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Traces of business cycles in credit-rating migrations

Using migration data of a rating agency, this paper attempts to quantify the impact of macroeconomic conditions on credit-rating migrations. The migrations are modeled as a coupled Markov chain, where the macroeconomic factors are represented by unobserved tendency variables. In the simplest case, t...

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Autores principales: Boreiko, Dmitri, Kaniovski, Serguei, Kaniovski, Yuri, Pflug, Georg
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5398736/
https://www.ncbi.nlm.nih.gov/pubmed/28426758
http://dx.doi.org/10.1371/journal.pone.0175911
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author Boreiko, Dmitri
Kaniovski, Serguei
Kaniovski, Yuri
Pflug, Georg
author_facet Boreiko, Dmitri
Kaniovski, Serguei
Kaniovski, Yuri
Pflug, Georg
author_sort Boreiko, Dmitri
collection PubMed
description Using migration data of a rating agency, this paper attempts to quantify the impact of macroeconomic conditions on credit-rating migrations. The migrations are modeled as a coupled Markov chain, where the macroeconomic factors are represented by unobserved tendency variables. In the simplest case, these binary random variables are static and credit-class-specific. A generalization treats tendency variables evolving as a time-homogeneous Markov chain. A more detailed analysis assumes a tendency variable for every combination of a credit class and an industry. The models are tested on a Standard and Poor’s (S&P’s) dataset. Parameters are estimated by the maximum likelihood method. According to the estimates, the investment-grade financial institutions evolve independently of the rest of the economy represented by the data. This might be an evidence of implicit too-big-to-fail bail-out guarantee policies of the regulatory authorities.
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spelling pubmed-53987362017-05-04 Traces of business cycles in credit-rating migrations Boreiko, Dmitri Kaniovski, Serguei Kaniovski, Yuri Pflug, Georg PLoS One Research Article Using migration data of a rating agency, this paper attempts to quantify the impact of macroeconomic conditions on credit-rating migrations. The migrations are modeled as a coupled Markov chain, where the macroeconomic factors are represented by unobserved tendency variables. In the simplest case, these binary random variables are static and credit-class-specific. A generalization treats tendency variables evolving as a time-homogeneous Markov chain. A more detailed analysis assumes a tendency variable for every combination of a credit class and an industry. The models are tested on a Standard and Poor’s (S&P’s) dataset. Parameters are estimated by the maximum likelihood method. According to the estimates, the investment-grade financial institutions evolve independently of the rest of the economy represented by the data. This might be an evidence of implicit too-big-to-fail bail-out guarantee policies of the regulatory authorities. Public Library of Science 2017-04-20 /pmc/articles/PMC5398736/ /pubmed/28426758 http://dx.doi.org/10.1371/journal.pone.0175911 Text en © 2017 Boreiko et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Boreiko, Dmitri
Kaniovski, Serguei
Kaniovski, Yuri
Pflug, Georg
Traces of business cycles in credit-rating migrations
title Traces of business cycles in credit-rating migrations
title_full Traces of business cycles in credit-rating migrations
title_fullStr Traces of business cycles in credit-rating migrations
title_full_unstemmed Traces of business cycles in credit-rating migrations
title_short Traces of business cycles in credit-rating migrations
title_sort traces of business cycles in credit-rating migrations
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5398736/
https://www.ncbi.nlm.nih.gov/pubmed/28426758
http://dx.doi.org/10.1371/journal.pone.0175911
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