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Being ahead of the game—the association between executive functions and football performance in high-level football players

Dem Spiel voraus sein – Zusammenhang zwischen exekutiven Funktionen und der Fußballleistung bei hochklassigen Fußballspielern

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Abstract

The current study examined the association between executive functions and the performance of high-level football players. Participants of the study (N = 176) were male football players of the same club, who played in the teams of the U12 up to the U23. Executive functions, consisting of the subcomponents cognitive flexibility, inhibition, and working memory, were assessed with the Determination Test, the Response Inhibition task, and multiple-object tracking, respectively. Football performance was operationalized through a subjective performance rating by three independent raters and an objective Footbonaut score. The Footbonaut (C-Goal GmbH, Berlin, Germany) is a football training machine which passes balls to players who then have to control the ball and pass it through highlighted squares. Using two multiple regressions—for subjective and objective performance ratings, respectively—the separate associations of the three subcomponents of the executive functions with football performance were examined. Only the score of the Determination Test (as a measure of cognitive flexibility) was significantly associated with football performance (for both the subjective and objective measures). When controlling for age, cognitive flexibility was no longer a significant predictor for athletic performance. Further research is needed to determine whether the training of cognitive flexibility in addition to physical skills might be a possible approach to further increase performance and to improve talent development in youth athletes.

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Notes

  1. Mean and standard deviation of age was available for N = 160 football players.

  2. The instructions start with the explanation of the colored buttons, followed by an explanation of the auditory stimuli (and corresponding buttons) and the use of the foot pedals.

  3. If participants make more than three mistakes or do not react within 45 s three times, the introduction phase will be interrupted with the instruction to inform the test supervisor. The supervisor can restart the instruction phase to ensure instructions are understood.

  4. The INHIB starts with a standardized instruction phase with a practice trial in which participants first learn to press the corresponding buttons without the tone, afterwards the tone is introduced.

  5. Players should track the four players on the screen that are highlighted in the presentation phase and point them out (by their numbers) in the response phase.

  6. Only these 10 final trials were included in the final score.

  7. Test premises that were examined were: normal distribution, skewness and kurtosis, homoscedasticity, linear correlations, and multicollinearity.

  8. The youngest player in our study was 10.8 years old, the oldest player 37.1 years old, the second oldest 22.0.

  9. r(156) = −0.34, p < 0.001.

  10. Correlation between cognitive flexibility and age: r (157) = 0.49, p < 0.001; correlation between inhibition and age: r (154) = −0.25, p = 0.001.

References

  • Allen, R., McGeorge, P., Pearson, D., & Milne, A. B. (2004). Attention and expertise in multiple target tracking. Applied Cognitive Psychology, 18(3), 337–347.

    Article  Google Scholar 

  • Allen, R., Mcgeorge, P., Pearson, D. G., & Milne, A. (2006). Multiple-target tracking: a role for working memory? Quarterly journal of experimental psychology, 59(6), 1101–1116.

    Article  Google Scholar 

  • Aron, A. R. (2007). The neural basis of inhibition in cognitive control. The Neuroscientist, 13(3), 214–228.

    Article  PubMed  Google Scholar 

  • Baddeley, A. (1986). Working memory. Clarendon.

    Google Scholar 

  • Baddeley, A. (2003). Working memory: looking back and looking forward. Nature Reviews Neuroscience, 4, 829–839.

    Article  CAS  PubMed  Google Scholar 

  • Baddeley, A. (2007). Working memory, thought, and action. Oxford University Press.

    Book  Google Scholar 

  • Beavan, A., Fransen, J., Spielmann, J., Mayer, J., Skorski, S., & Meyer, T. (2019). The Footbonaut as a new football-specific skills test: reproducibility and age-related differences in highly trained youth players. Science and Medicine in Football, 3(3), 177–182.

    Article  Google Scholar 

  • Beavan, A., Spielmann, J., Mayer, J., Skorski, S., Meyer, T., & Fransen, J. (2020). The rise and fall of executive functions in high-level football players. Psychology of Sport and Exercise, 49, 101677.

