Evaluating the impact of a digitally implemented subjective standard on professional rugby union player management decision-making

Jayamini Ranaweera, D. Weaving, M. Zanin, G. Roe
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Abstract

Using a pre-post-test design, this study evaluated the impact of implementing a standard on the reliability of player management decision-making within a professional rugby union environment. Five practitioners from a High-Performance Unit (HPU) rated 22 instances of Global Positioning System (GPS)–based external training load information of 14 players across the 2021–2022 season. This rating was whether a peak/trough/normal exposure in load had occurred. The ratings were repeated at four time points (separated by 2 weeks) before (Pre1, Pre2) and after (Post1, Post2) implementing a consensus statement as a subjective standard (using a dashboard) developed previously within the same environment to identify peaks/troughs in player external training loads. Inter-rater agreement between individuals at each voting round was assessed using Light's Kappa, while pre-post-standard intra-rater agreement was determined from Cohen's Kappa (both with 95% confidence intervals). Changes to dashboard usability from implementing the standard were assessed by administering the System Usability Scale to 11 HPU staff at the four time points. Pre-standard moderate inter-rater agreement (Pre1: 0.53 (0.36–0.69), Pre2: 0.60 (0.42–0.77)) increased to almost perfect agreement (Post1: 0.74 (0.57–0.89), Post2: 0.90 (0.79–1)) post-standard. The intra-rater agreement of 2/5 participants was almost perfect post-standard, while it remained within substantial levels for the others. A linear mixed model ( χ2(3) = 8.85, p = 0.03) illustrated a slight increase in dashboard usability after incorporating the standard (Pre1: 84.09, Pre2: 81.36; Post1: 87.73, Post2: 87.27). Overall, the results highlighted that the subjective standard enhanced reliability of practitioner agreement for the selected decision.
评估数字化实施的主观标准对职业橄榄球联盟球员管理决策的影响
采用前-后测试设计,本研究评估了在职业橄榄球联盟环境中实施一项标准对球员管理决策可靠性的影响。来自高性能单元(HPU)的5名从业者对14名球员在2021-2022赛季的22个基于全球定位系统(GPS)的外部训练负荷信息进行了评分。这个评级是指是否发生了峰值/低谷/正常的负荷暴露。在(Pre1, Pre2)之前和(Post1, Post2)之后的四个时间点(间隔2周)重复评分,作为先前在同一环境中开发的主观标准(使用仪表板)的共识声明,以确定球员外部训练负荷的高峰/低谷。在每一轮投票中,个人之间的评分者之间的一致性使用Light的Kappa进行评估,而标准前后的评分者之间的一致性由Cohen的Kappa确定(两者都有95%的置信区间)。通过在四个时间点对11名HPU工作人员管理系统可用性量表,评估了实施标准对仪表板可用性的变化。标准前评分者之间的一致性(Pre1: 0.53 (0.36-0.69), Pre2: 0.60(0.42-0.77))增加到几乎完全一致(Post1: 0.74 (0.57-0.89), Post2: 0.90(0.79-1))。五分之二的参与者的内部评级一致几乎是完美的后标准,而其他参与者的内部评级一致仍然在相当大的水平内。线性混合模型(χ2(3) = 8.85, p = 0.03)表明,纳入标准后,仪表板可用性略有增加(Pre1: 84.09, Pre2: 81.36;邮政1:87.73,邮政2:87.27)。总的来说,结果突出表明,主观标准增强了从业人员对所选决策的同意的可靠性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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