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Zentgraf K, Musculus L, Reichert L, Will L, Roffler A, Hacker S, Hilpisch C, Wiedenbrüg K, Cermak N, Lenz C, de Haan H, Mutz M, Wiese L, Al-Ghezi A, Raab M, Krüger K. Advocating individual-based profiles of elite athletes to capture the multifactorial nature of elite sports performance. Sci Rep 2024; 14:26351. [PMID: 39487215 PMCID: PMC11530532 DOI: 10.1038/s41598-024-76977-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Accepted: 10/18/2024] [Indexed: 11/04/2024] Open
Abstract
Elite athletes are high-performance outliers within their specific sports. Even though science seeks to understand the nature of expertise and elite performance, much knowledge remains compartmentalized within subdisciplines. Despite this multidimensionality being acknowledged, an interdisciplinary approach to understanding elite athletes is still rare. This paper synthesizes insights across scientific domains in order to describe the population and individual characteristics of elite athletes. We analyzed diagnostic data from approximately 300 German squad athletes across eight different sports (e.g., gymnastics, volleyball, ice hockey, 3 × 3 basketball etc., agefemale = 18.95 ± 4.84 years, agemale = 19.32 ± 4.19 years) with expertise values ranging from 2 (low expertise) to 16 (high expertise). Data covered muscular strength, lower-body dynamics, muscle-power genetics, blood micronutrients, basic cognitive function, mental health, social support, and training conditions. Results of logistic regressions identified basic cognitive function (B = 0.89) and well-balanced blood micronutrients (B = 1.22) as critical factors distinguishing elite athletes. Additionally, multiple linear regressions suggested that lower-body dynamics (ß = 0.72) is related to increasing expertise values. We examined interactions between determinants of elite performance, and found that social support is positively associated with mental health and training conditions, whereas muscular strength correlates with lower-body dynamics. Focusing on top elite athletes in contrast to semi-elite athletes, we found higher within-group similarities in basic cognitive function and blood micronutrients. Findings indicate the need for a systemic, individualized, and comprehensive model using individual-based profiles.
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Affiliation(s)
- K Zentgraf
- Goethe University Frankfurt, Institute of Sport Sciences, Ginnheimer Landstrasse 39, Frankfurt am Main, 60487, Germany.
| | - L Musculus
- German Sport University Cologne, Institute of Psychology, Cologne, Germany
| | - L Reichert
- Goethe University Frankfurt, Institute of Sport Sciences, Ginnheimer Landstrasse 39, Frankfurt am Main, 60487, Germany
| | - L Will
- German Sport University Cologne, Institute of Psychology, Cologne, Germany
| | - A Roffler
- Goethe University Frankfurt, Institute of Sport Sciences, Ginnheimer Landstrasse 39, Frankfurt am Main, 60487, Germany
| | - S Hacker
- Justus Liebig University Giessen, Institute of Sports Science, Giessen, Germany
| | - C Hilpisch
- Justus Liebig University Giessen, Institute of Sports Science, Giessen, Germany
| | - K Wiedenbrüg
- Martin Luther University Halle Wittenberg, Institute of Philosophy II, Halle, Germany
| | - N Cermak
- Goethe University Frankfurt, Institute of Sport Sciences, Ginnheimer Landstrasse 39, Frankfurt am Main, 60487, Germany
| | - C Lenz
- Justus Liebig University Giessen, Institute of Sports Science, Giessen, Germany
| | - H de Haan
- German Sport University Cologne, Institute of Psychology, Cologne, Germany
| | - M Mutz
- Justus Liebig University Giessen, Institute of Sports Science, Giessen, Germany
| | - L Wiese
- Goethe University Frankfurt, Institute of Computer Science, Frankfurt am Main, Germany
| | - A Al-Ghezi
- Goethe University Frankfurt, Institute of Computer Science, Frankfurt am Main, Germany
| | - M Raab
- German Sport University Cologne, Institute of Psychology, Cologne, Germany
| | - K Krüger
- Justus Liebig University Giessen, Institute of Sports Science, Giessen, Germany
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Leyhr D, Rösch D, Cumming SP, Höner O. Selection-Dependent Differences in Youth Elite Basketball Players' Relative Age, Maturation-Related Characteristics, and Motor Performance. RESEARCH QUARTERLY FOR EXERCISE AND SPORT 2024; 95:775-788. [PMID: 38350004 DOI: 10.1080/02701367.2024.2311644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Accepted: 01/12/2024] [Indexed: 02/15/2024]
Abstract
Purpose: The aim of the present study was to investigate the influence of players' relative age, maturation-related characteristics, and motor performance tests on two different stages of talent selection (regional and national level) in youth elite basketball. Methods: Relative age, maturation-related variables (height, weight, maturity offset, maturity timing) and motor performance (Countermovement jump, Standing long jump, Modified agility T-test, Linear sprint 20 m) of N = 68 male youth basketball players (Mage = 14.39 ± 0.28 years) were assessed during the initial selection tournament for the German U15 national team. Pre-selection biases regarding relative age and maturity timing on the regional level were investigated utilizing one-sample t-tests. Differences in relative age, maturation-related characteristics and motor performance between players selected (n = 27) and non-selected (n = 41) for the youth national team were examined via independent samples' t-tests and logistic regression analyses. Results: Strong pre-selection biases toward early-born and early-maturing players were confirmed on the regional level. Significant advantages in height and weight and higher values in maturity offset and maturity timing were found for selected players. Among the motor variables, only Countermovement jump performance was significantly better in selected players. When controlling for relative age and biological maturation regression models including motor performance variables did not significantly discriminate players' selection status. Conclusion: Coaches working in national, but also preceding selection stages (regional and club level) should raise their awareness to relative age and biological maturation when evaluating players' potential and current (motor) performance.
