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How Peer Influence Affects Attribute Preferences: A Bayesian Updating Mechanism

机译:对等影响如何影响属性首选项:贝叶斯更新机制

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摘要

We study how multiattribute product choices are affected by peer influence. We propose a two-stage conjoint-based approach to examine three behavioral mechanisms of peer influence. We find that when faced with information on peer choices, consumers update their attribute preferences in a Bayesian manner. This suggests that greater uncertainty in the attribute preferences of a focal consumer and lesser uncertainty in preferences of peers both lead to greater preference revision. Greater number of peers is associated with greater preference revision, although the extent of preference revision diminishes with increasing number of peers. Furthermore, to address the significant time and costs associated with collecting sociometric data, we estimate the accuracy of predicted consumer choices when peer influence data are unavailable. Online social network membership and frequency of peer interactions provide better proxies than more common demographic similarity measures. These findings have key implications, especially for word-of-mouth marketing.
机译:我们研究了多属性产品选择如何受同伴影响。我们提出了一种基于联合的两阶段方法来研究同伴影响的三种行为机制。我们发现,面对同伴选择的信息时,消费者以贝叶斯方式更新其属性偏好。这表明焦点消费者的属性偏好的更大不确定性和同伴的偏好的较小不确定性都导致更大的偏好修正。尽管同等数量的增加会减少偏好修订的程度,但更多的同等数量与更大的偏好修订相关联。此外,为了解决与收集社会计量数据相关的大量时间和成本,我们估计在没有同龄人影响数据时预测消费者选择的准确性。在线社交网络成员资格和对等方交互的频率提供了比更常见的人口统计学相似性度量更好的代理。这些发现具有关键意义,特别是对于口碑营销。

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