Customer lifetime value models for decision support

被引:53
|
作者
Rosset, S
Neumann, E
Eick, U
Vatnik, N
机构
[1] Amdocs Ltd, IL-43000 Raanana, Israel
[2] Stanford Univ, Dept Stat, Stanford, CA 94305 USA
关键词
lifetime value; length of service; churn modeling; retention;
D O I
10.1023/A:1024036305874
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present and discuss the important business problem of estimating the effect of marketing activities on the Lifetime Value of a customer in the Telecommunications industry. We discuss the components of this problem, in particular customer value and length of service ( or tenure) modeling, and present a novel segment-based approach, motivated by the segment-level view marketing analysts usually employ. We describe in detail how we build on this approach to estimate the effects of retention campaigns on Lifetime Value, and also discuss its application in other situations. Our solution has been successfully implemented by the Business Insight (BI) Professional Services.
引用
收藏
页码:321 / 339
页数:19
相关论文
共 50 条
  • [1] Customer Lifetime Value Models for Decision Support
    Saharon Rosset
    Einat Neumann
    Uri Eick
    Nurit Vatnik
    Data Mining and Knowledge Discovery, 2003, 7 : 321 - 339
  • [2] STATISTICAL MODELS FOR CUSTOMER LIFETIME VALUE
    Figini, Silvia
    Giudici, Paolo
    ADVANCES AND APPLICATIONS IN STATISTICS, 2010, 18 (01) : 41 - 55
  • [3] Impact of Customer Networks on Customer Lifetime Value Models
    Jasek, Pavel
    PROCEEDINGS OF THE 10TH EUROPEAN CONFERENCE ON INNOVATION AND ENTREPRENEURSHIP (ECIE 2015), 2015, : 759 - 764
  • [4] Integrated customer lifetime value models to support marketing decisions in the complementary and alternative medicine industry
    Kanchanapoom, Kessara
    Chongwatpol, Jongsawas
    BENCHMARKING-AN INTERNATIONAL JOURNAL, 2024, 31 (07) : 2411 - 2438
  • [5] Customer lifetime value management based on markov decision process
    Tian, ZX
    He, Y
    ICIM' 2004: PROCEEDINGS OF THE SEVENTH INTERNATIONAL CONFERENCE ON INDUSTRIAL MANAGEMENT, 2004, : 549 - 554
  • [6] Dynamic Programming Models for Maximizing Customer Lifetime Value: An Overview
    AboElHamd, Eman
    Shamma, Hamed M.
    Saleh, Mohamed
    INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 1, 2020, 1037 : 419 - 445
  • [7] Classification of customer lifetime value models using Markov chain
    Permana, Dony
    Pasaribu, Udjianna S.
    Indratno, Sapto W.
    Suprayogi
    ASIAN MATHEMATICAL CONFERENCE 2016 (AMC 2016), 2017, 893
  • [8] A marketing view of the customer value: Customer lifetime value and customer equity
    Estrella-Ramon, A. M.
    Sanchez-Perez, M.
    Swinnen, G.
    VanHoof, K.
    SOUTH AFRICAN JOURNAL OF BUSINESS MANAGEMENT, 2013, 44 (04) : 47 - 64
  • [9] Evaluating customer lifetime value for customer recommendation
    Wu, LH
    Liu, L
    Li, J
    2005 International Conference on Services Systems and Services Management, Vols 1 and 2, Proceedings, 2005, : 138 - 143
  • [10] The flaw in customer lifetime value
    Schoder, Detlef
    HARVARD BUSINESS REVIEW, 2007, 85 (12) : 26 - 26