DocumentCode :
2827649
Title :
e-CLV: a modelling approach for customer lifetime evaluation in e-commerce domains, with an application and case study for online auctions
Author :
Etzion, Opher ; Fisher, Amit ; Wasserkrug, Segev
Author_Institution :
IBM Res. Lab., Haifa, Israel
fYear :
2004
fDate :
28-31 March 2004
Firstpage :
149
Lastpage :
156
Abstract :
E-commerce companies understand that customers are their most important asset and that it is imperative to estimate the potential value of this asset. Hence, a model for calculating customer´s value is essential in these domains. We describe a general modeling approach, based on Markov chain models, for calculating customer value in the e-commerce domain. This model extends existing models from the field of direct marketing, by taking into account a new set of variables required for evaluating customers value in an e-commerce environment. In addition, we present an algorithm for generating this model from historical data, as well as an application of this modeling approach for the creation of a model for online auctions. We also describe a case study that demonstrates how our model provides more accurate predictions than existing models regarding the future income generated by customers.
Keywords :
Internet; Markov processes; customer profiles; electronic commerce; Markov chain models; customer value calculation; e-commerce customer lifetime evaluation modeling; historical data; online auctions; Business; Companies; Computer aided software engineering; Electronic commerce; Laboratories; Life estimation; Lifetime estimation; Marketing and sales; Predictive models; Web services;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
e-Technology, e-Commerce and e-Service, 2004. EEE '04. 2004 IEEE International Conference on
Print_ISBN :
0-7695-2073-1
Type :
conf
DOI :
10.1109/EEE.2004.1287301
Filename :
1287301
Link To Document :
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