Forecasting charge-off rates with a panel Tobit model: the role of uncertainty

نویسندگان

چکیده

Based on a large panel dataset of small commercial banks in the United States, this paper employs dynamic Tobit model to analyse role uncertainty forecasting charge-off rates loans for credit card (CC) and residential real estate (RRE). When compared other standard predictors, such as house prices unemployment rates, we find that effect changes is more pronounced. Furthermore, it evident including heteroscedasticity specification leads accurate forecasts.

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In this paper I propose a computationally practical simulation estimator for large categories of the dynamic panel Tobit model with complicated dependence structures. I first apply the sequential decomposition methods introduced by Hendry and Richard (1992) to obtain the tractable simulated log-likelihood function of the dynamic panel Tobit model. I then maximize this log-likelihood function si...

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ژورنال

عنوان ژورنال: Applied Economics Letters

سال: 2021

ISSN: ['1350-4851', '1466-4291']

DOI: https://doi.org/10.1080/13504851.2021.1898532