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The Curious Anomaly of Skewed Judgment Distributions and Systematic Error in the Wisdom of Crowds

机译:人群智慧中偏斜判断分布的奇异异常和系统误差

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摘要

Judgment distributions are often skewed and we know little about why. This paper explains the phenomenon of skewed judgment distributions by introducing the augmented quincunx (AQ) model of sequential and probabilistic cue categorization by neurons of judges. In the process of developing inferences about true values, when neurons categorize cues better than chance, and when the particular true value is extreme compared to what is typical and anchored upon, then populations of judges form skewed judgment distributions with high probability. Moreover, the collective error made by these people can be inferred from how skewed their judgment distributions are, and in what direction they tilt. This implies not just that judgment distributions are shaped by cues, but that judgment distributions are cues themselves for the wisdom of crowds. The AQ model also predicts that judgment variance correlates positively with collective error, thereby challenging what is commonly believed about how diversity and collective intelligence relate. Data from 3053 judgment surveys about US macroeconomic variables obtained from the Federal Reserve Bank of Philadelphia and the Wall Street Journal provide strong support, and implications are discussed with reference to three central ideas on collective intelligence, these being Galton's conjecture on the distribution of judgments, Muth's rational expectations hypothesis, and Page's diversity prediction theorem.
机译:判断分布经常偏斜,我们对此一无所知。本文通过引入法官的神经元对顺序和概率提示分类的增强型梅花形(AQ)模型,解释了偏倚的判断分布现象。在对真值进行推论的过程中,当神经元对线索的分类胜于偶然性时,并且当特定的真值与典型值和锚定值相比极端时,法官群体很可能形成偏态的判断分布。而且,这些人的集体错误可以从他们的判断分布有多偏斜以及他们朝哪个方向倾斜来推断。这不仅意味着判断分布是由线索决定的,而且判断分布本身就是对群众智慧的暗示。 AQ模型还预测,判断方差与集体误差呈正相关,从而挑战了人们普遍认为的多样性与集体智慧之间的关系。从费城联邦储备银行和《华尔街日报》获得的有关美国宏观经济变量的3053次判断调查中的数据提供了有力的支持,并参考了关于集体智慧的三个中心思想对这些影响进行了讨论,这些思想是高尔顿对判决分布的猜想, Muth的理性期望假设和Page的多样性预测定理。

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  • 作者

    Ulrik W. Nash;

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  • 年(卷),期 -1(9),11
  • 年度 -1
  • 页码 e112386
  • 总页数 17
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