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Do I Follow My Friends or the Crowd? Information Cascades in Online Movie Ratings

机译:我跟随我的朋友还是人群?在线电影分级中的信息级联

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摘要

Online product ratings are widely available on the Internet and are known to influence prospective buyers. An emerging literature has started to look at how ratings are generated and, in particular, how they are influenced by prior ratings. We study the social influence of prior ratings and, in particular, investigate any differential impact of prior ratings by strangers (“crowd”) versus friends. We find evidence of both herding and differentiation behavior in crowd ratings wherein users’ ratings are influenced positively or negatively by prior ratings depending on movie popularity. In contrast, friends’ ratings always induce herding. Further, the presence of social networking reduces the likelihood of herding on prior ratings by the crowd. Finally, we find that an increase in the number of friends who can potentially observe a user’s rating (“audience size”) has a positive impact on ratings. These findings raise questions about the reliability of ratings as unbiased indicators of quality and advocate the need for techniques to debias rating systems.
机译:在线产品评级可在Internet上广泛获得,并且已知会影响潜在的购买者。新兴的文献已经开始研究评级如何产生,尤其是它们如何受到先前评级的影响。我们研究了事先评级的社会影响力,尤其是调查了陌生人(“人群”)与朋友对先前评级的不同影响。我们发现人群收视率存在着羊群效应和分化行为的证据,根据电影的受欢迎程度,用户的收视率会受到先前收视率的正面或负面影响。相比之下,朋友的评分总是会吸引人。此外,社交网络的存在降低了人群趋向于先前评级的可能性。最后,我们发现可以观察用户评分(“受众规模”)的朋友数量的增加对评分产生了积极的影响。这些发现提出了有关作为无偏质量指标的评级可靠性的质疑,并提倡需要使评级系统无偏差的技术。

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