将点击与砖块联系起来:了解电子邮件广告对多渠道销售的影响

IF 5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE
Mi Zhou, Vibhanshu Abhishek, Edward H. Kennedy, Kannan Srinivasan, Ritwik Sinha
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引用次数: 0

摘要

企业广泛使用电子邮件广告直接向消费者发送促销信息。虽然电子邮件广告是一种方便的工具,使企业能够在线锁定目标消费者,但很少有证据表明其对消费者在网店和实体店消费的多渠道影响。在本文中,我们利用来自全球最大办公用品零售商之一的独特高维数据集,将每位消费者的在线行为与实体店的商品购买记录联系起来。我们采用了一种双重稳健估算器,该估算器结合了用于观察数据因果估算的非参数机器学习方法。我们的结果表明,电子邮件广告大大提高了零售商在不同渠道的销售额。我们还研究了电子邮件广告对消费者在购买漏斗中的各种行为的影响,发现销售额的增加源于消费者购买概率的增加和购买产品种类的增多。此外,我们还研究了影响电子邮件广告多渠道效应的几个调节因素,如产品类型和消费者细分。我们的研究为电子邮件广告对不同渠道消费者行为的经济影响及其内在机制提供了实证证据,为多渠道零售商改进其数字营销策略提供了直接启示。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Linking Clicks to Bricks: Understanding the Effects of Email Advertising on Multichannel Sales
Businesses have widely used email ads to directly send promotional information to consumers. Whereas email ads serve as a convenient tool that allows firms to target consumers online, there is little evidence of their multichannel impact on consumer spending in both online and brick-and-mortar stores. In this paper, we utilize a unique high-dimensional data set from one of the world’s largest office supplies retailers to link each consumer’s online behaviors to item-level purchase records in physical stores. We employ a doubly robust estimator that incorporates nonparametric machine learning methods for causal estimation of observational data. Our results show that email ads significantly increase the retailer’s sales across different channels. We also investigate the effects of email ads on diverse consumer behaviors along the purchase funnel and find that increased sales result from increased purchase probability and a wider variety of products purchased by consumers. Further, we examine several moderating factors, such as product types and consumer segments, that influence the multichannel effects of email advertising. Our study provides empirical evidence for the economic impact of email ads on consumer behavior across different channels and the underlying mechanisms thereof, offering direct implications for multichannel retailers seeking to improve their digital marketing strategies.
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来源期刊
CiteScore
9.10
自引率
8.20%
发文量
120
期刊介绍: ISR (Information Systems Research) is a journal of INFORMS, the Institute for Operations Research and the Management Sciences. Information Systems Research is a leading international journal of theory, research, and intellectual development, focused on information systems in organizations, institutions, the economy, and society.
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