How social influence can undermine the wisdom of crowd effect

被引:578
作者
Lorenz, Jan [1 ]
Rauhut, Heiko [2 ]
Schweitzer, Frank [1 ]
Helbing, Dirk [2 ,3 ,4 ]
机构
[1] ETH, Chair Syst Design, CH-8032 Zurich, Switzerland
[2] ETH, Chair Sociol Particular Modeling & Simulat, CH-8092 Zurich, Switzerland
[3] Santa Fe Inst, Santa Fe, NM 87501 USA
[4] Coll Budapest Inst Adv Study, H-1014 Budapest, Hungary
关键词
collective judgment; estimate aggregation; experimental social science; swarm intelligence; overconfidence; JUDGMENTS; INTUITIONS; NETWORKS; OPINIONS; BEHAVIOR; BIASES; LOG;
D O I
10.1073/pnas.1008636108
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页码:9020 / 9025
页数:6
相关论文
共 37 条