This study investigates the influence of workload and skills on work effectiveness among AV8 Gempita armored vehicle crews, with a specific focus on the mediating role of the leader. Despite standardized training, variations in crew performance suggest that contextual and leadership factors may shape operational outcomes. Survey data were collected from 226 commanders, gunners, and drivers, and analyzed using Partial Least Squares–Structural Equation Modelling (PLS-SEM). The measurement model demonstrated strong reliability and validity. Descriptive results revealed moderate levels of workload (M = 3.46) and skills (M = 3.34), high ratings of the leader’s role (M = 4.03), and moderate work effectiveness (M = 3.31). Structural analysis confirmed that workload (? = 0.316, t = 6.214, p < 0.001) and skills (? = 0.272, t = 4.417, p < 0.001) both have significant positive effects on work effectiveness. Mediation analysis further demonstrated that the leader’s role partially mediates these relationships. Specifically, workload showed a significant indirect effect on work effectiveness through the leader’s role (? = 0.058, t = 3.279, p = 0.001), and skills also had a significant indirect effect via the leader’s role (? = 0.068, t = 3.858, p < 0.001). The model explained 29% of the variance in work effectiveness, representing moderate explanatory power. These findings highlight leadership as a pivotal mechanism that strengthens and stabilizes the effects of workload and skills without fully substituting their direct influence. Theoretically, the study integrates workload theory, human capital perspectives, and military leadership frameworks to explain crew performance. Practically, it underscores the need to embed cognitive-load management, commander-led micro-drills, and systematic leadership assessment in AV8 standard operating procedures to enhance crew effectiveness and operational reliability.
Bass, B. M., & Riggio, R. E. (2006). Transformational leadership (2nd ed.). Psychology Press. https://doi.org/10.4324/9781410617095
Becker, G. S. (1964). Human capital: A theoretical and empirical analysis, with special reference to education. University of Chicago Press.
Breevaart, K., Bakker, A. B., Hetland, J., Demerouti, E., Olsen, O. K., & Espevik, R. (2014). Daily transactional and transformational leadership and daily employee engagement. Journal of Occupational and Organizational Psychology, 87(1), 138–157. https://doi.org/10.1111/joop.12041
Burke, C. S., Stagl, K. C., Klein, C., Goodwin, G. F., Salas, E., & Halpin, S. M. (2006). What types of leadership behaviors are functional in teams? A meta-analysis. The Leadership Quarterly, 17(3), 288–307. https://doi.org/10.1016/j.leaqua.2006.02.007
Cannon-Bowers, J. A., & Bowers, C. (2010). Team development and functioning. In J. C. Bliese & J. K. LePine (Eds.), Handbook of psychology: Industrial and organizational psychology (Vol. 12, pp. 597–617). Wiley.
Çak?roglu, S. S., Caetano, A., & Costa, P. L. (2021). Shared leadership, self-management and perceived team effectiveness in the military context. Military Psychology, 33(5), 308319. https://doi.org/10.1080/08995605.2021.1962179
Campion, M. A., Papper, E. M., & Medsker, G. J. (1996). Relations between work team characteristics and effectiveness: A replication and extension. Personnel Psychology, 49(2), 429–452. https://doi.org/10.1111/j.1744-6570.1996.tb01806.x
Cannon-Bowers, J. A., Tannenbaum, S. I., Salas, E., & Volpe, C. E. (1995). Defining competencies and establishing team training requirements. In R. A. Guzzo & E. Salas (Eds.), Team effectiveness and decision making in organizations (pp. 333–380). Jossey-Bass. https://doi.org/10.1111/1467-8721.ep10773005
Cascio, W. F. (2019). Training trends: Macro, micro, and policy issues. Human Resource Management Review, 29(2), 284–297. https://doi.org/10.1016/j.hrmr.2017.11.00
Chin, W. W. (1998). The partial least squares approach to structural equation modeling. In G. A. Marcoulides (Ed.), Modern methods for business research (pp. 295–336). Lawrence Erlbaum Associates.
Cho, H., Sagherian, K., Scott, L. D., & Steege, L. M. (2022). Occupational fatigue, workload and nursing teamwork in hospital nurses. Journal of Advanced Nursing, 78(8), 2313–2326. https://doi.org/10.1111/jan.15246
Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Lawrence Erlbaum Associates.
Cornelis, I., Van Hiel, A., & De Cremer, D. (2006). Effects of procedural fairness and leader support on interpersonal relationships among group members. Group Dynamics: Theory, Research, and Practice, 10(4), 309–328. https://doi.org/10.1037/1089-2699.10.4.309
Dwivedi, P., Chaturvedi, V., & Vashist, J. K. (2020). Transformational leadership and employee efficiency: Knowledge sharing as mediator. Benchmarking: An International Journal, 27(4), 1571–1590. https://doi.org/10.1108/BIJ-08-2019-0356
Enders, L. R., Gordon, S. M., Roy, H., Rohaly, T., Dalangin, B., Jeter, A., ... & Touryan, J. (2024). Evidence of elevated situational awareness for active-duty soldiers during navigation of a virtual environment. Plos one, 19(5), e0298867. https://doi.org/10.1371/journal.pone.0298867
Endsley, M. R. (1995). Toward a theory of situation awareness in dynamic systems. Human Factors, 37(1), 32–64. https://doi.org/10.1518/001872095779049543
Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50. https://doi.org/10.1177/002224378101800104
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2019). Multivariate data analysis (8th ed.). Cengage Learning.
