Customer attrition analysis for financial services using proportional hazard models

被引:204
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
收藏
页码:196 / 217
页数:22
相关论文
共 62 条
[1]  
Allison P., 1995, SURVIVAL ANAL USING
[2]  
[Anonymous], J SERVICE RES, DOI DOI 10.1177/109467050133002
[3]   Customer satisfaction cues to support market segmentation and explain switching behavior [J].
Athanassopoulos, AD .
JOURNAL OF BUSINESS RESEARCH, 2000, 47 (03) :191-207
[4]   Bayesian neural network learning for repeat purchase modelling in direct marketing [J].
Baesens, B ;
Viaene, S ;
Van den Poel, D ;
Vanthienen, J ;
Dedene, G .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2002, 138 (01) :191-211
[5]  
Bhattacharjee S, 1998, SEED SCI TECHNOL, V26, P1
[6]   Statistics notes - Survival probabilities (the Kaplan-Meier method) [J].
Bland, JM ;
Altman, DG .
BRITISH MEDICAL JOURNAL, 1998, 317 (7172) :1572-1572
[7]  
Bloemer J., 1998, INT J BANK MARK, V16, P276, DOI [10.1108/02652329810245984, DOI 10.1108/02652329810245984]
[8]   A dynamic model of the duration of the customer's relationship with a continuous service provider: The role of satisfaction [J].
Bolton, RN .
MARKETING SCIENCE, 1998, 17 (01) :45-65
[9]   Implications of loyalty program membership and service experiences for customer retention and value [J].
Bolton, RN ;
Kannan, PK ;
Bramlett, MD .
JOURNAL OF THE ACADEMY OF MARKETING SCIENCE, 2000, 28 (01) :95-108
[10]   The shape of the hazard function for cancer incidence [J].
Boucher, KM ;
Kerber, RA .
MATHEMATICAL AND COMPUTER MODELLING, 2001, 33 (12-13) :1361-1375