Tasks’ influence on competitive outcomes: a performance analysis of the CrossFit® games (2021-2024)
DOI:
https://doi.org/10.34119/bjhrv8n5-099Keywords:
CrossFit®, CrossFit® games, task analysis, sport characterization, quantitative analysisAbstract
The aim of this study was to analyze the impact of tasks on leaderboard changes – both before athlete cuts and in the final standings – at the CrossFit® Games from 2021 to 2024. Developed by Greg Glassman in 2000, CrossFit® is a training methodology that enhances physical well-being through exercises from endurance, gymnastics, and weightlifting & throwing. At the CrossFit® Games, male and female athletes compete for the title of “Fittest on Earth” in their respective divisions. From 2021 to 2024, the competitive season consistently followed four stages: The Open, Quarterfinals, Semifinals, and the CrossFit® Games Final Stage. This study used multiple linear regression models to examine the influence of individual tasks on the leaderboard. Results showed that different tasks had the greatest impact on the standings before the cuts in 2021, 2022, and 2023, and on the final standings in 2021 and 2022. In contrast, in 2023 and 2024, the same tasks had the greatest impact in both divisions. A consistent pattern also emerged in the characteristics of the most impactful tasks, offering valuable insights for coaches. In conclusion, this study highlights the variability inherent to CrossFit® and provides a foundation for future performance analysis in the sport.
References
Abbiss, C. R., & Laursen, P. B. (2008). Describing and Understanding Pacing Strategies during Athletic Competition: Sports Medicine, 38(3), 239–252. https://doi.org/10.2165/00007256-200838030-00004
Bloomfield, J., Polman, R. C., & O’Donoghue, P. (2004). The ‘Bloomfield Movement Classification’: Motion Analysis of Individual Players in Dynamic Movement Sports. International Journal of Performance Analysis in Sport, 4(2), 20–31. https://doi.org/10.1080/24748668.2004.11868300
Cameron, S., Radwan, I., & Mara, J. (2025). What the Eyes Don’t See: An Objective Assessment of Players’ Contribution to Team Success in Men’s Rugby League. Research Quarterly for Exercise and Sport, 96(1), 116–125. https://doi.org/10.1080/02701367.2024.2373124
Claudino, J. G., Gabbett, T. J., Bourgeois, F., Souza, H. D. S., Miranda, R. C., Mezêncio, B., Soncin, R., Cardoso Filho, C. A., Bottaro, M., Hernandez, A. J., Amadio, A. C., & Serrão, J. C. (2018). CrossFit Overview: Systematic Review and Meta-analysis. Sports Medicine - Open, 4(1), 11. https://doi.org/10.1186/s40798-018-0124-5
Dominski, F. H., Serafim, T. T., Siqueira, T. C., & Andrade, A. (2021). Psychological variables of CrossFit participants: A systematic review. Sport Sciences for Health, 17(1), 21–41. https://doi.org/10.1007/s11332-020-00685-9
Foster, C., Hanley, B., Barroso, R., Boullosa, D., Casado, A., Haugen, T., Hettinga, F. J., Jones, A. M., Renfree, A., Skiba, P., St Clair Gibson, A., Thiel, C., & De Koning, J. J. (2024). Evolution of 1500-m Olympic Running Performance. International Journal of Sports Physiology and Performance, 19(1), 62–70. https://doi.org/10.1123/ijspp.2023-0289
Greg Glassman. (2002). What is Fitness. CrossFit Journal.
Halpin, M. (2025, March 11). 2025 Open Registration Down More Than 40% Year-Over-Year. Morning Chalk Up. https://morningchalkup.barbend.com/p/new-post-d5d5
Hughes, M. D., & Bartlett, R. M. (2002). The use of performance indicators in performance analysis. Journal of Sports Sciences, 20(10), 739–754. https://doi.org/10.1080/026404102320675602
Hughes, M., & Franks, I. M. (2004). Notational analysis of sport: Systems for better coaching and performance in sport (2nd ed). Routledge.
Hughes, M., & Franks, I. M. (Eds.). (2008). The essentials of performance analysis: An introduction. Routledge.
