Data report about comparisons of distance, endurance, speed, strength, and training volume in soccer among Brazil, Saudi Arabia, and Portugal
DOI:
https://doi.org/10.47197/retos.v70.115124Keywords:
Athletic metrics, football, GPS tracking, physical performance, physical fitnessAbstract
Introduction: Considering the sociocultural and economic background of each nation, the technical-tactical and physical demands of soccer may vary. Effective training methods and performance optimization depend on an awareness of these contextual differences.
Objective: This study aimed to compare match running performance metrics (i.e. total distance covered, endurance, speed, strength, and training load) among professional soccer players from Brazil, Saudi Arabia, and Portugal.
Methods: 8,914 competitive matches from first-division male players aged 18–35 were analyzed [Brazil (n = 2,534), Saudi Arabia (n = 3,889), and Portugal (n = 2,491)]. Physical performance data were collected using Catapult GPS devices, which tracked total distance covered, endurance, maximum speed, explosive strength, and training load. Statistical significance was set at p < 0.05.
Results: Portuguese players covered the greatest total distance (5859.52 ± 1916.35 m), followed by Saudi players (5341.03 ± 1879.44 m), and Brazilian players (4467.48 ± 2505.83 m). Endurance was also highest in Portugal (7.80 ± 2.17), followed by Saudi Arabia (7.05 ± 1.78) and Brazil (5.18 ± 2.43). Maximum speed was greatest among Portuguese players (4.93 ± 4.34 m/s), compared to Saudi (4.77 ± 5.54 m/s) and Brazilian players (4.46 ± 5.14 m/s). Brazilian players demonstrated the highest strength values (7.84 ± 5.28), while Portuguese players had the lowest (5.84 ± 2.54). Training load was highest in Saudi Arabia (6.42 ± 3.01), slightly above Portugal (6.19 ± 2.30) and Brazil (5.82 ± 3.45).
Conclusion: These findings highlight significant differences in match running performance across Brazilian, Saudi, and Portuguese soccer players. Portuguese and Saudi players demonstrated longer total distance covered compared to Brazilian athletes. These findings are crucial for designing training programs to specific contexts to improve competitive performance.
References
Al Haddad, M., Simpson, B. M., Buchheit, M., Di Salvo, V., & Mendez-Villanueva, A. (2021). Peak match speed and maximal sprinting speed in young soccer players: Effect of age and playing position. Journal of Strength and Conditioning Research, 35(4), 1042–1051. https://doi.org/10.1519/JSC.0000000000002865
Aquino, R., Gonçalves, L. G., Vieira, L. H. P., Sá, W., Pereira, C., & Bedo, B. L. (2021). Running demands and physical conditioning of elite soccer players: Effects of playing position and competitive level. BMC Sports Science, Medicine and Rehabilitation, 13(1), 24. https://doi.org/10.1186/s13102-021-00324-x
Aquino, R. L. Q. T., Gonçalves, L. G. C., Vieira, L. H. P., Oliveira, L. P., Alves, G. F., Santiago, P. R. P., et al. (2016). Periodization training focused on technical-tactical ability in young soccer players posi-tively affects biochemical markers and game performance. Journal of Strength and Condition-ing Research, 30(10), 2723–2732. https://doi.org/10.1519/JSC.0000000000001381
Apriantono, T., Hasan, M. F., Ramania, N. S., Syafriani, R., Kusnaedi, K., Sunadi, D., Bahri, S., Juniarsyah, A. D., Latief, G. R. G., Elhaque, Q. M., Festiawan, R., & Pambudi, Y. T. (2024). Mapeo y tendencias de la investigación sobre la carga de trabajo en el fútbol: análisis bibliométrico [Soccer training load research mapping and trends: A bibliometric analysis]. Retos, 60, 990–1001. https://doi.org/10.47197/retos.v60.108324
Bangsbo, J., Mohr, M., & Krustrup, P. (2006). Physical and metabolic demands of training and match-play in the elite football player. Journal of Sports Sciences, 24(7), 665–674. https://doi.org/10.1080/02640414.2006.1003174
Barrett, S. (2017). Monitoring elite soccer players’ external loads using real-time data. International Journal of Sports Physiology and Performance, 12(10), 1285–1287. https://doi.org/10.1123/ijspp.2016-0516
Bedo, B. L., Gonçalves, L. G., Pereira, C., Freire, R., & Aquino, R. (2023). Ball-in-play demands and run-ning performance in soccer players. European Journal of Sport Science, 24(1), 98–107. https://doi.org/10.1007/s11332-024-01210-y
Buchheit, M., Gray, A., & Morin, J.-B. (2015). Assessing stride variables and vertical stiffness with GPS-embedded accelerometers: Preliminary insights for the monitoring of neuromuscular fatigue on the field. Journal of Sports Science and Medicine, 14(4), 698–701. https://pmc.ncbi.nlm.nih.gov/articles/PMC4657410/pdf/jssm-14-698.pdf
Buchheit, M., & Mendez-Villanueva, A. (2013). Reliability and stability of anthropometric and perfor-mance measures in highly-trained young soccer players: Effect of age and maturation. Journal of Sports Sciences, 31(12), 1332–1343. https://doi.org/10.1080/02640414.2013.781662
Buchheit, M., Mendez-Villanueva, A., Simpson, B. M., & Bourdon, P. C. (2010). Repeated-sprint se-quences during youth soccer matches. International Journal of Sports Medicine, 31(10), 709–716. https://doi.org/10.1055/s-0030-1261897
Castagna, C., D’Ottavio, S., & Abt, G. (2003). Activity profile of young soccer players during actual match play. Journal of Strength and Conditioning Research, 17(4), 775–780.
