客户电子邮件参与是否能提高盈利能力?基于订阅的服务提供商的现场实验证据

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的盈利能力。学术/实践相关性:服务提供商一直在使用电子邮件参与来提高客户留存率。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:我们分析了美国一家大型洗车连锁店进行的实地实验的结果,该连锁店向消费者提供分层订阅服务,并采用基于rfid的技术来跟踪订阅服务事件。我们应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的保留和服务消费的影响。结果: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17.5%,其中约一半归因于订阅者服务消费的净增长,而另一半归因于订阅者留存率的增加。我们的异质性分析发现,电子邮件参与的效果对注册基本级、中级和顶级服务的订阅者是不同的。通过计算客户生命周期价值和运营服务成本,我们发现在中层和顶级订阅者中部署电子邮件参与度会增加利润,但在基层订阅者中部署时会降低利润。因此,我们建议公司在顶级和中级订阅者上部署电子邮件互动,而不是在基本级别的订阅者上。这种选择性参与策略可以增加3.0%的利润。管理启示:我们的研究强调了电子邮件参与是一把双刃剑——它增加了客户保留和服务消费,当服务保留客户的运营成本增加超过了客户保留的好处时,它可能会降低盈利能力。基于订阅的服务提供商需要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 of a Subscription-Based Service Provider
Problem definition: This paper empirically investigates how customer email engagement affects the profitability of subscription-based service providers. Academic/practical relevance: Service providers 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: We analyze the outcome of a field experiment conducted by a large U.S. car wash chain, which offers tiered subscription services to consumers and employs an RFID-based technology to track subscriber service events. We apply survival analysis and difference-in-differences methods to estimate the effects of email engagement on the retention and service consumption of subscribers. Results: 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 17.5%, about half of which is attributed to a net increase in a subscriber’s service consumption conditional on her being retained and the other half to increased subscriber retention. Our heterogeneous analysis finds that the effect of email engagement differs for subscribers enrolled in basic-level, mid-level, and top-level services. By computing customer lifetime value and the operating cost of service, we find that email engagement increases profit when deployed on mid-level and top-level subscribers but decreases profit when deployed on basic-level subscribers. Therefore, we recommend the company to deploy email engagement on top-level and mid-level subscribers but not on basic-level subscribers. This selective engagement strategy can increase profit by 3.0%. 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. Subscription-based service providers need to adopt a data-driven approach to optimize their email engagement strategies.
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