Mangine, G. T., Grundlingh, N., & Feito, Y. (2023). Normative Scores for CrossFit® Open Workouts: 2011–2022. Sports, 11(2), 24. https://doi.org/10.3390/sports11020024
Mangine, G. T., & McDougle, J. M. (2022a). CrossFit® open performance is affected by the nature of past competition experiences. BMC Sports Science, Medicine and Rehabilitation, 14(1). Scopus. https://doi.org/10.1186/s13102-022-00434-0
Mangine, G. T., & McDougle, J. M. (2022b). CrossFit® open performance is affected by the nature of past competition experiences. BMC Sports Science, Medicine and Rehabilitation, 14(1), 46. https://doi.org/10.1186/s13102-022-00434-0
Mangine, G. T., & Seay, T. R. (2022). Quantifying CrossFit®: Potential solutions for monitoring multimodal workloads and identifying training targets. Frontiers in Sports and Active Living, 4, 949429. https://doi.org/10.3389/fspor.2022.949429
Mangine, G. T., Stratton, M. T., Almeda, C. G., Roberts, M. D., Esmat, T. A., VanDusseldorp, T. A., & Feito, Y. (2020). Physiological differences between advanced CrossFit athletes, recreational CrossFit participants, and physically-active adults. PLOS ONE, 15(4), e0223548. https://doi.org/10.1371/journal.pone.0223548
Mangine, G. T., Zeitz, E. K., Dexheimer, J. D., Hines, A., Lively, B., & Kliszczewicz, B. M. (2023). Pacing Strategies Differ by Sex and Rank in 2020 CrossFit® Open Tests. Sports, 11(10). Scopus. https://doi.org/10.3390/sports11100199
Martínez-Gómez, R., Valenzuela, P. L., Alejo, L. B., Gil-Cabrera, J., Montalvo-Pérez, A., Talavera, E., Lucia, A., Moral-González, S., & Barranco-Gil, D. (2020). Physiological Predictors of Competition Performance in CrossFit Athletes. International Journal of Environmental Research and Public Health, 17(10), 3699. https://doi.org/10.3390/ijerph17103699
Martinho, D. V., Rebelo, A., Gouveia, É. R., Field, A., Costa, R., Ribeiro, A. S., Casonatto, J., Amorim, C., & Sarmento, H. (2024). The physical demands and physiological responses to CrossFit®: A scoping review with evidence gap map and meta-correlation. BMC Sports Science, Medicine and Rehabilitation, 16(1), 196. https://doi.org/10.1186/s13102-024-00986-3
Meier, N., Schlie, J., & Schmidt, A. (2023a). CrossFit®: ‘Unknowable’ or Predictable?-A Systematic Review on Predictors of CrossFit® Performance. Sports (Basel, Switzerland), 11(6), 112. https://doi.org/10.3390/sports11060112
Meier, N., Schlie, J., & Schmidt, A. (2023b). CrossFit®: ‘Unknowable’ or Predictable?—A Systematic Review on Predictors of CrossFit® Performance. Sports, 11(6), 112. https://doi.org/10.3390/sports11060112
Moffatt, S. J., Gupta, R., Collier, N. F., & Keller, B. S. (2024). Classifying and quantifying team playing styles in the Australian Football League. International Journal of Performance Analysis in Sport, 1–18. https://doi.org/10.1080/24748668.2024.2325269
Myers, T., Balmer, N., Nevill, A., & Al-Nakeeb, Y. (2013). Techniques Used by Elite Thai and UK Muay Thai Fighters: An Analysis and Simulation. Advances in Physical Education, 03(04), 175–186. https://doi.org/10.4236/ape.2013.34029
Nicholls, S. B., James, N., Wells, J., & Parmar, N. (2022). Performance analysis practice within Olympic and Paralympic sports: A comparison of coach and analyst experiences. International Journal of Performance Analysis in Sport, 22(3), 343–351. https://doi.org/10.1080/24748668.2022.2054623
Ribeiro, G., De Aguiar, R. A., Tramontin, A. F., Martins, E. C., & Caputo, F. (2024). Fatigue and Performance Rates as Decision-Making Criteria in Pacing Control During CrossFit®. Perceptual and Motor Skills, 131(4), 1274–1290. Scopus. https://doi.org/10.1177/00315125241247858
Rysman, J.-F., Cohen, C., Sachet, I., Brunet, E., Baré, A., Baugé, G., Prudhomme, A., & Clanet, C. (2025). Routes to victory in track cycling sprint. International Journal of Performance Analysis in Sport, 1–15. https://doi.org/10.1080/24748668.2025.2491999
Sauvé, B., Haugan, M., & Paulsen, G. (2024). Physical and Physiological Characteristics of Elite CrossFit Athletes. Sports (Basel, Switzerland), 12(6), 162. https://doi.org/10.3390/sports12060162
Schlegel, P. (2020). CrossFit® Training Strategies from the Perspective of Concurrent Training: A Systematic Review.
Schlegel, P., & Krehky, A. (2022). Performance Sex Differences in CrossFit®. SPORTS, 10(11), 165. https://doi.org/10.3390/sports10110165
Serafim, T. T., de Oliveira, E. S., Maffulli, N., Migliorini, F., & Okubo, R. (2023). Which resistance training is safest to practice? A systematic review. Journal of Orthopaedic Surgery and Research, 18(1), 296. https://doi.org/10.1186/s13018-023-03781-x
Toledo, R., Dias, M. R., Toledo, R., Erotides, R., Pinto, D. S., Reis, V. M., Novaes, J. S., Vianna, J. M., & Heinrich, K. M. (2021). Comparison of Physiological Responses and Training Load between Different CrossFit® Workouts with Equalized Volume in Men and Women. Life, 11(6), 586. https://doi.org/10.3390/life11060586
Zintl, F. (1991). Entrenamiento de la Resistencia: Fundamentos, Metodos Y Direccion del Entrenamiento. Martínez Roca.
