11.07.2015 Views

Commercial Mortgage Delinquency, Foreclosure and Reinstatement

Commercial Mortgage Delinquency, Foreclosure and Reinstatement

Commercial Mortgage Delinquency, Foreclosure and Reinstatement

SHOW MORE
SHOW LESS

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

finding suggests that it is possible for commercial mortgage loan servicers to distinguish amongthe potential outcomes of delinquent loans.5. Conclusion <strong>and</strong> ExtensionsAn innovation in this paper is to consider the models for delinquency <strong>and</strong> delinquencyoutcome separately. This is justified since the outcome of delinquency is not foregone –reinstatement is a more frequent resolution than foreclosure. The empirical models are estimatedusing a database from a single lender, with particularly accurate values for the loan-to-value ratio<strong>and</strong> the debt coverage ratio.The results of the empirical estimations have implications for lenders’ monitoringfunctions. Lenders should use the critical variables of loan-to-value ratio, debt coverage ratio <strong>and</strong>guarantee to identify expected delinquent loans. Within this pool of delinquent loans, these samecharacteristics can be used to predict the outcome, which could be reinstatement or foreclosure.An important contribution of this paper is to demonstrate that the loan-to-value ratio, debtcoverage ratio <strong>and</strong> guarantee differ in a statistically significant way across these outcomes.This paper is also the first to examine the guarantee variable, <strong>and</strong> despite issues related toendogeneity <strong>and</strong> difficulty in realization on the guarantee, it was found to be consistentlystatistically significant, both in prediction of delinquency <strong>and</strong> in distinguishing among thereinstatement <strong>and</strong> foreclosure outcomes of delinquency.Planned extensions of this paper include the formalization of the two-stage conceptualmodel of the default process, as well as robustness checks for the results in light of restructuringmodifications, post-renewal defaults <strong>and</strong> prepayments.13

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!