The devil in the details: Dynamic Prediction of loan portfolio profitability with macroeconomic drivers through multi-state modelling

Abstract

In typical loan portfolios such as mortgages and credit cards, many accounts often experience different stages of delinquency before eventually recovering, fully repaying their balance, or defaulting. From the lender perspective, these events, coupled with the state of the economy, can affect cash-flow and profitability significantly.