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社会影响如何破坏群体智慧效应。

How social influence can undermine the wisdom of crowd effect.

机构信息

Chair of Systems Design, ETH Zürich, CH-8032 Zurich, Switzerland.

出版信息

Proc Natl Acad Sci U S A. 2011 May 31;108(22):9020-5. doi: 10.1073/pnas.1008636108. Epub 2011 May 16.

Abstract

Social groups can be remarkably smart and knowledgeable when their averaged judgements are compared with the judgements of individuals. Already Galton [Galton F (1907) Nature 75:7] found evidence that the median estimate of a group can be more accurate than estimates of experts. This wisdom of crowd effect was recently supported by examples from stock markets, political elections, and quiz shows [Surowiecki J (2004) The Wisdom of Crowds]. In contrast, we demonstrate by experimental evidence (N = 144) that even mild social influence can undermine the wisdom of crowd effect in simple estimation tasks. In the experiment, subjects could reconsider their response to factual questions after having received average or full information of the responses of other subjects. We compare subjects' convergence of estimates and improvements in accuracy over five consecutive estimation periods with a control condition, in which no information about others' responses was provided. Although groups are initially "wise," knowledge about estimates of others narrows the diversity of opinions to such an extent that it undermines the wisdom of crowd effect in three different ways. The "social influence effect" diminishes the diversity of the crowd without improvements of its collective error. The "range reduction effect" moves the position of the truth to peripheral regions of the range of estimates so that the crowd becomes less reliable in providing expertise for external observers. The "confidence effect" boosts individuals' confidence after convergence of their estimates despite lack of improved accuracy. Examples of the revealed mechanism range from misled elites to the recent global financial crisis.

摘要

当将群体的平均判断与个体的判断进行比较时,社会群体可以表现出非凡的智慧和知识。早在高尔顿(Galton)[Galton F(1907)Nature 75:7]就发现了证据,表明群体的中位数估计可以比专家的估计更准确。这种群体智慧效应最近在股票市场、政治选举和问答节目中得到了支持[Surowiecki J(2004)The Wisdom of Crowds]。相比之下,我们通过实验证据(N=144)表明,即使是轻微的社会影响也会破坏简单估计任务中的群体智慧效应。在实验中,被试可以在收到其他被试的平均或全部回答信息后重新考虑对事实问题的回答。我们将被试的估计值收敛度和准确性的提高与控制条件进行了比较,在控制条件下,没有提供有关他人回答的信息。尽管群体最初是“明智的”,但关于他人估计的知识会使意见的多样性缩小到如此程度,以至于它以三种不同的方式破坏了群体智慧效应。“社会影响效应”在没有降低集体错误的情况下减少了群体的多样性。“范围缩小效应”使真理的位置移到了估计范围的外围区域,从而使群体在为外部观察者提供专业知识方面变得不可靠。“信心效应”尽管准确性没有提高,但会在估计值收敛后增强个体的信心。所揭示的机制的例子从误导的精英到最近的全球金融危机不等。

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本文引用的文献

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