Are Revived Customers as Good as New?

S. Gopinath, Robert C. Blattberg, E. Malthouse
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Abstract

Customers come and go, and some return. Is their behavior the same, better or worse when they return? To answer this we first define revived customers in a non-contractual setting. Next, we compare the purchasing behavior of revived customers before and after the period of inactivity. The Customer Lifetime Value (CLV) models in the targeting literature make the implicit assumption that the buying behavior of revived customers is the same as the buying behavior of active customers (Equality Assumption). The third objective of our study is to investigate whether this assumption holds or not. For our analyses, we use an extended Pareto/NBD model. We have three main findings from our study. First, we find that revived customers exist in non-contractual settings. Second, we show that higher past purchase frequency (strongly habitual) customers have greater consistency in purchasing behavior than lower past purchase frequency (weakly habitual) customers. The final key finding is that the equality assumption is not valid for, i.e., revived customers have different purchasing behavior than active customers.
复活的客户和新的一样好吗?
顾客来来去去,还有一些回头客。当他们回来时,他们的行为是一样的,更好还是更糟?为了回答这个问题,我们首先定义了非合同环境中的复活客户。接下来,我们比较了恢复后的客户在不活动期间前后的购买行为。目标文献中的客户终身价值(CLV)模型隐含了一个假设,即复活顾客的购买行为与活跃顾客的购买行为是相同的(平等假设)。我们研究的第三个目标是调查这种假设是否成立。对于我们的分析,我们使用扩展的Pareto/NBD模型。我们的研究有三个主要发现。首先,我们发现复活客户存在于非契约环境中。其次,我们表明,高过去购买频率(强习惯)的客户比低过去购买频率(弱习惯)的客户在购买行为上有更大的一致性。最后的关键发现是,平等假设是无效的,即恢复的客户有不同的购买行为比活跃的客户。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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