    Article  Google Scholar 

  • Best, J. R., & Miller, P. H. (2010). A developmental perspective on executive function. Child development, 81(6), 1641–1660.

    Article  PubMed  PubMed Central  Google Scholar 

  • Best, J. R., Miller, P. H., & Jones, L. L. (2009). Executive functions after age 5: Changes and correlates. Developmental review, 29(3), 180–200.

    Article  PubMed  Google Scholar 

  • Bijleveld, E., & Veling, H. (2014). Separating chokers From nonchokers: Predicting real-life tennis performance under pressure from behavioral tasks that tap into working memory functioning. Journal of Sport and Exercise Psychology, 36(4), 347–356.

    Article  PubMed  Google Scholar 

  • Chan, J. S. Y., Wong, A. C. N., Liu, Y., Yu, J., & Yan, J. H. (2011). Fencing expertise and physical fitness enhance action inhibition. Psychology of Sport and Exercise, 12(5), 509–514.

    Article  Google Scholar 

  • Conklin, H. M., Luciana, M., Hooper, C. J., & Yarger, R. S. (2007). Working memory performance in typically developing children and adolescents: Behavioral evidence of protracted frontal lobe development. Developmental Neuropsychology, 31, 103–128.

    Article  PubMed  Google Scholar 

  • Crone, E. A. (2009). Executive functions in adolescence: inferences from brain and behavior. Developmental Science, 12(6), 825–830.

    Article  PubMed  Google Scholar 

  • Davidson, M. C., Amso, D., Anderson, L. C., & Diamond, A. (2006). Development of cognitive control and executive functions from 4 to 13 years: Evidence from manipulations of memory, inhibition, and task switching. Neuropsychologia, 44(11), 2037–2078.

    Article  PubMed  PubMed Central  Google Scholar 

  • De Luca, C. R., & Leventer, R. J. (2008). Developmental trajectories of executive functions across the lifespan. In V. Anderson, R. Jacobs & P. J. Anderson (Eds.), Executive functions and the frontal lobes: A lifespan perspective (pp. 23–56). Psychology.

    Google Scholar 

  • Diamond, A. (1990). Developmental time course in human infants and infant monkeys, and the neural bases of inhibitory control in reaching. Annals of the New York Academy of Sciences, 608, 637–676.

    Article  CAS  PubMed  Google Scholar 

  • Diamond, A. (1995). Evidence of robust recognition memory early in life even when assessed by reaching behavior. Journal of experimental child psychology, 59(3), 419–456.

    Article  CAS  PubMed  Google Scholar 

  • Diamond, A. (2013). Executive functions. Annual review of psychology, 64, 135–168.

    Article  PubMed  Google Scholar 

  • Drechsler, R. (2007). Exekutive Funktionen. Zeitschrift für Neuropsychologie, 18(3), 233–248.

    Article  Google Scholar 

  • Faul, F., Erdfelder, E., Buchner, A., & Lang, A.-G. (2009). Statistical power analyses using G*Power 3.1: Tests for correlation and regression analyses. Behavior Research Methods, 41, 1149–1160.

    Article  PubMed  Google Scholar 

  • Fernández García, L., Merchán, A., Phillips-Silver, J., & Daza González, M. T. (2021). Neuropsychological development of cool and hot executive functions between 6 and 12 years of age: a systematic review. Frontiers in Psychology, 12, 687337.

    Article  PubMed  PubMed Central  Google Scholar 

  • Furley, P., & Memmert, D. (2012). Working memory capacity as controlled attention in tactical decision making. Journal of Sport and Exercise Psychology, 34(3), 322–344.

    Article  PubMed  Google Scholar 

  • Gathercole, S. E., Pickering, S. J., Ambridge, B., & Wearing, H. (2004). The structure of WM from 4 to 15 years of age. Developmental Psychology, 40, 177–190.

