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The reliability of banks’ initial assessment of individuals’ credit applications

M.Comm. (Financial Management) / If the creditworthiness of applicants for overdraft facilities is assessed inaccurately, future defaults on repayment commitments may threaten the cash flow and profitability of the bank issuing the credit. The main purpose of this study is to assess how reliable the inputs used by one large South African bank to determine the creditworthiness of individual clients applying for overdraft facilities on personal current accounts are in predicting the future behaviour of the client. The findings of this study should inform the bank in question (and other credit providers) of the extent to which the original application-based score (OABS), is an accurate predictor of a client's future behaviour after the account is opened. It will also help them to identify which of those variables are the best predictors, and so reduce the risk of default. A quantitative research methodology is employed, using secondary data on individual applications processed at one large South African banking institution between July 2006 and July 2009. The data was used to establish whether any (and which) of the input variables captured by the bank when the client originally applies for credit, are strongly associated with the behavioural risk indicator (BRI) assigned to them after the first six months (BRI 1) and twelve months (BRI 2) after being granted a loan, respectively. The findings of this study revealed that non-financial characteristics (biographical and demographic information) are not considered in the OABS; while finance-related characteristics (segment, income bands, overdraft taken up category and overdraft taken up as a percentage of gross income categories) are. The study found that there is also an association between the OABS and the behavioural scores (BRI 1 and BRI 2) allocated thereafter. In particular, the number of days the client went into excess during the initial six and subsequent six months is strongly associated with the BRI 1 and BRI 2 scores. This finding implies that, despite the utilisation of non-financial measures to determine creditworthiness scores, a client’s current behaviour is still the best predictor of future behaviour. The study concluded that, despite its low predictive power, the OABS is, however, associated with, and to a certain extent predicts, the future behaviour of clients.

Identiferoai:union.ndltd.org:netd.ac.za/oai:union.ndltd.org:uj/uj:7825
Date09 December 2013
CreatorsDe Gama, Jason Samuel
Source SetsSouth African National ETD Portal
Detected LanguageEnglish
TypeThesis
RightsUniversity of Johannesburg

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