Exploring the Multidimensional Characteristics of Selected and Non-Selected White British and British South Asian Youth Cricketers: An Exploratory Machine Learning Approach

Youth Pub Date : 2024-05-23 DOI:10.3390/youth4020048
Tom Brown, Robert Cook, Lewis A. Gough, Irfan Khawaja, Alexander B. T. McAuley, A. Kelly
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Abstract

Selection into a County Age Group (CAG; under 10–18) programme is the first step for young aspiring cricketers on their journey to achieving professional status. Recognising that the British South Asian (BSA) community represents 30% of those who play recreational cricket compared to less than 5% of those who are selected to play at the professional level in England and Wales, it is important to better understand the characteristics of selected and non-selected players based on ethnicity to identify potential sociocultural differences during selection. Thus, the purpose of this study was to investigate the multidimensional factors that differentiated between selected and non-selected adolescent male cricketers as well as between White British (WB) and BSA selected players into a CAG programme. A total of 82 male participants aged between 14 and 17 years were included (mean = 15.3 ± 1.1 years: selected n = 33 and non-selected n = 49: WB n = 34, BSA n = 44, Other n = 4). In total, 104 characteristics were measured over nine tests, which were subsequently placed into five overarching factors: (a) physiological and anthropometrical, (b) perceptual–cognitive expertise, (c) psychological, (d) participation history, and (e) socio-cultural influences. A Bayesian binomial regression was performed in rSTAN using a weak normal prior to highlight differentiators in selection as well as differences between WB and BSA selected players. The results highlighted that athleticism, wellbeing and cohesion, the number of older brothers, and being born in birth quarters two and three were positively correlated with player selection into a CAG. Conversely, increases in psychological scores, a greater number of younger brothers and older sisters, as well as antisocial behaviour resulted in a reduced chance of player selection. Finally, several developmental factors (i.e., athleticism, wellbeing and cohesion, psychological distress, and levels of anti-social behaviour) differed based on ethnicity. These exploratory findings serve as a useful opening to highlight there are important differences to consider based on selection and ethnicity in CAG cricket.
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探索入选和未入选英国白人和英国南亚裔青少年板球运动员的多维特征:探索性机器学习方法
被选入郡级年龄组(CAG;10-18 岁以下)计划是有抱负的年轻板球运动员迈向职业板球之路的第一步。在英格兰和威尔士,英国南亚人(BSA)群体占休闲板球运动人数的 30%,而被选入职业板球运动的人数不到 5%,因此,更好地了解基于种族的入选和未入选球员的特点,以确定选拔过程中潜在的社会文化差异,就显得尤为重要。因此,本研究的目的是调查被选中和未被选中的青少年男子板球运动员之间的多维因素,以及被选中参加 CAG 计划的英国白人(WB)和英国南部白人(BSA)球员之间的多维因素。共有 82 名年龄在 14 至 17 岁之间的男性参与者(平均年龄为 15.3 ± 1.1 岁:入选者 n = 33,非入选者 n = 49:WB n = 34,BSA n = 44,其他 n = 4)。九项测试共测量了 104 项特征,随后将其归纳为五个主要因素:(a) 生理和人体测量,(b) 感知-认知专长,(c) 心理,(d) 参与历史,以及 (e) 社会-文化影响。在 rSTAN 中使用弱正态先验进行了贝叶斯二项式回归,以突出选拔中的差异因素以及 WB 和 BSA 选拔球员之间的差异。结果表明,运动能力、幸福感和凝聚力、哥哥的数量以及出生在第二和第三出生季度与球员入选 CAG 呈正相关。相反,心理分数的增加、兄弟姐妹的增多以及反社会行为则会降低球员入选的几率。最后,几个发展因素(即运动能力、幸福感和凝聚力、心理困扰和反社会行为水平)因种族而异。这些探索性研究结果是一个有益的开端,强调了在中国青少年板球运动中,基于选拔和种族的重要差异。
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