Athletes’ mental fatigue: development and validation of a scale and application for assessing mental fatigue in athletes
DOI:
https://doi.org/10.47197/retos.v78.118870Keywords:
Athletes visual analog scale, application, athletes' mental fatigue, psychometric validationAbstract
Introduction: Mental fatigue can impair athletes’ cognitive performance, emotional regulation, decision-making, and physical performance during training and competition. Therefore, reliable tools are needed to assess it effectively. Although the Visual Analog Scale (VAS) is widely used for subjective assessment, a multi-item VAS specifically designed for athletes and integrated with a digital application remains limited.
Objective: This study aimed to develop and validate a multi-item Visual Analog Scale (VAS) for assessing mental fatigue in athletes and to develop and evaluate a mental fatigue assessment application.
Methodology: This research consisted of three phases. Phase 1 developed a 20-item VAS covering four components: cognitive and mental function, emotional function, behavioral function, and physical and physiological responses, with reliability tested using Cronbach’s alpha. Phase 2 developed a mental fatigue assessment application including login, assessment, results with management guidelines, history records, and logout, and evaluated reliability and user satisfaction. Phase 3 assessed application suitability by three information technology experts.
Results: Cronbach’s alpha coefficients ranged from .76 to .83 across components, with an overall reliability of .90. The application showed reliability of .862 and the highest level of user satisfaction. Experts rated the application’s overall suitability at a high level.
Discussion: The findings indicate that the developed VAS and application provide a reliable and practical tool for assessing athletes’ mental fatigue and supporting monitoring during training and competition.
Conclusions: The developed scale and application demonstrated acceptable reliability and usability. Future studies should conduct confirmatory factor analysis with larger samples.
References
Coimbra, D. R., Bevilacqua, G. G., Pereira, F. S., & Andrade, A. (2021). Effect of mindfulness training on fatigue and recovery in elite volleyball athletes: A randomized controlled follow-up study. Journal of Sports Science & Medicine, 20(1), 1–8. https://doi.org/10.52082/jssm.2021.1
Coyne, J. O., Coutts, A. J., Newton, R. U., & Haff, G. G. (2021). The influence of mental fatigue on sessional ratings of perceived exertion in elite open- and closed-skill sports athletes. Journal of Strength and Conditioning Research, 35(4), 963–969. https://doi.org/10.1519/JSC.0000000000002918
DeVellis, R. F. (2012). Scale development: Theory and applications (3rd ed.). Sage Publications.
Le Mansec, Y., Pageaux, B., Nordez, A., Dorel, S., & Jubeau, M. (2018). Mental fatigue alters the speed and accuracy of the ball in table tennis. Journal of Sports Sciences, 36(23), 2751–2759. https://doi.org/10.1080/02640414.2018.1483419
Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). McGraw-Hill.
Pageaux, B., & Lepers, R. (2018). The effects of mental fatigue on sport-related performance. In Pro-gress in Brain Research (Vol. 240, pp. 291–315). Elsevier. https://doi.org/10.1016/bs.pbr.2018.10.004
Penna, E. M., Filho, E., Campos, B. T., Ferreira, R. M., Parma, J. O., Lage, G. M., & Prado, L. S. (2021). No effects of mental fatigue and cerebral stimulation on physical performance of master swim-mers. Frontiers in Psychology, 12, Article 656499. https://doi.org/10.3389/fpsyg.2021.656499
Penna, E. M., Wanner, S. P., Campos, B. T., Quinan, G. R., Mendes, T. T., Smith, M. R., & Prado, L. S. (2018). Mental fatigue impairs physical performance in young swimmers. Pediatric Exercise Science, 30(2), 208–215. https://doi.org/10.1123/pes.2017-0128
Russell, S., Jenkins, D., Smith, M., Halson, S., & Kelly, V. (2019). The application of mental fatigue re-search to elite team sport performance: New perspectives. Journal of Science and Medicine in Sport, 22(6), 723–728. https://doi.org/10.1016/j.jsams.2018.12.008
Sinkovic, F., Foretic, N., & Novak, D. (2025). Effect of induced mental fatigue on the accuracy and speed of soccer passing in university players. Retos, 75, 596–606. https://doi.org/10.47197/retos.v75.117878
Smith, M. R., Chai, R., Nguyen, H. T., Marcora, S. M., & Coutts, A. J. (2019). Comparing the effects of three cognitive tasks on indicators of mental fatigue. Journal of Psychology, 153(8), 759–783. https://doi.org/10.1080/00223980.2019.1611530
Smith, M. R., Coutts, A. J., Merlini, M., Deprez, D., Lenoir, M., & Marcora, S. M. (2016). Mental fatigue im-pairs soccer-specific physical and technical performance. Medicine & Science in Sports & Exer-cise, 48(2), 267–276. https://doi.org/10.1249/MSS.0000000000000762
Smith, M. R., Fransen, J., Deprez, D., Lenoir, M., & Coutts, A. J. (2017). Impact of mental fatigue on speed and accuracy components of soccer-specific skills. Science and Medicine in Football, 1(1), 48–52. https://doi.org/10.1080/24733938.2016.1276320
Sun, H., Soh, K. G., Mohammadi, A., Wang, X., Bin, Z., & Zhao, Z. (2022). Effects of mental fatigue on tech-nical performance in soccer players: A systematic review with a meta-analysis. Frontiers in Public Health, 10, Article 922630. https://doi.org/10.3389/fpubh.2022.922630
Van Cutsem, J., Marcora, S., De Pauw, K., Bailey, S., Meeusen, R., & Roelands, B. (2017). The effects of mental fatigue on physical performance: A systematic review. Sports Medicine, 47, 1569–1588. https://doi.org/10.1007/s40279-016-0672-0
Veness, D., Patterson, S. D., Jeffries, O., & Waldron, M. (2017). The effects of mental fatigue on cricket-relevant performance among elite players. Journal of Sports Sciences, 35(24), 2461–2467. https://doi.org/10.1080/02640414.2016.1273540
Zouer Habeb, R. M., Kadhim, M. J., Al-Jabouri, K. A. N., Mhana, M. A., Alsaedi, H. R. R., & Al-Mousawi, S. Q. S. (2025). Evaluación del impacto de los patrones de fatiga neurofisiológica en la toma de deci-siones tácticas en jugadores de fútbol de élite mediante tecnología EEG portátil. Retos, 70, 975–984. https://doi.org/10.47197/retos.v70.117003
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