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Application of survival analysis to cash flow modelling for mortgage products

Matuszyk, A., McDonald, R. and Thomas, L.C. (2009) Application of survival analysis to cash flow modelling for mortgage products , Southampton, UK University of Southampton 19pp. (Discussion Papers in Centre for Operational Research, Management Science and Information Systems, CORMSIS-09-08).

Record type: Monograph (Discussion Paper)

Abstract

In this article we describe the construction and implementation of a pricing model for a leading UK mortgage lender. The crisis in mortgage lending has highlighted the importance of incorporating default risk into such pricing decisions b y mortgage lenders. In this case the underlying default model is based on survival analysis, which allows the estimation of month-to-month default probabilities at a customer level. The Cox proportional hazards estimation approach adopted is able to incorporate both endogenous variables (customer specific attributes) and time-covariates relating to the macro-economy. This allows the lender to construct a hypothetical mortgage portfolio, specify one or more economic scenarios, and forecast discounted monthly cashflow for the lifetime of the loans. Monte Carlo simulation is used to compute different realisations of default and attrition rates for the portfolio over a future time horizon and thereby estimate a distribution of likely profit. This differs from a traditional scorecard approach in that it is possible to forecast default rates continually over a time period rather than within a fixed horizon, which allows the simulation of cashflow, and differs from the company's existing pricing model in incorporating the possibilities of both default and early closure

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More information

Published date: June 2009
Keywords: survival analysis, cox proportional hazards, default risk

Identifiers

Local EPrints ID: 71323
URI: http://eprints.soton.ac.uk/id/eprint/71323
PURE UUID: 7f3ddb7f-4994-492d-90f4-8057911585ce

Catalogue record

Date deposited: 03 Feb 2010
Last modified: 19 Jul 2017 00:01

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Contributors

Author: A. Matuszyk
Author: R. McDonald
Author: L.C. Thomas

University divisions

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