Customer attrition analysis for financial services using proportional hazard models

被引:200
|
作者
Van den Poel, D [1 ]
Larivière, B [1 ]
机构
[1] Univ Ghent, Dept Mkt, B-9000 Ghent, Belgium
关键词
banking; marketing; retention modelling; proportional hazard model; cox regression;
D O I
10.1016/S0377-2217(03)00069-9
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper studies the topic of customer attrition in the context of a European financial services company. More specifically, we investigate predictors of churn incidence as part of customer relationship management (CRM). We contribute to the existing literature: (1) by combining several different types of predictors into one comprehensive retention model including several 'new' types of time-varying covariates related to actual customer behaviour; (2) by analysing churn behaviour based on a truly random sample of the total population using longitudinal data from a data warehouse. Our findings suggest that: (1) demographic characteristics, environmental changes and stimulating 'interactive and continuous' relationships with customers are of major concern when considering retention; (2) customer behaviour predictors only have a limited impact on attrition in terms of total products owned as well as the inter-purchase time. (C) 2003 Elsevier B.V. All rights reserved.
引用
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页码:196 / 217
页数:22
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