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Taxonomy of Marketing Strategies Using Bank Customers’ Clustering

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  • Azarnoush Ansari
  • Arash Riasi

Abstract

Purpose-The goal of this study is to identify the main clusters of bank customers in order to help commercial banks to better identify their customers and design more efficient marketing strategies.Design/methodology/approach–Data from 250 bank customers were analyzed by using two-step scalable clustering.Findings-Five different clusters of bank customers were identified, namely, favorite customers, creditworthy customers, non-creditworthy customers, passers, and friends. The findings indicated that disparate clusters of bank customers are extremely different based on their loan amount, default risk, account balance, degree of loyalty and profitability for the bank.Practical implications-The differences which were observed between these five clusters of bank customers accentuate the importance of customer clustering and market segmentation in the financial services industry. Customer clustering can help financial institutions to augment their competitiveness by shifting from traditional marketing strategies to target marketing and segmentation-based marketing approaches.Originality/value-The most important contribution of this study is the incorporation of a wide range of factors that can potentially affect customer clustering in the analysis, whereas, the majority of previous studies only focused on a limited number of variables in order to determine the customer clusters. Specifically, the customer clustering in this study was performed by using demographic variables, profitability, loan amount, default risk, account balance, loyalty, account type, account closure history, customer location, and account currency.

Suggested Citation

  • Azarnoush Ansari & Arash Riasi, 2016. "Taxonomy of Marketing Strategies Using Bank Customers’ Clustering," International Journal of Business and Management, Canadian Center of Science and Education, vol. 11(7), pages 106-106, June.
  • Handle: RePEc:ibn:ijbmjn:v:11:y:2016:i:7:p:106
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    References listed on IDEAS

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    1. Kumar, V. & Pozza, Ilaria Dalla & Ganesh, Jaishankar, 2013. "Revisiting the Satisfaction–Loyalty Relationship: Empirical Generalizations and Directions for Future Research," Journal of Retailing, Elsevier, vol. 89(3), pages 246-262.
    2. Azarnoush Ansari & Arash Riasi, 2016. "An Investigation of Factors Affecting Brand Advertising Success and Effectiveness," International Business Research, Canadian Center of Science and Education, vol. 9(4), pages 20-30, April.
    3. McCarty, John A. & Hastak, Manoj, 2007. "Segmentation approaches in data-mining: A comparison of RFM, CHAID, and logistic regression," Journal of Business Research, Elsevier, vol. 60(6), pages 656-662, June.
    4. Henry Mintzberg, 1978. "Patterns in Strategy Formation," Management Science, INFORMS, vol. 24(9), pages 934-948, May.
    5. Danny Miller, 1986. "Configurations of strategy and structure: Towards a synthesis," Strategic Management Journal, Wiley Blackwell, vol. 7(3), pages 233-249, May.
    6. Aaker, Jennifer L. & Brumbaugh, Anne M. & Grier, Sonya A., 2000. "Non-target Markets and Viewer Distinctiveness: The Impact of Target Marketing on Advertising Attitudes," Research Papers 1578, Stanford University, Graduate School of Business.
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    JEL classification:

    • R00 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General - - - General
    • Z0 - Other Special Topics - - General

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