期刊名称:Case Studies in Business, Industry and Government Statistics
印刷版ISSN:2152-372X
出版年度:2009
卷号:2
期号:2
页码:147-156
出版社:Bentley University
摘要:This study investigates a set of bank data from a cost/profit perspective. In this specific case, the bank would like to know whether prospective consumers will pay back their credit. The common practice is to calculate the probability that a consumer with certain covariates is to be considered as a potential risk. Our study will go further in the use of the probabilities to maximize the profit. In addition, we will show that the same technique can be used to improve customer satisfaction. The technique should be equally applicable in other consumer markets including auto loans, credit cards, mail catalog orders, home mortgages, and a variety of personal loan products provided by insurance firms, mobile phone companies, and other lending institutions. This case is accessible to readers with an intermediate level of statistics.