    Article  PubMed  Google Scholar 

  • Green, C. S., & Bavelier, D. (2006). Enumeration versus multiple object tracking: the case of action video game players. Cognition, 101(1), 217–245.

    Article  CAS  PubMed  Google Scholar 

  • Harris, D. J., Wilson, M. R., Crowe, E. M., & Vine, S. J. (2020). Examining the roles of working memory and visual attention in multiple object tracking expertise. Cognitive Processing, 21(2), 209–222.

    Article  PubMed  PubMed Central  Google Scholar 

  • Huijgen, B. C. H., Leemhuis, S., Kok, N. M., Verburgh, L., Oosterlaan, J., Elferink-Gemser, M. T., & Visscher, C. (2015). Cognitive functions in elite and sub-elite youth soccer players aged 13 to 17 years. PLoS ONE, 10(12), 1–13.

    Article  Google Scholar 

  • Ishihara, T., Kuroda, Y., & Mizuno, M. (2019). Competitive achievement may be predicted by executive functions in junior tennis players: An 18-month follow-up study. Journal of Sports Sciences, 37(7), 755–761.

    Article  PubMed  Google Scholar 

  • Jacobson, J., & Matthaeus, L. (2014). Athletics and executive functioning: How athletic participation and sport type correlate with cognitive performance. Psychology of Sport and Exercise, 15(5), 521–527.

    Article  Google Scholar 

  • Kaiser, S., Aschenbrenner, S., Pfüller, U., Roesch-Ely, D., & Weisbrod, M. (2012). Response Inhibition (INHIB). Version 22. Schuhfried.

    Google Scholar 

  • Kalén, A., Bisagno, E., Musculus, L., Raab, M., Pérez-Ferreirós, A., Williams, A. M., Araújo, D., Lindwall, M., & Ivarsson, A. (2021). The role of domain-specific and domain-general cognitive functions and skills in sports performance: A meta-analysis. Psychological bulletin, 147(12), 1290–1308.

    Article  PubMed  Google Scholar 

  • Ladouceur, C. D., Dahl, R. E., & Carter, C. S. (2007). Development of action monitoring through adolescence into adulthood: ERP and source localization. Developmental science, 10(6), 874–891.

    Article  PubMed  Google Scholar 

  • Lundgren, T., Högman, L., Näslund, M., & Parling, T. (2016). Preliminary investigation of executive functions in elite ice hockey players. Journal of Clinical Sport Psychology, 10(4), 324–335.

    Article  Google Scholar 

  • Mann, D. T. Y., Williams, A. M., Ward, P., & Janelle, C. M. (2007). Perceptual-Cognitive Expertise in Sport: A Meta-Analysis. Journal of Sport and Exercise Psychology, 29(4), 457–478.

    Article  PubMed  Google Scholar 

  • Miller, J. F., & Sadowski, J. (2017). Selected coordination factors which differentiate olympic Taekwondo athletes with a medal and athletes without a medal depending on the sport level. Polish Journal of Applied Sciences, 4, 123–128.

    Google Scholar 

  • Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., & Wager, T. D. (2000). The unity and diversity of executive functions and their contributions to complex “frontal lobe” tasks: a latent variable analysis. Cognitive Psychology, 41(1), 49–100.

    Article  CAS  PubMed  Google Scholar 

  • Neuwirth, W., & Benesch, M. (2012). Manual determination test (DT). Version 35. Schuhfried.

    Google Scholar 

  • Perico, C., Faubert, J., & Bertone, A. (2017). Three-Dimensional MOT task as an assessment tool for attention and working memory: a comparison with traditional measures. Journal of Vision, 17(10), 965–965.

    Article  Google Scholar 

  • Pylyshyn, Z., & Storm, R. W. (1988). Tracking multiple independent targets: Evidence for a parallel tracking mechanism. Spatial Vision, 3(3), 179–197.

