ECSS Paris 2023: OP-AP07
INTRODUCTION: The Relative Age Effect (RAE) refers to a systematic bias where individuals born early in a selection year (e.g., Quarter 1) gain temporary developmental advantages, leading to overrepresentation in elite cohorts. While RAE in youth player selection is well-documented, its manifestation among head coaches, the tactical masterminds and leadership core of professional soccer, remains largely unexplored. This study fills this academic gap by conducting the first systematic empirical examination of RAE among head coaches in Europe's "Big Six" leagues (English Premier League, La Liga, Serie A, Bundesliga, Ligue 1, and Primeira Liga). This study focuses on three questions: I. Does the birth month distribution of head coaches in the "Big Six" significantly deviate from population benchmarks over the past 20 years? II. Does the intensity and direction of RAE vary by league culture, nationality, or coaching experience? III. How do the RAE patterns in soccer coaching compare to other elite sports like ice hockey? And we have the hypothesis that: Given that most elite coaches are former professional players, RAE will persist as a "legacy effect" through the "Player-to-Coach Pipeline." METHODS: 1,543 coaching tenures were collected from Transfermarkt, Wikipedia, and Worldfootball.net. After removing duplicates and filtering for European-born coaches born after 1950, the final sample size was (N = 1,399). Benchmark Data: Expected birth frequencies were derived from monthly live birth statistics (1950-2000) provided by national statistics offices (ONS, INSEE, DESTATIS, ISTAT, INE). Chi-square goodness-of-fit tests and Odds Ratios (OR) were used to quantify the magnitude of the bias. RESULTS: General Trends: A significant RAE was observed in Serie A and La Liga (p < 0.05), with an overrepresentation of Q1 and Q2 births. There is difference found in Bundesliga: The Bundesliga showed a more balanced distribution or a slight "reverse RAE," likely reflecting the trend of hiring "laptop coaches" without elite playing backgrounds. We can also find the evidence of Underdog Effect, While Q4 coaches have lower entry rates, they exhibit longer average enures and higher Points Per Game (PPG) in veteran groups, suggesting superior compensatory tactical skills. CONCLUSION: The persistence of RAE in coaching reveals "unconscious bias" in recruitment. Clubs often favor individuals who exhibited early leadership due to maturity as players. However, "underdog" coaches often internalize superior tactical intelligence due to their early-career struggles. It is recommended that football governing bodies incorporate RAE awareness into coaching education and establish more diverse talent identification mechanisms. This study provides empirical support for managerial selection in elite soccer. RAE not only affects players but also profoundly shapes the demographic structure of soccer leadership. Breaking this cycle is crucial for enhancing diversity and tactical innovation in the coaching ranks.
Read CV Ximing ShangECSS Paris 2023: OP-AP07
INTRODUCTION: Jumping events such as long jump, triple jump, and pole vault require the integration of high approach velocity, effective force transmission, and stretch–shortening cycle (SSC) utilization. Sprint capacity, elastic-explosive ability, and maximal strength are widely regarded as key physical qualities underpinning performance; however, their relative contributions within elite cohorts remain insufficiently quantified. Therefore, this study aimed to examine the associations between distinct physical capacity domains and competitive performance in elite jumping athletes. METHODS: Sixteen elite Chinese jumping athletes (long jump n = 8, triple jump n = 4, pole vault n = 4; mixed sex) were assessed during the pre-competition phase. The testing battery included 60 m sprint and flying 20 m sprint (sprint capacity), standing five-bound jump and short-approach jump (9–10 steps) (elastic-explosive ability), and standing long jump, backward medicine ball throw, 1RM power clean, and 1RM back squat (maximal strength). Physical test results were converted into standardized scores according to the official Chinese Athletics Association scoring system. To allow cross-event comparison, official competition results were transformed into standardized performance scores using the World Athletics Scoring Tables. Pearson correlation analyses were conducted to determine relationships between physical capacity scores and competitive performance. RESULTS: Sprint capacity showed the strongest association with competitive performance. The 60 m sprint score was significantly correlated with performance (r = 0.72, p < 0.01), explaining approximately 52% of performance variance. The flying 20 m score also demonstrated a strong relationship (r = 0.68, p < 0.01). Elastic-explosive indicators were significantly correlated with performance, with the five-bound jump score at r = 0.69 (p < 0.01) and the short-approach jump at r = 0.61 (p < 0.05). In contrast, maximal strength measures showed weaker associations (power clean r = 0.41; back squat r = 0.33). The composite fitness score correlated with performance at r = 0.66 (p < 0.01). Overall, speed- and SSC-related capacities demonstrated stronger associations with performance than maximal strength indicators. CONCLUSION: Within this elite jumping cohort, sprint capacity emerged as the primary physical correlate of competitive performance, while elastic-explosive ability provided an important complementary contribution. Maximal strength, although foundational, demonstrated comparatively limited discriminatory value. These findings suggest that, once adequate strength levels are achieved, training emphasis in elite jumpers may benefit from prioritizing sprint and SSC-based elastic-explosive development.
Read CV Pengfei WeiECSS Paris 2023: OP-AP07
INTRODUCTION: HYROX is a rapidly growing global fitness competition combining 8 km of running with eight standardized strength- and endurance-based exercises. Despite its rapid professionalization, empirical evidence on the longitudinal development of performance and underlying determinants of success remains limited. METHODS: All publicly available race data (n = 11,842 female and n = 27,854 male results) from individual HYROX PRO and ELITE competitions from Seasons 1-7 (2018/19–2024/25) were systematically collected using a custom Python script for automated web scraping, representing the largest dataset analyzed in HYROX research to date. Empirical cumulative distribution functions were used to derive season-specific percentile curves of PRO results. For the top 100 results per season (Top 100), linear mixed-effects models were applied to assess changes in absolute and relative discipline performance data. Discipline importance was further examined using rank-based reshuffling metrics and univariate quantile regression models across multiple performance quantiles. ELITE performance trends, performance convergence and Top 5 retention were additionally analyzed. RESULTS: From Season 4 onward, PRO finishing times improved notably across the entire performance distribution. At the median, male and female PRO athletes improved by approximately 8-10 min between Seasons 4 and 7, with larger gains at the 25th to 75th percentiles than at the 90th percentile. In the Top 100, total race time improved by ~13 min (≈19%) in males and ~17 min (≈21%) in females from Season 1 to Season 7. These improvements were primarily driven by faster running (~8 min in males; ~10 min in females), which still accounted for ~50% of total race time and showed a low discrepancy between discipline-specific and overall rankings. Strength-determined disciplines exhibited greater rank reshuffling and stronger quantile-dependent effects, indicating larger absolute increases in total race time among slower performers. ELITE median performance improved from 01:06:24 to 00:57:17 h in males, and from 01:11:09 to 01:03:22 h in females, with the coefficient of variation declining from >10% to <5%, indicating increasing competitive density. CONCLUSION: HYROX has rapidly evolved into a highly competitive, endurance-dominated sport in which success is associated with the ability to sustain fast running under cumulative metabolic and neuromuscular fatigue. Accordingly, practitioners should prioritize the development of aerobic capacity while maintaining sufficient strength capacity. These findings provide the first large-scale evidence of longitudinal evidence of performance development in HYROX and offer a data-driven foundation for training prioritization in competitive athletes.
Read CV Tim WiedenmannECSS Paris 2023: OP-AP07