Hair, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2017). A primer on partial least squares structural equation modeling (PLS-SEM) (2nd ed.). Sage Publications.
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115–135. https://doi.org/10.1007/s11747-014-0403-8
Hulland, J. (1999). Use of partial least squares (PLS) in strategic management research: A review of four recent studies. Strategic Management Journal, 20(2), 195–204. https://doi.org/10.1002/(SICI)1097-0266(199902)20:2<195::AID-SMJ13>3.0.CO;2-7
Inegbedion, H., Inegbedion, E., Peter, A., & Harry, L. (2020). Perception of workload balance and employee job satisfaction in work organisations. Heliyon, 6(1), e03160. https://doi.org/10.1016/j.heliyon.2020.e03160
Kavanagh, J. (2005). Determinants of productivity for military personnel: A review of findings on the contribution of experience, training, and aptitude to military performance (RAND Technical Report TR-193-OSD). Santa Monica, CA: RAND Corporation.
Kelly, D., & Efthymiou, M. (2019). An analysis of human factors in fifty controlled flights into terrain aviation accidents from 2007 to 2017. Journal of Safety Research, 69, 155–165. https://doi.org/10.1016/j.jsr.2019.03.009
Klein, G. (1998). Sources of power: How people make decisions. MIT Press.
Klymovych, V., Oderov, A., Romanchuk, S., Korchagin, M., Zolochevskyi, V., Fedak, S., … Lesko, O. (2020). Correlation of physical fitness and professional military training of servicemen. Sport Mont, 18(2), 79–82. https://doi.org/10.26773/smj.200612
Krejcie, R. V., & Morgan, D. W. (1970). Determining sample size for research activities. Educational and Psychological Measurement, 30(3), 607–610. https://doi.org/10.1177/001316447003000308
Lee, Y.-H., & Liu, B.-S. (2003). Inflight workload assessment: Comparison of subjective and physiological measures. Aviation, Space, and Environmental Medicine, 74(10), 1078–1084.
McDonald, J. (2014). Workload and performance: A review of human factors research. International Journal of Human–Computer Studies, 72(9), 627–635. https://doi.org/10.1016/j.ijhcs.2014.05.001
National Research Council. (1993). Workload transition: Implications for individual and team performance. Washington, DC: National Academies Press.
Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). McGraw-Hill.
Ohlsson, A. (2020). Adaptive behaviors and skills in high-level military staff work: Coping with organizational demands, use of smooth power, and political skill (Doctoral dissertation). Stockholm University.
Organisation for Economic Co-operation and Development. (2019). OECD skills strategy 2019: Skills to shape a better future. Paris, France: OECD Publishing. https://doi.org/10.1787/9789264313835-en
Pei, Z., Zhao, W., Hu, L., Zhang, Z., Luo, Y., Wu, Y., & Jin, X. (2024). Factors affecting the situational awareness of armored vehicle occupants. Sensors, 24(11), 3688. https://doi.org/10.3390/s24113688
Salas, E., Cooke, N. J., & Rosen, M. A. (2008). On teams, teamwork, and team performance: Discoveries and developments. Human Factors, 50(3), 540–547. https://doi.org/10.1518/001872008X288457
Stanton, N. A., Salmon, P. M., Walker, G. H., Baber, C., & Jenkins, D. P. (2017). Human factors methods: A practical guide for engineering and design (2nd ed.). CRC Press.
Susiarty, A., Lalu, S., & Suryatni, M. (2019). The effect of workload and work environment on job stress and its impact on the performance of nurse inpatient rooms at Mataram City General Hospital. Scientific Research Journal, 7, 32–40. https://doi.org/10.31364/scirj/v7.i6.2019.p0619661
Teixeira, J., Pais, L., dos Santos, N. R., & de Sousa, B. (2024). Empowering leadership in the military: Pros and cons. Merits, 4(4), 346–369. https://doi.org/10.3390/merits4040026
Tillberg, L. V. (2020). The dynamics of military skills: The role of experience-based knowledge in challenging situations. Scandinavian Journal of Military Studies, 3(1), 55–67. https://doi.org/10.31374/sjms.40
U.S. Department of the Army. (2019). ADP 6-22: Army leadership and the profession. Washington, DC: Department of the Army. https://doi.org/10.21236/ada498333
Vaara, J. P., Groeller, H., Drain, J., Kyrolainen, H., Pihlainen, K., Ojanen, T., … Nindl, B. C. (2022). Physical training considerations for optimizing performance in essential military tasks. European Journal of Sport Science, 22(1), 43–57. https://doi.org/10.1080/17461391.2021.1930193
Wickens, C. D. (2008). Multiple resources and mental workload. Human Factors, 50(3), 449–455. https://doi.org/10.1518/001872008X288394
Yukl, G. A. (2020). Leadership in organizations. Pearson.
Naharuddin, A. Z. F., Wen, K. F., Loong, W. W., Yahaya, M. N., & Uli, J. (2025). The Influence of Workload and Skills on Work Effectiveness: The Mediating Role of the Leader among AV8 Gempita Crew. International Journal of Academic Research in Business and Social Sciences, 15(10), 125–140.
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