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CDS-based implied probability of default estimation
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Purpose
This study aims to shed more light on the relationship between probability of default, investment horizons and rating classes to make decision-making processes more efficient.
Design/methodology/approach
Based on credit default swaps (CDS) spreads, a methodology is implemented to determine the implied default probability and the implied rating, and then to estimate the term structure of the market-implied default probability and the transition matrix of implied rating. The term structure estimation in discrete time is conducted with the Nelson and Siegel model and in continuous time with the Vasicek model. The assessment of the transition matrix is performed using the homogeneous Markov model.
Findings
The results show that the CDS-based implied ratings are lower than those based on Thomson Reuters approach, which can partially be explained by the fact that the real-world probabilities are smaller than those founded on a risk-neutral framework. Moreover, investment and sub-investment grade companies exhibit different risk profiles with respect of the investment horizons.
Originality/value
The originality of this study consists in determining the implied rating based on CDS spreads and to detect the difference between implied market rating and the Thomson Reuters StarMine rating. The results can be used to analyze credit risk assessments and examine issues related to the Thomson Reuters StarMine credit risk model.
Title: CDS-based implied probability of default estimation
Description:
Purpose
This study aims to shed more light on the relationship between probability of default, investment horizons and rating classes to make decision-making processes more efficient.
Design/methodology/approach
Based on credit default swaps (CDS) spreads, a methodology is implemented to determine the implied default probability and the implied rating, and then to estimate the term structure of the market-implied default probability and the transition matrix of implied rating.
The term structure estimation in discrete time is conducted with the Nelson and Siegel model and in continuous time with the Vasicek model.
The assessment of the transition matrix is performed using the homogeneous Markov model.
Findings
The results show that the CDS-based implied ratings are lower than those based on Thomson Reuters approach, which can partially be explained by the fact that the real-world probabilities are smaller than those founded on a risk-neutral framework.
Moreover, investment and sub-investment grade companies exhibit different risk profiles with respect of the investment horizons.
Originality/value
The originality of this study consists in determining the implied rating based on CDS spreads and to detect the difference between implied market rating and the Thomson Reuters StarMine rating.
The results can be used to analyze credit risk assessments and examine issues related to the Thomson Reuters StarMine credit risk model.
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