Analysis of Business Customers’ Value Network Using Data Mining Techniques
Subject Areas : Data MiningForough Farazzmanesh (Isvand) 1 , Monireh Hosseini 2
1 - Department of Information Technology, Faculty of Industrial Engineering, K. N. Toosi University of Technology, Tehran, Iran
2 - Department of Information Technology, Faculty of Industrial Engineering, K. N. Toosi University of Technology, Tehran, Iran
Keywords: Business-to-business Marketing, , Business Customers’ Value Network, , Market Segmentation, , Data Mining, , Telecommunication Industry, , Value Network Analysis,
Abstract :
In today's competitive environment, customers are the most important asset to any company. Therefore companies should understand what the retention and value drivers are for each customer. An approach that can help consider customers‘ different value dimensions is the value network. This paper aims to introduce a new approach using data mining techniques for mapping and analyzing customers‘ value network. Besides, this approach is applied in a real case study. This research contributes to develop and implement a methodology to identify and define network entities of a value network in the context of B2B relationships. To conduct this work, we use a combination of methods and techniques designed to analyze customer data-sets (e.g. RFM and customer migration) and to analyze value network. As a result, this paper develops a new strategic network view of customers and discusses how a company can add value to its customers. The proposed approach provides an opportunity for marketing managers to gain a deep understanding of their business customers, the characteristics and structure of their customers‘ value network. This paper is the first contribution of its kind to focus exclusively on large data-set analytics to analyze value network. This new approach indicates that future research of value network can further gain the data mining tools. In this case study, we identify the value entities of the network and its value flows in the telecommunication organization using the available data in order to show that it can improve the value in the network by continuous monitoring.
[1] Shaw M.J, Welge, M.E, Subramaniam, S. and tan, G., "Knowledge management and data mining for marketing" , Decision Support Systems, 31, 2001, pp. 127-137#
[2] Hellman K., "Strategy-driven B2B promotions", Journal of Business & Industrial Marketing, 20( 1), 2005, pp. 4-11.#
[3] Albert C. Socci, "Value-based Marketing for Bottom-line Success", Journal of Consumer Marketing, 22( 1), 2005, pp. 50 - 51#
[4] Holbrook M.B. , "The Nature of Customer Value", Sage Publications, Thousand Oaks, CA, 1994.#
[5] Sin L.Y.M., Tse A.C.B. and Yim F.H.K. , "CRM: conceptualization and scale development", European Journal of Marketing, 39(11/12), 2005, pp. 1264-90.#
[6] Hwang H., Jung t., Suh E., "An LTV Model and Customer Segmentation Based on Customer Value: a case study on the wireless telecommunication industry", Expert Systems with Applications, 26, 2004 , pp. 181–188.#
[7] Kiang M.Y, Hu M.Y, Fisher D.M, "An Extended Self-organizing Map Network for Market Segmentation—a Telecommunication Example" Decision Support Systems ,42, 2006 , pp. 36– 47.#
[8] Mazzoni C., Castaldi L., Addeob F.,"Consumer Behavior in the Italian Mobile Telecommunication Market , Telecommunications Policy", 31, 2007 , pp. 632–647.#
[9] Sohn S.Y, Kim Y., "Searching Customer Patterns of Mobile Service Using Clustering and Quantitative Association Rule", Expert Systems with Applications, 34, 2008.#
[10] Hong R., Yan Z., Ye-rong W. , "Clustering Analysis of Telecommunication Customers" , The Journal of China Universities of Posts and Telecommunications, 16(2), 2009,pp.114–116 .#
[11] Bose I., Chen X., "Exploring Business Opportunities from Mobile Services Data of Customers:An Inter-cluster Analysis Approach", Electronic Commerce Research and Applications ,9, 2010, pp. 197-208.#
[12] Hanafizadeh P., Mirzazadeh M., "Visualizing Market Segmentation Using Self-organizing Maps and Fuzzy Delphi Method – ADSL Market of a Telecommunication Company", Expert Systems with Applications, 38, 2011, pp. 198–205.#
[13] Cheng L.C, Sun L.M,, "Exploring Consumer Adoption of New Services by Analyzing the Behavior of 3G Subscribers: An Empirical Case Study, Electronic Commerce Research and Applications", 11, 2012, pp. 89–100.#
[14] Li S.H, Shue L.Y, Lee S.F, "Business Intelligence Approach to Supporting Strategy-making of ISP Service Management", Expert Systems with Applications, 35, 2008, pp. 739–754.#
[15] Bacila M.F, Radulescu A., Marar I.L, ,“RFM based Segmentation: An Analysis of a Telecom Company’s Customers”,Marketing From Information to Decision,5 , 2012,pp. 52-62.#
[16] Wei J.T, Lin S.Y and Wu H.H, "A Review of The Application of RFM Model , African Journal of Business Management", 4(19), 2010, pp. 4199-4206, December Special Review.#
[17] Coyles S., Gokey T.C, "Customer Retention Is Not Enough, Journal of Consumer Marketing", 22(2), 2005, pp. 101–105.#
[18] Bayer J.,"Customer Segmentation in the Telecommunications Industry, Journal of Database Marketing & Customer Strategy Management", 17, 2010,pp. 247- 256.#
[19] Gummesson E., "Total relationship marketing: experimenting with a synthesis of research frontiers", Australasian Marketing Journal, 7(1), 1999, pp. 72-85. #
[20] Zolkiewski J. and Turnbull P., "Do relationship portfolios and networks provide the key to successful relationship management?", Journal of Business & Industrial Marketing, 17(7), 2002, pp. 575-97.#
[21] Allee V., "Value Network Analysis and Value Conversion of Tangible and Intangible Assets" , Journal of Intellectual Capital, 9( 1) , 2008, pp.5-24.#
[22] Peppard J., Rylander A., "From Value Chain to Value Network: Insights for Mobile Operators" , European Management Journal, 24( 2), 2006.#
[23] Allee V., "A value Network Approach for Measuring and Modeling Intangibles", Transparent Enterprise Conference, Madrid, 2002, available at: www.vernaallee.com.#
[24] Allee V., Schwabe O., Digital Edition, "Value Networks and the True Nature of Collaboration" , ISBN 978-615-43765-1 , valuenet works and Verna Allee associates, 2011.#
[25] Ming Z., "Data Mining", Hefei: Press of University of Science and Technology of China, 2008.#
[26] CRISP-DM. "The CRISP-DM Process Model for Data Mining", http://www.crisp-dm.org, 1999.#
[27] Allee V., "Reconfiguring the Value Network, Journal of Business Strategy", 21(4) , 2000, pp. 1-6.#
[28] Allee V., "Value-creating Networks: Organizational Issues and Challenges", The Learning Organization, 16( 6) , 2009, pp. 427-442 , Emerald Group Publishing.#
[29] Albadvi A. and Hosseini M., "Mapping B2B Value Exchange in Marketing Relationships: a Systematic Approach", Journal of Business & Industrial Marketing, 26)7(,2011, pp. 503-513.#
[30] Allee V., Taug J., "Collaboration, Innovation and Value Creation at a Global telecom", The Learning Organization, 13( 5), 2006, pp. 569-78.#
[31] Asokan G., Mohanavalli s.,"Fuzzy Clustering for Effective Customer Relationship Management in Telecom Industry" , Springer-Verlag Berlin Heidelberg, CCSEIT 2011, CCIS 204, 2011, pp. 571–580 .#
