Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russian Federation.
High Performance Sports Laboratory, Moscow Witte University, Moscow, Russian Federation.
PLoS One. 2023 Mar 23;18(3):e0283390. doi: 10.1371/journal.pone.0283390. eCollection 2023.
The relative age effect (RAE) is most prevalent in highly competitive youth soccer and persists to a lesser extent in senior soccer. However, it is known that soccer players born in the second half of the year are as successful at senior level, indicating that they are equally talented although under-represented at youth level due to bias during the selection process, in which the emphasis is on more pronounced physical qualities in a specific period of time. Examining the prevalence of the RAE among professional soccer players depending on the level of competition and playing position, as well as analyzing the relationship between the player's birth quarter and market value, are of scientific interest.
The dates of birth, playing position, and market value of all adult male soccer players included in the final rosters of teams from the top-division of 54 European countries, listed on www.transfermarkt.com on August 15th, 2020, were analyzed (18,429 soccer players in total). All players were categorized into four groups according to the quarter of birth (Q) and playing position. All teams were further sub-divided in groups depending on the soccer clubs' level of representation in the UEFA Champions League.
Of 18,429 players, 30.9% were born in Q1, 25.7% in Q2, 23.8% in Q3 and 19.6% in Q4. The number of soccer players born in Q1 was lower in less competitive leagues. The number of players born in Q1 decreased as the level of competition decreased; the highest percentage of these players was observed in clubs that are among the top 50 ranked in UEFA or compete in the most prestigious European championships. The RAE was less pronounced in teams that participate in lower competitive championships. There was no significant difference in market value between players playing position and level of competition when born in different quarters. Although, the most expensive soccer players in the European championships were late-born forwards. Players of various groups differed in their market value.
The RAE is currently prevalent in all the most competitive senior soccer leagues and teams in Europe regardless of playing position. There are no significant differences in market value between players of the same playing position and level of competition when born in different quarters. The most expensive soccer players in the European championships are forwards born in Q4. These findings may indicate that the under-representation of "late-born" soccer players in youth, and then consequently in adult soccer, is not associated with lower talent, but with other factors, possibly based on physiological characteristics and socio-cultural factors. Further measures are needed to mitigate the discriminatory effects of selection bias based on the RAE.
相对年龄效应(RAE)在竞争激烈的青年足球中最为普遍,在高级足球中则持续存在,但程度较轻。然而,人们知道,在高级别比赛中,出生于下半年的足球运动员同样成功,这表明他们同样有天赋,尽管由于选拔过程中的偏见,他们在青年级别中代表性不足,因为在特定时期,选拔更强调明显的身体素质。因此,研究职业足球运动员的 RAE 患病率取决于比赛水平和比赛位置,并分析球员出生季度与市场价值之间的关系,这具有科学意义。
分析了 2020 年 8 月 15 日在 www.transfermarkt.com 网站上列出的来自欧洲 54 个国家顶级联赛的球队最终阵容中所有成年男性足球运动员的出生日期、比赛位置和市场价值(总计 18429 名足球运动员)。所有球员根据出生季度(Q)和比赛位置分为四组。所有球队根据足球俱乐部在欧洲冠军联赛中的代表水平进一步分为小组。
在 18429 名球员中,30.9%出生于 Q1,25.7%出生于 Q2,23.8%出生于 Q3,19.6%出生于 Q4。在竞争力较低的联赛中,出生于 Q1 的足球运动员人数较少。随着竞争水平的降低,出生于 Q1 的球员人数减少;在 UEFA 排名前 50 位或参加最负盛名的欧洲锦标赛的俱乐部中,这些球员的比例最高。在参加低级别竞争锦标赛的球队中,RAE 不那么明显。在不同季度出生的球员在比赛位置和比赛水平方面的市场价值没有显著差异。尽管如此,在欧洲锦标赛中最昂贵的足球运动员是晚出生的前锋。不同组别球员的市场价值存在差异。
目前,相对年龄效应在欧洲所有最具竞争力的高级足球联赛和球队中普遍存在,无论比赛位置如何。在不同季度出生的相同比赛位置和比赛水平的球员之间,市场价值没有显著差异。在欧洲锦标赛中最昂贵的足球运动员是出生于 Q4 的前锋。这些发现可能表明,“晚生”足球运动员在青年足球和随后的成年足球中代表性不足,并不是因为天赋较低,而是因为其他因素,可能基于生理特征和社会文化因素。需要采取进一步措施来减轻基于 RAE 的选拔偏见的歧视性影响。