Opinion piece ROC analysis in credit scoring and credit judgment
نویسندگان
چکیده
منابع مشابه
Information asset analysis: credit scoring and credit suggestion
Risk assessment is important for financial institution, especially in loan applications. Some have already implemented their own credit-scoring mechanisms to evaluate their clients’ risk and make decisions based on this indicator. In fact, the data gathered by financial institutions is valuable source of information to create information assets, from which credit-scoring mechanisms can be devel...
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U.S. commercial banks are increasingly using credit scoring models to underwrite small business credits. This paper discusses this technology, evaluates the research findings on the effects of this technology on small business credit availability, and links these findings to a number of research and public policy issues. JEL classification: G21, G28, G34, L23
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Credit scoring is a kind of binary classification problem that contains important information for manager to make a decision in particularly in banking authorities. Obtained scores provide a practical credit decision for a loan officer to classify clients to reject or accept for payment loan. For this sake, in this paper a data envelopment analysis- discriminant analysis (DEA-DA) approach is us...
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Recognizing and foreseeing which credit clients will be "good or bad payers" is an important and di cult task for bank institutions and credit protection services. Using data from approximately 10,000 clients obtained from a large private Brazilian bank, we present a methodology to perform the credit scoring analysis. The methodology proposed is divided into 2 stages: statistical data analysis ...
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Credit scoring models play a fundamental role in the risk management practice at most banks. They are used to quantify credit risk at counterparty or transaction level in the different phases of the credit cycle (e.g. application, behavioural, collection models). The credit score empowers users to make quick decisions or even to automate decisions and this is extremely desirable when banks are ...
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ژورنال
عنوان ژورنال: Journal of Database Marketing & Customer Strategy Management
سال: 2006
ISSN: 1741-2447
DOI: 10.1057/palgrave.dbm.3240295