文字与照片相遇:照片何时以及为什么会增加复习的帮助

IF 5.1 1区 管理学 Q1 BUSINESS
Gizem Ceylan, Kristin Diehl, Davide Proserpio
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引用次数: 2

摘要

带照片的评论更有帮助吗?如果是这样,当照片和文字传达相似或不同的信息时,消费者会发现评论更有帮助吗?本文研究了图片和文字内容相似度对复习帮助性的影响及其潜在机制。使用来自Yelp的740万条评论和350万张照片的数据集,并应用机器学习算法,作者量化了文本和照片之间内容的相似性。他们发现,总的来说,照片增加了评论的有用性。但更重要的是,照片和文字之间的相似性更能增强复习的帮助。然后,作者用人类法官的相似性感知验证基于算法的相似性评估。利用Yelp上的真实评论和精心设计的刺激,他们在五个实验室实验中重复了核心发现。此外,通过测试潜在的机制,他们发现更大的相似性有助于消费者更容易地处理评论,这反过来又增加了评论对消费者的帮助。最后,他们表明,阻碍处理的容易程度的因素(例如,语言困难或图像质量差)会降低相似性对帮助的影响。这些发现为用户生成内容(包括文本和照片)的价值及其潜在机制提供了新的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Words Meet Photos: When and Why Photos Increase Review Helpfulness
Are reviews with photos more helpful? If so, do consumers find reviews more helpful when photos and text convey similar or different information? This article examines the effect of content similarity between photos and text on review helpfulness and its underlying mechanism. Using a data set of 7.4 million reviews associated with 3.5 million photos from Yelp, and applying machine learning algorithms, the authors quantify the similarity of the content between text and photos. They find that, overall, photos increase the helpfulness of a review. More importantly, though, greater similarity between photos and text heightens review helpfulness more. The authors then validate algorithm-based similarity assessments with similarity perceptions of human judges. Using real-world reviews from Yelp and carefully designed stimuli, they replicate the core findings in five laboratory experiments. Further, testing the underlying mechanism, they find that greater similarity facilitates the ease with which consumers can process the review, which, in turn, increases that review's helpfulness to consumers. Finally, they show that factors that impede the ease of processing (e.g., language difficulty or poor image quality) can reduce the effect of similarity on helpfulness. These findings provide novel insights into the value of user-generated content that includes text and photos and its underlying mechanism.
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来源期刊
CiteScore
10.30
自引率
6.60%
发文量
79
期刊介绍: JMR is written for those academics and practitioners of marketing research who need to be in the forefront of the profession and in possession of the industry"s cutting-edge information. JMR publishes articles representing the entire spectrum of research in marketing. The editorial content is peer-reviewed by an expert panel of leading academics. Articles address the concepts, methods, and applications of marketing research that present new techniques for solving marketing problems; contribute to marketing knowledge based on the use of experimental, descriptive, or analytical techniques; and review and comment on the developments and concepts in related fields that have a bearing on the research industry and its practices.
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