, 23(1), 58–87. https://doi.org/10.1177/15344843231217181
Liles, C., Tang, A. R., Petrovic, M., Dambrino, R. J., Thompson, R. C., & Chambless, L. B. (2024). 334 Resident Salary Compared to Living Wages at US Training Institutions. Neurosurgery, 70(Supplement_1), 98–98. https://doi.org/10.1227/neu.0000000000002809_334
Lucey, B., Urquhart, A., & Zhang, H. (2022). UK vice chancellor compensation: Do they get what they deserve? The British Accounting Review, 54(4), 101108.
Madinga, N., Aspeling, D., & Dlamini, S. (2024). Understanding sustainable fashion consumption among millennials in South Africa. Young Consumers. https://doi.org/10.1108/YC-02-2024-1999
Malander Advisory. (n.d.). South Africa’s Retail Industry in 2024. https://malanderadvisory.com/south-africas-retail-industry-in-2024/
Maleka, M. J., Mmako, M. M., & Swarts, I. (2017). Antecedents of Affective Commitment of Human Resource Management Practitioners Attending a Professional Body Convention. Journal of Economics and Behavioral Studies, 9(3(J)), 121–132. https://doi.org/10.22610/jebs.v9i3(J).1751
Maleka, M., Mpofu, M., Hlatywayo, C. K., Meyer, I., Carr, S., & Parker, J. (2019). Employee engagement, organisational commitment, and job satisfaction in Namibia, South Africa, and Zimbabwe: An exploratory study. Journal of Psychology in Africa, 29(4), 393–400. https://doi.org/10.1080/14330237.2019.1647964
Maleka, M.J., Sefolo, P., & Henama, U. (2024). Executive gender pay trends in the South African Public Tourism Sector. Journal of Global Business and Technology, 20(1): 1-13
Maree, K. (2016). First steps in research. Pretoria: Van Schaik.
Marx, J., & De Swart, G. (2013). Financial Management in Southern Africa. (4th ed.).Pearson: Cape Town.
Nel, G., Jachi, M., & Scholtz, H. (2025). The impact of institutional and managerial ownership on the pay-performance relationship: Evidence from JSE-listed firms. Journal of Management & Governance, Springer ;Accademia Italiana di Economia Aziendale (AIDEA), 29(4), 945-975.
Pal, D. (2010). Of Wage and Salary. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.1716771
Ragas, M. (2023). Developing Business Literacy in the Classroom and the Workplace: A Delphi Study of Corporate Communication Leaders. 9(1), 82–116.
Rasmussen, T. H., Ulrich, M., & Ulrich, D. (2024). Moving People Analytics From Insight to Impact. Human Resource Development Review, 23(1), 11–29. https://doi.org/10.1177/15344843231207220
Ruzungunde, V., Sanhokwe, H., & Chinyamurindi, W. (2024). Determinants of job satisfaction: The role of person-organisation fit, decent work and employee-organisational factors on job satisfaction. South African Journal of Economic and Management Sciences, 27(1). https://doi.org/10.4102/sajems.v27i1.5791
Salkind, N.J. (2014). Statistics for People Who Think They Hate Statistics. Los Angeles: Sage.
Schultz, C.M., & Nel, P.S. (2020). Human Resource Business Acumen and Social Capital Applications in the African Context. Archives of Business Research, 8(8), 197–211. https://doi.org/10.14738/abr.88.8690
Shoprite. (2024). Annual Financial Statement; 2024.
Susati, E. (2025). Work-life balance, compensation, and job satisfaction as drivers of employee retention in state-owned enterprises. Indo-Fintech Intellectuals: Journal of Economics and Business, 5(2), 4682–4695. https://doi.org/10.54373/ifijeb.v5i2.2945
Tamrakar, B. & Shrestha, A. (2022). Factors influencing Use of Human Resource Information System in Nepali Organizations. Journal of Business and Management Research, 4(01), 1–16. https://doi.org/10.3126/jbmr.v4i01.46678
Tuovinen, S. (2024). Uncovering the key competencies of HR leaders and their competence development means. Master’s program in Knowledge Management & Leadership, Master’s thesis.
Vargas, R. (2015). Adoption Factors Impacting Human Resource Analytics Among Human Resource Professionals.
Veldsman, D., & Coetzee, M. (2022). Professional personas and capabilities of the future people practitioner: A thematic review. SA Journal of Human Resource Management, 20. https://doi.org/10.4102/sajhrm.v20i0.2017
Ward, I., & Pillay, S. (2023). Exploring New Developments and Trends In Retail Education.
Yeung, A., Woolcock, P., & Sullivan, J. (1996). Identifying and developing HR competencies for the future: Keys to sustaining the transformation of HR functions. Human resource planning. 19(4), 48–58.
Yuan, Y., Sun, Y., & Chen, H. (2025). Does artificial intelligence affect firms’ inner wage gap? Applied Economics, 57(19), 2365–2371. https://doi.org/10.1080/00036846.2024.2324090