    Article  CAS  PubMed  Google Scholar 

  • Saal, C., Zinner, J., Büsch, D., Werner, C., & Ücker, S. (2013). Der Footbonaut als Mess- und Informationssystem zu Erfassung der Agilität im Sportspiel Fußball. Zeitschrift für Gesundheit und Sport, 3(1), 54–61.

    Google Scholar 

  • Saal, C., Zinner, J., Fiedler, H., Lanwehr, R., & Krug, J. (2018). Reliability and validity of a soccer passing test using the Footbonaut. German Journal Of Exercise And Sport Research, 48(3), 334–340.

    Article  Google Scholar 

  • Seiferth, N. Y., Thienel, R., & Kircher, T. (2007). Exekutive Funktionen. In F. Schneider & G. R. Fink (Eds.), Funktionelle MRT in Psychiatrie und Neurologie (pp. 265–277). Springer.

    Chapter  Google Scholar 

  • Stratton, G., Reilly, T., Richardson, D., & Williams, A. M. (2004). Youth soccer: From science to performance. Routledge.

    Google Scholar 

  • Verburgh, L., Scherder, E. J. A., van Lange, P. A. M., & Oosterlaan, J. (2014). Executive functioning in highly talented soccer players. PLoS ONE, 9(3), e91254.

    Article  PubMed  PubMed Central  Google Scholar 

  • Vestberg, T., Gustafson, R., Maurex, L., Ingvar, M., & Petrovic, P. (2012). Executive functions predict the success of top-soccer players. PLoS ONE, 7(4), e34731.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Vestberg, T., Reinebo, G., Maurex, L., Ingvar, M., & Petrovic, P. (2017). Core executive functions are associated with success in young elite soccer players. PLoS ONE, 12(2), e170845.

    Article  PubMed  PubMed Central  Google Scholar 

  • Vestberg, T., Jafari, R., Almeida, R., Maurex, L., Ingvar, M., & Petrovic, P. (2020). Level of play and coach-rated game intelligence are related to performance on design fluency in elite soccer players. Scientific reports, 10(1), 1–10.

    Article  Google Scholar 

  • Voss, M. W., Kramer, A. F., Basak, C., Prakash, R. S., & Roberts, B. (2010). Are expert athletes ‘expert’ in the cognitive laboratory? A meta-analytic review of cognition and sport expertise. Applied Cognitive Psychology, 24(6), 812–826.

    Article  Google Scholar 

  • Wood, G., Vine, S. J., & Wilson, M. R. (2016). Working memory capacity, controlled attention and aiming performance under pressure. Psychological research, 80(4), 510–517.

    Article  PubMed  Google Scholar 

  • Yongtawee, A., Park, J. H., & Woo, M. J. (2021). Does sports intelligence, the ability to read the game, exist? A systematic review of the relationship between sports performance and cognitive functions. Journal of the Korea Convergence Society, 12(3), 325–339.

    Google Scholar 

  • Zelazo, P. D., Müller, U., Frye, D., Marcovitch, S., Argitis, G., Boseovski, J., Chiang, J. K., Hongwanishkul, D., Schuster, B. V., Sutherland, A., & Carlson, S. M. (2003). The development of executive function in early childhood. Monographs of the Society for Research in Child Development, 68(3), i–151.

    Article  Google Scholar 

  • Zhang, X., Yan, M., & Yangang, L. (2009). Differential performance of Chinese volleyball athletes and nonathletes on a multiple-object tracking task. Perceptual and Motor Skills, 109(3), 747–756.

    Article  PubMed  Google Scholar 

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Correspondence to Lena Radke.

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L. Radke, A. Mertens, J. Spielmann, and J. Mayer declare that they have no competing interests.

The studies reported in this article were conducted in accordance with the Declaration of Helsinki and the national ethical guidelines of the authors’ university.

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Radke, L., Mertens, A., Spielmann, J. et al. Being ahead of the game—the association between executive functions and football performance in high-level football players. Ger J Exerc Sport Res 53, 288–300 (2023). https://doi.org/10.1007/s12662-023-00885-8

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