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94 • Part II Operational and Analytical Dimensions

            managed differently. It shows that there is some revenue coming from
            inactive users but that the discounts given are higher than this revenue.
            The business case of making inactive users active again, or finding out
            how to minimize discounts to inactive users, becomes very clear. The
            matrix serves as a risk management model as well. The higher the per-
            centage of revenue is toward the bottom right part of the matrix, the
            higher the risk, particularly if the amount of corrections increases.
              With the matrix in mind, within the same context of the truth, we
            can expand our insight. For instance, we could start aggregating users
            to the “single customer” level. Or we can use the matrix to include
            other relevant information, particularly contribution per user, by adding
            direct cost categories, such as the interconnection fees that E-plus pays
            to the other telecom operators and promotion categories, to understand
            the cost of marketing and the impact on the user contribution.



            Case Study 4: Retail Banking

            Retail banks basically have two main sources of income: interest pay-
            ments and fees. Banks attract short-term money by paying interest, such
            as the money that customers place on savings accounts. On the other
            side, banks supply loans, mortgages, life insurance, and other financial
            services for the longer term, charging interest that is higher than what
            they pay to attract short-term money. The difference is the margin for
            the bank. Second, retail banks charge fees (provision) for services, such
            as cashing a check, credit card fees, stock trading fees (as well as mar-
            gin interest), mortgage fees, and so forth.
              One of the most used terms in all parts of the operations of a retail
            bank is transaction. In this example we will concentrate on one process
            only: money transfer. People draw money from ATMs, use Internet
            banking to transfer amounts, both national and international, shift
            money between their current account and savings accounts or stock
            accounts, and use a wide range of other financial services. Every retail
            bank generates a vast array of reports about the number of these trans-
            actions and their monetary value, broken down by business unit, prod-
            uct, and most probably geography. But very few reports combine those
            definitions to closely align the various steps in the money transfer
            process.
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