社交媒体整合与电子商务平台绩效:一项随机场实验

Ni Huang, Tianshu Sun, Peiyu Chen, Joseph M. Golden
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引用次数: 2

摘要

电子商务平台可以与Facebook整合,让用户使用自己的Facebook账户直接对产品页面发表评论,这种做法被称为社交媒体整合。这种整合可以通过传达关于产品知名度和质量的可靠信息来促进客户转换。然而,由于对用户评论的数量和内容缺乏控制,社交媒体整合也可能阻碍产品的销售。考虑到潜在的风险和收益,目前尚不清楚电子商务平台是否应该在其网站上整合社交媒体。在本研究中,我们与美国一家大型电子商务平台合作进行了随机现场实验,以检验社交媒体整合(以Facebook评论系统的形式)对用户购物行为(如添加产品到购物车,下订单)的影响。我们发现,与对照组(看到没有Facebook评论系统的产品页面)相比,治疗组(有Facebook评论系统)的客户平均有更高的可能性将产品添加到购物车(约6%)和下订单(约10%)。此外,我们发现有趣的异质处理效应与社会学习机制一致:当评论多时,整合的Facebook评论系统对客户转化的影响是积极的,而当评论少时,评论系统对客户转化的影响是消极的。此外,整合的Facebook评论系统对用户转化的积极影响对新买家比对回头客更强。我们进一步进行了差分分析(DID),并表明Facebook评论系统增加了平台实验部分产品的总体需求。我们的研究为在线平台上社交媒体功能管理的新兴研究做出了贡献,并为实践提供了直接的管理启示。
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Social Media Integration and E-Commerce Platform Performance: A Randomized Field Experiment
E-commerce platforms can integrate with Facebook to let users directly comment on product pages using their Facebook accounts, a practice known as social media integration. Such integration can boost customer conversion by conveying credible information about product popularity and quality. However, due to the lack of control over the volume and content of user comments, social media integration might also hinder product sales. Given the potential risks and benefits, it is not clear whether an e-commerce platform should embrace social media integration on its website. In this study, we conduct a randomized field experiment in collaboration with a large e-commerce platform in the U.S. to examine the impact of social media integration (in the form of Facebook comment system) on users' shopping behaviors (e.g., adding a product to cart, placing an order). We find that, compared to those in the control group (who see the product page without Facebook comment system), customers in the treatment group (with Facebook comment system) on average have a significantly higher likelihood of adding product to cart (~6% increase) and placing an order (~10% increase). Furthermore, we find interesting heterogeneous treatment effects that align with social learning mechanism: the effect of the integrated Facebook comment system on customer conversion is positive when there are many comments, yet it is negative when there are few comments. Moreover, the positive effect of the integrated Facebook comment system on user conversion is stronger for new buyers than repeat customers. We further conduct difference-in-difference (DID) analysis and show that the Facebook comment system increases the overall demand for products in the experimental section of the platform. Our study contributes to the nascent research on the management of social media functions on online platforms and provides direct managerial implications to the practice.
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