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The Quarterback Prediction Problem: Forecasting the Performance of College Quarterbacks Selected in the NFL Draft

机译:四分卫预测问题:预测NFL草案中选择的大学四分卫的表现

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National Football League (NFL) teams spend substantial time and money trying to predict which college quarterbacks eligible to be drafted into the NFL will have successful professional careers. But despite this investment of resources, it is common for quarterbacks to perform much better or worse than anticipated. Prior work on this “quarterback prediction problem” has concluded that NFL teams are poor at determining which quarterbacks are likely to be successful based on information available prior to the draft. However, these analyses have generally focused only on quarterbacks who played in the NFL, ignoring those who were drafted but did not appear in a professional game. Using data on all quarterbacks drafted since 1997, we considered the problem of predicting NFL success as defined by two metrics (games played and Net Points), based on when a quarterback was drafted and his performances in college and at the NFL Combine. Our analyses suggest that college and combine statistics have little value for predicting whether a quarterback will be successful in the NFL. Contrary to previous work, we conclude that NFL teams aggregate pre-draft information—including qualitative observations—quite effectively, and their inability to consistently identify college quarterbacks who will excel in the professional ranks is a consequence of random variability in future performance due to factors which are unlikely to be observable.
机译:国家橄榄球联盟(NFL)团队花费大量时间和金钱来预测哪些符合资格被选入NFL的大学四分卫将拥有成功的职业生涯。但是,尽管投入了大量资源,但四分卫的表现通常好于或差于预期。关于“四分卫预测问题”的先前工作得出的结论是,NFL团队无法根据草稿之前的可用信息来确定哪些四分卫很可能成功。但是,这些分析通常只关注在NFL中踢过的四分卫,而忽略了那些被选拔但没有参加职业比赛的四分卫。使用自1997年以来起草的所有四分卫的数据,我们根据四分卫的起草时间以及他在大学和NFL组合中的表现,考虑了预测NFL成功的问题,该指标由两个指标(比赛数和净分)定义。我们的分析表明,大学和综合统计数据对于预测四分卫在NFL中是否会成功没有什么价值。与以前的工作相反,我们得出的结论是,NFL团队有效地汇总了选拔前的信息(包括定性观察),而他们无法始终如一地确定在专业级别上表现出色的大学四分卫,是由于未来表现的随机变化而造成的那些不太可能被观察到的因素。

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