From Darwin to the Diamond: How Baseball and Billy Beane Arrived at Moneyball

Mark Fichman, Michael Fichman
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引用次数: 3

Abstract

We apply an evolutionary framework to explain why new data analytic methods were successfully applied to baseball in the first decade of the 21st century; a phenomenon popularly characterized as Moneyball. We review work showing that managing a baseball team using the performance metric, batting average, became less effective due to competitive pressures. The variability of batting average has declined since 1900. We show how another performance metric, on base percentage, or the value of taking bases on balls (walks), became more valuable given that batting average declined in value as a potential source of competitive advantage. Walks, while always known to contribute to success in baseball, never were pursued as a source of competitive advantage. Consequently, the variability in walks has been relatively constant throughout the history of baseball, consistent with a lack of competition on this dimension. The timing of this shift in managerial attention and strategy from managing hitting performance to managing on base performance is due, in part, to the value of batting average ''running down'' or being "competed away'' as all teams pursued the same strategy. This phenomenon, illustrates in a novel setting how performance strategies evolve over time under conditions of competition.
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从达尔文到钻石:棒球和比利·比恩是如何到达Moneyball的
我们应用进化框架来解释为什么新的数据分析方法在21世纪的第一个十年成功地应用于棒球;这种现象通常被称为Moneyball。我们回顾了一些研究,这些研究表明,由于竞争压力,使用表现指标(击球率)来管理棒球队的效率降低了。自1900年以来,击球率的可变性有所下降。我们展示了另一个性能指标,上垒率,或上垒率(保送)的价值,如何在打击率作为竞争优势的潜在来源的价值下降的情况下变得更有价值。虽然人们一直认为保送有助于棒球比赛的成功,但它从未被视为竞争优势的来源。因此,在整个棒球历史中,保送的可变性一直相对稳定,这与在这方面缺乏竞争是一致的。管理注意力和策略从管理打击表现转向管理垒打表现的时机,部分是由于打击率“下降”或“被竞争掉”的价值,因为所有球队都在追求同样的策略。这一现象以一种新颖的方式说明了在竞争条件下绩效策略如何随着时间的推移而演变。
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