Comment on "Modeling Purchasing Behavior with Sudden 'Death': A Flexible Customer Lifetime Model"

Manag. Sci. Pub Date : 2022-04-26 DOI:10.1287/mnsc.2022.4422
Jost Adler
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引用次数: 0

Abstract

In their 2012 paper, Bemmaor and Glady introduced the gamma/Gompertz/negative binomial distribution model for customer base analysis. Their model uses exponentially distributed interpurchase times and a Gompertz distributed customer lifetime, where the latter distribution is nonmemoryless. This comment corrects an error in their expression for the conditional expected number of individual future purchases [Formula: see text] in a forecasting interval of length [Formula: see text]. Contrary to their approach, the correct derivation of the conditional expectation must be based on the conditional survival and density functions of the lifetime distribution. Using the wrong formula leads managers to overestimate the expected future customer purchases. Further, the comment corrects the erroneous expressions for the conditional variance [Formula: see text] and the conditional mean residual lifetime [Formula: see text]. This paper was accepted by Raphael Thomadsen, marketing.
评《以突然“死亡”为购买行为建模:一个灵活的顾客生命周期模型》
在2012年的论文中,Bemmaor和Glady引入了用于客户群分析的gamma/Gompertz/负二项分布模型。他们的模型使用指数分布的互购时间和Gompertz分布的客户生命周期,后者的分布是非无内存的。这个注释纠正了他们在长度[公式:见文本]的预测区间中对个人未来购买的条件预期数量[公式:见文本]的表达式中的错误。与他们的方法相反,条件期望的正确推导必须基于寿命分布的条件生存和密度函数。使用错误的公式会导致管理者高估未来顾客的购买量。此外,注释更正了条件方差[公式:见文本]和条件平均剩余寿命[公式:见文本]的错误表达式。这篇论文被市场营销学的Raphael Thomadsen接受。
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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