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When Do Consumers Value Positive vs. Negative Reviews? An Empirical Investigation of Confirmation Bias in Online Word of Mouth

机译:消费者何时评价正面评论与负面评论?在线口碑中确认偏差的实证研究

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In the online word-of-mouth literature, research has consistently shown that negative reviews have a greater impact on product sales than positive reviews. Although this negativity effect is well documented at the product level, there is less consensus on whether negative or positive reviews are perceived to be more helpful by consumers. A limited number of studies document a higher perceived helpfulness for negative reviews under certain conditions, but accumulating empirical evidence suggests the opposite. To reconcile these contradictory findings, we propose that consumers can form initial beliefs about a product on the basis of the product's summary rating statistics (such as the average and dispersion of the product's ratings) and that these initial beliefs play a vital role in their subsequent evaluation of individual reviews. Using a unique panel data set collected from Apple's App Store, we empirically demonstrate confirmation bias-that consumers have a tendency to perceive reviews that confirm (versus disconfirm) their initial beliefs as more helpful, and that this tendency is moderated by their confidence in their initial beliefs. Furthermore, we show that confirmation bias can lead to greater perceived helpfulness for positive reviews (positivity effect) when the average product rating is high, and for negative reviews (negativity effect) when the average product rating is low. Thus, the mixed findings in the literature can be a consequence of confirmation bias. This paper is among the first to incorporate the important role of consumers' initial beliefs and confidence in such beliefs (a fundamental dimension of metacognition) into their evaluation of online reviews, and our findings have significant implications for researchers, retailers, and review websites.
机译:在在线口碑文献中,研究一直表明,负面评论比正面评论对产品销售的影响更大。尽管这种消极效果已在产品级别得到了很好的证明,但对于消费者认为负面评论还是正面评论会更有帮助的共识却很少。数量有限的研究表明,在一定条件下,负面评论的帮助作用更高,但是积累的经验证据却相反。为了调和这些矛盾的发现,我们建议消费者可以根据产品的摘要评分统计信息(例如,产品评分的平均值和离散度)来形成对产品的初步信念,并且这些初步信念在其后续工作中起着至关重要的作用个人评论的评估。使用从Apple App Store收集的独特面板数据集,我们从经验上证明了确认偏差-消费者倾向于将评论视为肯定(相对于否定)其最初的信念更有用的评论,并且这种趋势可以通过其对自己的信心来缓解。最初的信念。此外,我们显示,当平均产品评分高时,确认偏见可导致对正面评价(积极效果)和负面评价(负面影响)(当平均产品评价低时)产生更大的感知帮助。因此,文献中的混合发现可能是确认偏差的结果。本文是第一批将消费者的最初信念和对此类信念(元认知的基本维度)的信心纳入其对在线评论的评估中的第一人,我们的发现对研究人员,零售商和评论网站具有重要意义。

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