Title :
Evaluation of Prepayment and Default Behaviour of Mortgage Customers: With a Case Study of the Banking Industry in Taiwan
Author :
Hsu, Shuo-Fen ; Ko, Po-Sheng ; Wu, Cheng-Chung
Author_Institution :
Dept. of Risk Manage. & Insurance, Nat. Kaohsiung First Univ. of Sci. & Technol., Kaohsiung
Abstract :
This study analyzes the mortgage loans of five Taiwanese commerce banks to identify the key factors that influence prepayments and defaults. Using data from a total of 16,215 data entries of mortgage loans of five Taiwanese commerce banks in 2002 through 2007, this study first conducts logistic regression to analyze the behavior of prepayments and default. As far the overall predictability is concerned, this paper finds that the logistic regression model is able to provide simplified results in the measurement of model variables concerning defaults and prepayments.
Keywords :
consumer behaviour; logistics; mortgage processing; regression analysis; Taiwanese commerce banks; banking industry; logistic regression; mortgage customers; mortgage loans; prepayments behavior; Arm; Banking; Business; Economic indicators; Information management; Loans and mortgages; Logistics; Predictive models; Risk analysis; Risk management; Banking Industry; Default Behaviour; Prepayment;
Conference_Titel :
Information Management and Engineering, 2009. ICIME '09. International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-0-7695-3595-1
DOI :
10.1109/ICIME.2009.116