客户电子邮件参与是否能提高盈利能力?订阅服务零售的实地实验证据

Yiwei Wang, Lauren Xiaoyuan Lu, Pengcheng Shi
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引用次数: 0

摘要

问题定义:本文实证研究了客户电子邮件参与度如何影响订阅服务提供商和零售商的盈利能力。他们一直在使用电子邮件互动来提高客户留存率。然而,目前尚不清楚电子邮件参与度是否会提高他们的盈利能力。现有文献关注的是电子邮件参与对客户保留的好处,而忽略了为保留客户服务的相关运营成本。方法/结果:我们分析了美国一家大型洗车连锁店进行的现场实验的结果,该连锁店向消费者提供分层订阅服务,并采用基于射频识别的技术来跟踪订户服务事件。我们运用生存分析和差异中的差异方法来估计电子邮件参与对订阅者留存率和服务消费的影响。我们发现,在实验开始后的5个月里,每隔半个月发送两封邮件的用户留存率提高了7.4%,在整个5个月的时间里,用户流失率降低了26.3%。与此同时,我们发现,同样的参与度使订阅者的每周期服务消费增加了7.0%。我们为解释电子邮件参与对订阅者服务消费影响的两种行为机制提供了启发性证据。首先,用户粘性效应会随着时间的推移而减弱,在收到第二封邮件后会表现出疲劳感,这表明电子邮件对订阅者起到了提醒的作用。第二,参与效应在参与结束后持续存在,但随着时间的推移而减弱,这表明订阅者形成了习惯。通过计算订阅者终身价值和服务运营成本,我们发现在中层不常用订阅者和顶级订阅者中部署电子邮件参与度会增加利润,但在中层常用订阅者和底层订阅者中部署电子邮件参与度会降低利润。因此,我们建议公司采用选择性策略,只向盈利的订户发送参与邮件。管理启示:我们的研究强调,电子邮件参与度是一把双刃剑;它既增加了客户保留,又增加了服务消耗,当服务保留客户所增加的运营成本超过了客户保留带来的收益时,可能会降低盈利能力。我们建议订阅服务提供商和零售商采用数据驱动的方法来优化他们的电子邮件参与策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Does Customer Email Engagement Improve Profitability? Evidence from a Field Experiment in Subscription Service Retailing
Problem definition: This paper empirically investigates how customer email engagement affects the profitability of subscription service providers and retailers. They have been using email engagement to increase customer retention. However, it is unclear whether email engagement improves their profitability. The existing literature focuses on email engagement’s benefit of customer retention but ignores its associated operating cost to serve retained customers. Methodology/results: We analyze the outcome of a field experiment conducted by a large U.S. car wash chain that offers tiered subscription services to consumers and employs an radiofrequency identification-based technology to track subscriber service events. We apply survival analysis and difference-in-differences methods to estimate the effects of email engagement on subscribers’ retention and service consumption. We find that a one-month engagement with two emails separated by a half-month interval increased the likelihood of subscriber retention by 7.4% five months after the experiment started and decreased the subscriber churn odds by 26.3% for the entire five-month duration. Meanwhile, we find that the same engagement increased a subscriber’s per-period service consumption by 7.0%. We provide suggestive evidence for two behavioral mechanisms that explain the effect of email engagement on subscribers’ service consumption. First, the engagement effect decays over time and exhibits fatigue after the second email, suggesting that emails act as reminders to subscribers. Second, the engagement effect persists after engagement ends but weakens over time, suggesting the habit formation of subscribers. By computing subscriber lifetime value and the operating cost of service, we find that email engagement increases profit when deployed on mid-level infrequent-use subscribers and top-level subscribers but decreases profit when deployed on mid-level frequent-use subscribers and basic-level subscribers. Therefore, we recommend that the company use a selective strategy by sending engagement emails to only profitable subscribers. Managerial implications: Our study highlights that email engagement is a double-edged sword; it increases both customer retention and service consumption, and it may decrease profitability when the increased operating cost to serve retained customers outweighs the benefit of customer retention. We recommend that subscription service providers and retailers adopt a data-driven approach to optimize their email engagement strategies.
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