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Born DP, Lorentzen J, Björklund G, Stöggl T, Romann M. Variation vs. specialization: the dose-time-effect of technical and physiological variety in the development of elite swimmers. BMC Res Notes 2024; 17:48. [PMID: 38355679 PMCID: PMC10865614 DOI: 10.1186/s13104-024-06706-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 01/26/2024] [Indexed: 02/16/2024] Open
Abstract
OBJECTIVE It is heavily discussed whether larger variety or specialization benefit elite performance at peak age. Therefore, this study aimed to determine technical (number of different swimming strokes) and physiological (number of different race distances) variety required to become an international-class swimmer (> 750 swimming points) based on 1'522'803 race results. RESULTS Correlation analyses showed lower technical variety in higher ranked swimmers (P < 0.001), yet with small effects (0.11-0.30). However, Poisson distribution revealed dose-time-effects and specified number of swimming strokes required during each age group. Specifically, freestyle swimmers showed highest chances when starting to compete in three to four swimming strokes but reduced their variety to three swimming strokes at the ages of 12/13yrs with another transition to two swimming strokes at the ages of 19/21yrs (female/male swimmers, respectively). Although both sexes showed similar specialization pattern throughout their career, earlier specialization was generally evident in female compared to male swimmers. At peak performance age, freestyle was most frequently combined with butterfly. Swimmers who either kept competing in all five swimming strokes or focused on only one at the beginning of their careers showed lowest probability of becoming an international-class swimmer. Physiological variety increased during junior age but declined again to three race distances towards elite age.
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Affiliation(s)
- Dennis-Peter Born
- Swiss Swimming Federation, Section for High-Performance Sports, Bern, Switzerland.
- Department for Elite Sport, Swiss Federal Institute of Sport Magglingen, Hauptstrasse 247, 2532, Magglingen, Switzerland.
| | - Jenny Lorentzen
- Computing in Science, University of Hamburg, Hamburg, Germany
| | - Glenn Björklund
- Swedish Winter Sports Research Centre, Mid Sweden University, Östersund, Sweden
| | - Thomas Stöggl
- Red Bull Athlete Performance Center, Thalgau, Austria
| | - Michael Romann
- Department for Elite Sport, Swiss Federal Institute of Sport Magglingen, Hauptstrasse 247, 2532, Magglingen, Switzerland
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Sweeney L, MacNamara Á, Taylor J. International selection and competition in youth sport: pin the tail on the donkey or targeted intervention? Front Sports Act Living 2023; 5:1298909. [PMID: 38186398 PMCID: PMC10768020 DOI: 10.3389/fspor.2023.1298909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Accepted: 12/08/2023] [Indexed: 01/09/2024] Open
Abstract
Across sporting contexts, there is growing debate surrounding the utility of junior international age group selection in sport. In this regard, there has been considerable focus on the age of selection, with the low conversion of athletes from junior to senior international level often used to critique the efficiency of such programmes. In this perspective article, we argue that there is a need for a more nuanced consideration of the effectiveness of international age groups in talent systems. We begin this perspective article with a synthesis of the literature pertaining to junior to senior transitions in sport, followed by the implications and opportunity cost presented by international age groups. We argue for a more contextual evaluation of international age groups relative to the performance aims of a talent system, the need for manipulation of challenge dynamics, and the resource costs of doing so (e.g., providing developmental challenges for those who have early advantage, or spreading resource amongst greater numbers for broader impact). We suggest that talent systems evaluate the opportunity cost presented by international age groups, with decisions based upon individual strategic context.
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Affiliation(s)
- Liam Sweeney
- Department of Sport Science and Nutrition, Faculty of Science and Engineering, Maynooth University, Kildare, Ireland
| | - Áine MacNamara
- School of Health and Human Performance, Faculty of Science and Health, Dublin City University, Dublin, Ireland
| | - Jamie Taylor
- School of Health and Human Performance, Faculty of Science and Health, Dublin City University, Dublin, Ireland
- Insight SFI Centre for Data Analytics, Dublin City University, Dublin, Ireland
- Grey Matters Performance Ltd., Stratford Upon Avon, United Kingdom
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