The thesis studies the topic of Business Intelligence applications specialized to enhance the analytical, planning and control capabilities of commercial banks in areas such as marketing, sales and customer care. The goal of the diploma work is to give a complex view on analytical CRM in the context of banking industry, to analyze the solution from different perspectives and to design functions, processes and data corresponding to a business model of commercial banking. The theoretical part of the work investigates the customer relationship management strategy, general principles of relationship marketing, current situation in the area of Customer Intelligence and keystones of IS/ICT applications which are applicable to implement the CRM strategy. The following chapters deal with the actual development in Czech banking industry, banking activities and IS/ICT application architecture in the context of banking industry. The main part of the work is focused on analysis and design of functions, processes and data of analytical CRM in the context of banking industry. The results of the analysis suggest implementing a propensity to buy model as an analytical CRM function applicable to manage customer acquisition and customer selection for direct marketing campaigns. Similarly, a function providing the probability of customer churn can be of great value for activities aimed at customer retention. The thesis contributes to the existing literature by designing input variables for propensity to buy modeling, customer retention modeling and customer segmentation. Additionally, the work introduces process models which define the main steps of data analysis and also the performance metrics for these processes. Finally, the part dedicated to data principles of analytical CRM contributes by designing key customer data aggregations and by analyzing different possibilities of data layer integration within the IS/ICT architecture of commercial banks.
| Identifer | oai:union.ndltd.org:nusl.cz/oai:invenio.nusl.cz:6444 |
| Date | January 2008 |
| Creators | Nebřenský, Aleš |
| Contributors | Pour, Jan, Ing. Petr Matuštkí, NESS, |
| Publisher | Vysoká škola ekonomická v Praze |
| Source Sets | Czech ETDs |
| Language | Czech |
| Detected Language | English |
| Type | info:eu-repo/semantics/masterThesis |
| Rights | info:eu-repo/semantics/restrictedAccess |
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