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This paper proposes a methodology for default probability estimation for low default portfolios, where the statistical inference may become troublesome. The author suggests using logistic regression models with the Bayesian estimation of parameters. The piecewise logistic regression model and...
Persistent link: https://www.econbiz.de/10010358364
The impact of a stress scenario of default events on the loss distribution of a credit portfolio can be assessed by determining the loss distribution conditional on these events. While it is conceptually easy to estimate loss distributions conditional on default events by means of Monte Carlo...
Persistent link: https://www.econbiz.de/10011544020
We extend the model presented in Bonollo et al. by introducing a multiscenario framework that allows for a richer and more realistic specification, including non-static (stochastic) probabilities of default and losses given default. Though more complex from a computational point of view, the...
Persistent link: https://www.econbiz.de/10013159300
In this paper we propose a statistically derived measure as an alternative to the simple average PD to provide more accurate risk assessment at portfolio level. The theoretical analysis is followed by a numerical example in sections 3 and 4. We then assess the accuracy and representativeness...
Persistent link: https://www.econbiz.de/10012859634
We present a stochastic simulation model for estimating forward-looking corporate probability of default and loss given default. We formulate the model in a discrete time frame, apply capital-budgeting techniques to define the relationships that identify the default condition, and solve the...
Persistent link: https://www.econbiz.de/10013023044
The aim of this paper is to address the validity of default probability models calibrated on a dataset including a very low (or none) number of defaults. The few approaches, proposed by the specialized literature are based on the confidence intervals computed via probabilistic, Bayesian or...
Persistent link: https://www.econbiz.de/10013080255
While there is an increasing interest in crypto-assets, the credit risk of these exchanges is still relatively unexplored. To fill this gap, we consider a unique data set on 144 exchanges active from the first quarter of 2018 to the first quarter of 2021. We analyze the determinants of the...
Persistent link: https://www.econbiz.de/10013314480
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