A DEA-based approach to customer value analysis

被引:4
|
作者
Cherchye, Laurens [1 ]
De Rock, Bram [2 ]
Dierynck, Bart [3 ]
Kerstens, Pieter Jan [4 ]
Roodhooft, Filip [5 ]
机构
[1] Univ Leuven KU Leuven, Dept Econ, E Sabbelaan 53, B-8500 Kortrijk, Belgium
[2] Univ Leuven KU Leuven, Univ Libre Bruxelles, Dept Econ, ECARES, Ave F Roosevelt 50, B-1050 Brussels, Belgium
[3] Tilburg Univ, Tilburg Sch Econ & Management, Warandelaan 2, NL-5037 AB Tilburg, Netherlands
[4] Univ Leuven KU Leuven, Flemish Inst Technol Res VITO, Dept Econ, Boeretang 200, B-2400 Mol, Belgium
[5] Univ Leuven KU Leuven & Accounting & Finance, Vlenck Business Sch, Dept Accounting Finance & Insurance, Leuven, B-3000 Leuven, Belgium
关键词
Data envelopment analysis; Customer value; Multi-output efficiency; ABC systems; EFFICIENCY; PROFITABILITY;
D O I
10.1016/j.ejor.2023.01.005
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Firms have become increasingly customer-centric, implying that customers, rather than products, are treated as the most important asset of a firm. The switch to customer-centric strategies also implies that firms are collecting an enormous amount of customer-related data. The purpose of this paper is to propose a DEA-based methodology to determine the contribution of customer segments to firm value. We show the practical usefulness of our methodology through an application to Activity Based Costing (ABC) data collected from a large European telecom provider, which offers fixed telephone, mobile tele-phone, digital television and internet subscriptions. Our analysis reveals that the average cost reduction potential across all customer segments amounts to 1. 26% of the total controllable costs, which represents approximately EUR 5 million when expressed in monetary terms. We also document substantial variation in the cost reduction potential across customer segments.(c) 2023 Elsevier B.V. All rights reserved.
引用
收藏
页码:1319 / 1331
页数:13
相关论文
共 50 条
  • [1] Production planning: a DEA-based approach
    Amirteimoori, Alireza
    Kordrostami, Sohrab
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2011, 56 (1-4): : 369 - 376
  • [2] Production planning: a DEA-based approach
    Alireza Amirteimoori
    Sohrab Kordrostami
    The International Journal of Advanced Manufacturing Technology, 2011, 56 : 369 - 376
  • [3] An extended transportation problem: a DEA-based approach
    Alireza Amirteimoori
    Central European Journal of Operations Research, 2011, 19 : 513 - 521
  • [4] The Evaluation of Green Manufacturing: A DEA-Based Approach
    Fan, Mei-Niang
    Leu, Jun-Der
    Krischke, Andre
    2016 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), 2016, : 65 - 69
  • [5] An extended transportation problem: a DEA-based approach
    Amirteimoori, Alireza
    CENTRAL EUROPEAN JOURNAL OF OPERATIONS RESEARCH, 2011, 19 (04) : 513 - 521
  • [6] Evaluation of project quality: A DEA-based approach
    Zhang, Shen
    Wang, Yongji
    Tong, Jie
    Zhou, Jinhui
    Ruan, Li
    SOFTWARE PROCESS CHANGE, 2006, 3966 : 88 - 96
  • [7] An alternative clustering approach: a DEA-based procedure
    Amirteimoori, Alireza
    Kordrostami, Sohrab
    OPTIMIZATION, 2013, 62 (02) : 227 - 240
  • [8] A DEA-based approach for competitive environment analysis in global operations strategies
    Liu, Jiawen
    Gong, Yeming
    Zhu, Joe
    Zhang, Jinlong
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2018, 203 : 110 - 123
  • [9] DEA-Based Piecewise Linear Discriminant Analysis
    Ji, Ai-bing
    Ji, Ye
    Qiao, Yanhua
    COMPUTATIONAL ECONOMICS, 2018, 51 (04) : 809 - 820
  • [10] A DEA-based approach for allocation of emission reduction tasks
    Wu, Jie
    Zhu, Qingyuan
    Chu, Junfei
    An, Qingxian
    Liang, Liang
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2016, 54 (18) : 5618 - 5633