Estimating customer lifetime value based on RFM analysis of customer purchase behavior: case study

被引:86
|
作者
Khajvand, Mahboubeh [1 ]
Zolfaghar, Kiyana [1 ]
Ashoori, Sarah [1 ]
Alizadeh, Somayeh [1 ]
机构
[1] KN Toosi Univ Technol, Fac Ind Engn, IT Grp, Tehran, Iran
关键词
Customer relationship management; Customer lifetime value; Data mining; RFM analysis; Customer segmentation;
D O I
10.1016/j.procs.2010.12.011
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Since the increased importance is placed on customer equity in today's business environment, many firms are focusing on the notion of customer loyalty and profitability to increasing market share. Building successful customer relationship management (CRM), a firm starts from identifying customers' true value and loyalty since customer value can provide basic information to deploy more targeted and personalized marketing. In this paper, customer lifetime value (CLV) is used to customer segmentation of a health and beauty company. Two approaches are used: in the first approach, RFM (Recency, Frequency, and Monetary) marketing analysis method is used in order to segmentation of customers and in the second approach, the proposed extended RFM analysis method with one additional parameter - called Count Item - is used. Comparing results of these approaches, shows that adding count Item as a new parameter to RFM method makes no difference to clustering result, so CLV is calculated based on weighted RFM method for each segment. The results of calculated CLV for different segments can be used to explain marketing and sales strategies by the company. (C) 2010 Published by Elsevier Ltd. Selection and/or peer-review under responsibility of the Guest Editor.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] Analysis for Customer Lifetime Value Categorization with RFM Model
    Monalisa, Siti
    Nadya, Putri
    Novita, Rice
    FIFTH INFORMATION SYSTEMS INTERNATIONAL CONFERENCE, 2019, 161 : 834 - 840
  • [2] Customer lifetime value determination based on RFM model
    Safari, Fariba
    Safari, Narges
    Montazer, Gholam Ali
    MARKETING INTELLIGENCE & PLANNING, 2016, 34 (04) : 446 - 461
  • [3] Customer segmentation and strategy development based on customer lifetime value: A case study
    Kim, SY
    Jung, TS
    Suh, EH
    Hwang, HS
    EXPERT SYSTEMS WITH APPLICATIONS, 2006, 31 (01) : 101 - 107
  • [4] Estimating customer future value of different customer segments based on adapted RFM model in retail banking context
    Khajvand, Mahboubeh
    Tarokh, Mohammad Jafar
    WORLD CONFERENCE ON INFORMATION TECHNOLOGY (WCIT-2010), 2011, 3
  • [5] The impact of online purchase behaviour on customer lifetime value
    Kvicala, Daniel
    Kralova, Maria
    Suchanek, Petr
    JOURNAL OF MARKETING ANALYTICS, 2024,
  • [6] Customer lifetime value analysis
    Sun, Jun
    Qiao, Zhongjie
    Wen, Bo
    PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING MANAGEMENT, 2011, : 413 - 417
  • [7] The impact of customer service and product value on customer loyalty and purchase behavior
    Leung, K
    Li, WK
    Au, YF
    JOURNAL OF APPLIED SOCIAL PSYCHOLOGY, 1998, 28 (18) : 1731 - 1741
  • [8] A generalized framework for estimating customer lifetime value when customer lifetimes are not observed
    Singh, Siddharth S.
    Borle, Sharad
    Jain, Dipak C.
    QME-QUANTITATIVE MARKETING AND ECONOMICS, 2009, 7 (02): : 181 - 205
  • [9] A generalized framework for estimating customer lifetime value when customer lifetimes are not observed
    Siddharth S. Singh
    Sharad Borle
    Dipak C. Jain
    QME, 2009, 7 : 181 - 205
  • [10] Study of Customer Value and Supplier Dependence with the RFM Model
    Kao, Jui-Hung
    Lai, Feipei
    Liaw, Horng-Twu
    Hsieh, Pei-hua
    UBIQUITOUS COMPUTING APPLICATION AND WIRELESS SENSOR, 2015, 331 : 283 - 296