GENDER PAY DISPARITIES AND THEIR DETERMINANTS: AN ANALYSIS OF BASE SALARY, BONUSES, JOB CHARACTERISTICS, AND EMPLOYEE ATTRIBUTES
DOI:
https://doi.org/10.69980/w2hgjj72Keywords:
gender pay gap, base pay, total compensation, occupational characteristics, pay equityAbstract
The issue of gender pay gaps continues to be a significant workplace concern as pay differences may be due to gender discrimination or to difference in employee and work characteristics. The aim of this study was to review the base pay, bonuses and overall compensation differences between male and female workers, and determine the impact of age, performance rating, education, department, seniority and job title. The data used was a publicly available dataset that was initially uploaded onto Kaggle for a quantitative cross sectional secondary analysis with 1,000 employee records. The descriptive statistics, gender comparisons, correlation analysis and multiple linear regression were used. The results revealed that the unadjusted base pay and total compensation for male employees was greater than that for female employees, and bonus payments were generally similar by gender. The base pay and total compensation were positively related to age and seniority, while performance evaluation was strongly positively related with bonus payments. There were also statistically significant differences in gender across specific occupational categories. Gender was not a significant predictor of base pay or of total pay once these factors were taken into account, however. This analysis suggests that the raw gender pay gap found in this data is driven by factors in addition to gender, including characteristics of employees and jobs. The study identifies that the distribution of occupations, seniority, education and job position should all be taken into account when assessing issues of pay equity in the workplace and establishing transparent compensation practices.
References
ferences
1.Abraham, M. (2017). Pay formalization revisited: Considering the effects of manager gender and discretion on closing the gender wage gap. Academy of Management Journal, 60(1), 29-54.
2.Anelim288. (2025). Analyze gender pay gap [Data set]. Kaggle. https://www.kaggle.com/datasets/anelim288/analyze-gender-pay-gap
3.Auspurg, K., Hinz, T., & Sauer, C. (2017). Why should women get less? Evidence on the gender pay gap from multifactorial survey experiments. American Sociological Review, 82(1), 179-210.
4.Bennedsen, M., Larsen, B., & Wei, J. (2023). Gender wage transparency and the gender pay gap: A survey. Journal of Economic Surveys, 37(5), 1743-1777.
5.Blau, F. D., & Kahn, L. M. (2017). The gender wage gap: Extent, trends, and explanations. Journal of economic literature, 55(3), 789-865.
6.Boll, C., & Lagemann, A. (2018). Gender pay gap in EU countries based on SES (2014). Luxembourg, Publication Office of the European Union. doi, 10, 978935.
7.Budig, M. J., Hodges, M. J., & England, P. (2019). Wages of nurturant and reproductive care workers: Individual and job characteristics, occupational closure, and wage-equalizing institutions. Social Problems, 66(2), 294-319.
8.Chen, X., Torsin, W., & Tsang, A. (2022). International differences in the CEO gender pay gap. Corporate Governance: An International Review, 30(5), 516-541.
9.Choi, S. (2018). Pay equity in government: Analyzing determinants of gender pay disparity in the US federal government. Administration & Society, 50(3), 346-371.
10.Cutillo, A., & Centra, M. (2017). Gender-based occupational choices and family responsibilities: The gender wage gap in Italy. Feminist Economics, 23(4), 1-31.
11.Dill, J. S., & Frogner, B. K. (2024). The gender wage gap among health care workers across educational and occupational groups. Health Affairs Scholar, 2(1), qxad090.
12.Fairfax, B., Blau, G., & Hill, T. L. (2023). Exploring variables impacting on employee willingness to accept lower pay for a preferred employer attribute: generation, gender, race, and salary. Journal of behavioral and applied management, 23(2).
13.Freeland, R. E., & Harnois, C. E. (2020). Bridging the Gender Wage Gap: Gendered Cultural Sentiments, Sex Segregation, and Occupation-Level Wages. Social Psychology Quarterly, 83(2), 129-151.
14.Gu, M., Li Tan, J. H., Amin, M., Mostafiz, M. I., & Yeoh, K. K. (2022). Revisiting the moderating role of culture between job characteristics and job satisfaction: A multilevel analysis of 33 countries. Employee Relations: The International Journal, 44(1), 70-93.
15.Ismail, R., Farhadi, M., & Wye, C. K. (2017). Occupational segregation and gender wage differentials: evidence from Malaysia. Asian Economic Journal, 31(4), 381-401.
16.Klein, F. B., Hill, A. D., Hammond, R., & Stice-Lusvardi, R. (2021). The gender equity gap: A multistudy investigation of within-job inequality in equity-based awards. Journal of Applied Psychology, 106(5), 734.
17.Obloj, T., & Zenger, T. (2022). The influence of pay transparency on (gender) inequity, inequality and the performance basis of pay. Nature Human Behaviour, 6(5), 646-655.
18.Redmond, P., & McGuinness, S. (2019). The gender wage gap in Europe: Job preferences, gender convergence and distributional effects. Oxford Bulletin of Economics and Statistics, 81(3), 564-587.
19.Rotman, A., & Mandel, H. (2023). Gender-specific wage structure and the gender wage gap in the US labor market. Social Indicators Research, 165(2), 585-606.
20.Sanfey, H., Crandall, M., Shaughnessy, E., Stein, S. L., Cochran, A., Parangi, S., & Laronga, C. (2017). Strategies for identifying and closing the gender salary gap in surgery. Journal of the American College of Surgeons, 225(2), 333-338.
21.Smith-Doerr, L., Alegria, S., Husbands Fealing, K., Fitzpatrick, D., & Tomaskovic-Devey, D. (2019). Gender pay gaps in US federal science agencies: An organizational approach. American Journal of Sociology, 125(2), 534-576.
22.Sockin, J., & Sockin, M. (2019). Job characteristics, employee demographics, and the cross-section of performance pay. Employee Demographics, and the Cross-Section of Performance Pay (December 15, 2019).
23.Strittmatter, A., & Wunsch, C. (2021). The gender pay gap revisited with big data: Do methodological choices matter?. arXiv preprint arXiv:2102.09207.
24.Wiedman, C. (2020). Rewarding Collaborative Research: Role Congruity Bias and the Gender Pay Gap in Academe: C. Wiedman. Journal of Business Ethics, 167(4), 793-807.
Downloads
Published
Issue
Section
License
Copyright (c) 2025 Dr. Daniel Weber, Dr. Olivia Bennett

This work is licensed under a Creative Commons Attribution 4.0 International License.

