ArticleFrontiers in psychology2021
Are Soccer and Futsal Affected by the Relative Age Effect? The Portuguese Football Association Case.
Article in Frontiers in psychology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 1 of them a synthesis that pooled it.
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Who cites it
14 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Talent Identification and Development in Male Futsal: A Systematic Review.International journal of environmental research and public health · 2022Pooled it
- Barriers and Facilitators in the Junior-to-Senior Transition in Male Football-A Scoping Review.Sports (Basel, Switzerland) · 2025Review
- Positional relative age effect in europe's top ten football leagues.BMC sports science, medicine & rehabilitation · 2025Article
- Skeletal Maturity in Adolescence: Evaluating Bone Development and Age Metrics.Diagnostics (Basel, Switzerland) · 2025Article
- Relative age effects in European soccer: their association with contextual factors, impact on youth national teams' performance, and presence at the senior level.Frontiers in sports and active living · 2025Article
- The relative age effect and the relationship between biological maturity and athletic performance in Austrian elite youth soccer players.Frontiers in sports and active living · 2025Article
- Born to win? Investigating the relative age effects in the big five European women's football leagues.Frontiers in sports and active living · 2025Article
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- Relative Age Effect Analysis in the History of the Ballon d'Or (1956-2023).Sports (Basel, Switzerland) · 2024Article
- Maturation Selection Biases and Relative Age Effect in Italian Soccer Players of Different Levels.Biology · 2022Article
- Successful Young Athletes Have Low Probability of Being Ranked Among the Best Senior Athletes, but This Is Higher When Compared to Their Less Successful Peers.Frontiers in psychology · 2022Article
- Effects of Chronological Age, Relative Age, and Maturation Status on Accumulated Training Load and Perceived Exertion in Young Sub-Elite Football Players.Frontiers in physiology · 2022Article
- Small Relative Age Effect Appears in Professional Female Italian Team Sports.International journal of environmental research and public health · 2021Article
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A better understanding of the relative age effect (RAE) in youth will increase the awareness of the need for reducing the bias of (de)selection. Thus, we investigated the RAE in youth female and male soccer and futsal players in Portugal, using nationwide data. Birthdates of 5,306 female and 126,285 male soccer players, and 2,437 female and 23,988 male futsal players (U7-U19), registered in Portugal during the season 2019-2020, and Portuguese National teams (from U15 to AA soccer teams and from U17 to AA futsal teams) were analyzed. Data were categorized into age groups and certification levels [no certification, basic football training center, football school, and training institution] of the respective clubs/academies. Birthdates were stratified from the start of the selection year using quartiles (Q) and semesters (S). Differences between the observed and expected birthdate distributions were analyzed using chi-square statistics, and RAEs were calculated using odds ratios (OR). In both soccer and futsal, female players, in the age category U9, RAEs were found (Q1 vs. Q4, OR: 1.49 and 1.84, respectively). In male soccer, differences in the birthdate distribution were observed in all age categories (U7-U19) with significant OR between all comparisons (Q and S). In contrast, an over-representation of young male futsal players (Q1 vs. Q4) was observed only in the age categories U7 and U9 (OR: 1.54 and 1.34, respectively). The stratification by certification level showed a significant RAE for all certification levels in male soccer players. In contrast, in male futsal players, the RAE was significant only in clubs and academies with the highest level. For National teams, the RAE was more pronounced in male soccer, particularly in the U16 and U17 (OR: 9.84 and 12.36, respectively). Data showed a RAE in female and male youth soccer and futsal, particularly in male, younger age categories, and in clubs and academies having a higher certification level, which could be accompanied by a loss of valuable elite players during the youth phase of their careers. Thus, adjustments in the systems and structure of talent identification are recommended to prevent RAE-related discrimination in youth soccer and futsal.
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