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Implementing data analytics for U.Va. Football

机译:为U.Va实施数据分析。足球

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Advanced statistical models and data analytic tools to enhance football performance have not been utilized to their full potential. The University of Virginia Football program has begun to build analytics into their program; however, we believe that robust data analytics can continue to be added to further improve the decision-making process. This effort is supported by the belief of the coaching staff in analytic-based strategies. This paper outlines tools that we have built to enhance data analytics for U.Va. football. One of the tools outlined was built with the goal of removing the guess work out of play calling and providing the coaches with specific probabilities of potential outcomes of each play they could run. These probabilities are provided by statistical models, and a simulation tool has been built for the use by coaches and players. Two of the tools outlined will provide the coaches with analytics that enhance their scouting of opponents. One of these tools has been built to ensure that the coaches can quickly create powerful visualizations of their opponents play calling, while the other is to provide the coaches with critical statistics that they should focus on when game planning for an opponent. This paper also outlines how we have advised the coaches on their current data collection and how they can improve the way that they record data to suit their analytical needs. Providing the coaches with analysis that will improve on field performance requires providing them with intuitive tools that can be used without a data scientist present, while still ensuring that they understand how the analysis is conducted.
机译:提高足球性能的高级统计模型和数据分析工具未被利用其全部潜力。弗吉尼亚大学足球计划已经开始将分析建设到他们的计划中;但是,我们认为可以继续增加强大的数据分析,以进一步改善决策过程。这项努力得到了基于分析的策略的教练员工的支持。本文概述了我们建立的工具,以增强U.VA的数据分析。足球。其中一个概述的工具是建立的,其目标是删除播放呼叫中的猜测工作,并为教练提供他们可以运行的每个戏剧的潜在结果的特定概率。这些概率由统计模型提供,并建立了一个模拟工具,用于由教练和玩家使用。概述的两个工具将提供与分析的教练,以增强他们对对手的侦察。这些工具之一已建成,以确保教练可以快速创建强大的对手的可视化打打电话,而另一种是提供教练与关键统计数据,他们应该专注于比赛时规划的对手。本文还概述了我们如何建议教练对当前的数据收集以及它们如何改进他们记录数据以满足其分析需求的方式。提供具有分析的教练,以改善现场性能,需要提供可在没有数据科学家的情况下使用的直观工具,同时仍然确保他们了解如何进行分析。

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