Expert and novice sensitivity to environmental regularities in predicting NFL games

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2021-11-01 DOI:10.1017/s1930297500008469
Lauren E. Montgomery, M. Lee
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Abstract

We study whether experts and novices differ in the way they make predictions about National Football League games. In particular, we measure to what extent their predictions are consistent with five environmental regularities that could support decision making based on heuristics. These regularities involve the home team winning more often, the team with the better win-loss record winning more often, the team favored by the majority of media experts winning more often, and two others related to surprise wins and losses in the teams’ previous game. Using signal detection theory and hierarchical Bayesian analysis, we show that expert predictions for the 2017 National Football League (NFL) season generally follow these regularities in a near optimal way, but novice predictions do not. These results support the idea that using heuristics adapted to the decision environment can support accurate predictions and be an indicator of expertise.
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预测NFL比赛时专家和新手对环境规律的敏感性
我们研究了专家和新手对国家橄榄球联盟比赛的预测方式是否不同。特别是,我们衡量他们的预测在多大程度上符合五种环境规律,这些规律可以支持基于启发式的决策。这些规律包括主队获胜的次数更多,输赢记录较好的球队获胜的次数更频繁,大多数媒体专家青睐的球队获胜次数更多,还有两个与球队上一场比赛的意外输赢有关。使用信号检测理论和分层贝叶斯分析,我们表明,专家对2017年美国国家橄榄球联盟(NFL)赛季的预测通常以接近最优的方式遵循这些规律,但新手预测则不然。这些结果支持这样一种观点,即使用适应决策环境的启发式方法可以支持准确的预测,并成为专业知识的指标。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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