NBA Chemistry: Positive and Negative Synergies in Basketball

Allan Z. Maymin, Philip Z. Maymin, Eugene Shen
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引用次数: 19

Abstract

We introduce a novel Skills Plus Minus (“SPM”) framework to measure on-court chemistry in basketball. First, we evaluate each player’s offense and defense in the SPM framework based on three basic categories of skills: scoring, rebounding, and ball-handling. We then simulate games using the skill ratings of the ten players on the court. The results of the simulations measure the effectiveness of individual players as well as the 5-player lineup, so we can then calculate the synergies of each NBA team by comparing their 5-player lineup’s effectiveness to the “sum-of-the-parts.” We find that these synergies can be large and meaningful. Because skills have different synergies with other skills, our framework predicts that a player’s value is dependent on the other nine players on the court. Therefore, the desirability of a free agent depends on the players currently on the roster. Indeed, our framework is able to generate mutually beneficial trades between teams. Other ratings systems cannot generate mutually beneficial trades since one player is always rated above another. We find more than two hundred mutually beneficial trades between NBA teams, situations where the skills of the traded players fit better on their trading partner’s team.
NBA化学反应:篮球中的积极和消极协同作用
我们引入了一个新颖的技能加减(“SPM”)框架来衡量篮球场上的化学反应。首先,我们根据得分、篮板和持球这三种基本技能,在SPM框架下评估每个球员的进攻和防守。然后,我们使用球场上10名球员的技术等级来模拟比赛。模拟的结果测量了个人球员和5人阵容的效率,所以我们可以通过比较他们的5人阵容的效率来计算每支NBA球队的协同效应。我们发现,这些协同效应可能是巨大而有意义的。因为一种技能与其他技能有不同的协同作用,我们的框架预测一名球员的价值取决于球场上其他九名球员。因此,自由球员的吸引力取决于目前在名单上的球员。实际上,我们的框架能够在团队之间产生互利的交易。其他评级系统无法产生互惠互利的交易,因为一个玩家的评级总是高于另一个玩家。我们发现NBA球队之间有200多笔互利的交易,被交易球员的技术更适合交易伙伴的球队。
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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