Clemente, F. M., Owen, A., Serra-Olivares, J., Nikolaidis, P. T., Van Der Linden, C. M., & Mendes, B. (2019). Characterization of the weekly external load profile of professional soccer teams from Portugal and the Netherlands. Journal of Human Kinetics, 66, 155–164. https://doi.org/10.2478/hukin-2018-0054
Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Lawrence Erlbaum Associates.
Djaoui, L., Haddad, M., Chamari, K., & Dellal, A. (2017). Monitoring training load and fatigue in soccer players with physiological markers. Physiology & Behavior, 181, 86–94. https://doi.org/10.1016/j.physbeh.2017.09.004
Guimarães, R. d. S., García-Calvo, T., Raya-González, J., Ponce-Bordón, J. C., Fatela, P., & Lobo-Triviño, D. (2024). Effects of contextual variables on match load in a professional soccer team attending to the different season periods. Sensors, 24(2), 679. https://doi.org/10.3390/s24020679
Hands, D. E., & Janse de Jonge, X. A. K. (2020). Current time-motion analyses of professional football matches in top-level domestic leagues: A systematic review. International Journal of Perfor-mance Analysis in Sport, 20(5), 747–765. https://doi.org/10.1080/24748668.2020.1780872
Harley, J. A., Barnes, C. A., Portas, M., Lovell, R., Barrett, S., Paul, D., et al. (2010). Motion analysis of match-play in elite U12 to U16 age group soccer players. Journal of Sports Sciences, 28(13), 1391–1397. https://doi.org/10.1080/02640414.2010.510142
Hennessy, L., & Jeffreys, I. (2018). The current use of GPS, its potential, and limitations in soccer. Strength & Conditioning Journal, 40(3), 83–94. https://doi.org/10.1519/SSC.0000000000000386
Kvas-Cabral, V. C., Martins, H., Oneda, G., Enes, A., Moraes, I. F., & Leonel, D. F. (2022). Physical, tech-nical, and tactical differences between continental soccer teams participating in the 2018 FIFA World Cup. Journal of Physical Education and Sport, 22(6), 1507–1515. https://doi.org/10.7752/jpes.2022.06190
Lobo-Triviño, D., Raya-González, J., López-del Campo, R., Resta, R., Pons, E., & Ponce-Bordón, J. C. (2025). The evolution of match running performance in the top two Spanish soccer leagues: A comparative four-season study. Journal of Functional Morphology and Kinesiology, 10(1), 27. https://doi.org/10.3390/jfmk10010027
Malone, J. J., Di Michele, R., Morgans, R., Burgess, D., Morton, J. P., & Drust, B. (2015). Seasonal train-ing-load quantification in elite English Premier League soccer players. International Journal of Sports Physiology and Performance, 10(4), 489–497. https://doi.org/10.1123/ijspp.2014-0352
Mendez-Villanueva, A., & Buchheit, M. (2013). Football-specific fitness testing: Adding value or con-firming the evidence? Journal of Sports Sciences, 31(13), 1503–1508. https://doi.org/10.1080/02640414.2013.823231
Mohr, M., Krustrup, P., & Bangsbo, J. (2020). Match performance of high-standard soccer players: Ef-fect of fatigue development on repeated sprints and distance covered. Journal of Sports Scienc-es, 38(5), 518–526. https://doi.org/10.1080/02640414.2020.1713810
Nobari, H., Oliveira, R., Clemente, F. M., Pérez-Gómez, J., Carlos-Vivas, J., & Nastasi, S. (2022). Repeated sprint ability and physical match demands in youth soccer players. Journal of Men's Health, 18(3), 1–12. https://doi.org/10.31083/jomh.2021.082
Pereira da Silva, N., Kirkendall, D. T., & De Barros Leite Neto, T. (2007). Movement patterns in elite Brazilian youth soccer. Journal of Sports Medicine and Physical Fitness, 47(3), 270–275.
Ponce-Bordón, J. C., López-Gajardo, M. A., Lobo-Triviño, D., Pulido, J. J., & García-Calvo, T. (2024). Lon-gitudinal match running performance analysis of soccer in professional European leagues: A systematic review. International Journal of Performance Analysis in Sport, 24(6), 601–625. https://doi.org/10.1080/24748668.2024.2343579
Varley, M. C., Jaspers, A., Helsen, W. F., & Malone, J. J. (2017). Methodological considerations when quantifying high-intensity efforts in team sport using global positioning system technology. In-ternational Journal of Sports Physiology and Performance, 12(8), 1059–1068. https://doi.org/10.1123/ijspp.2016-0534
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