EVIDENCE OF NON-MARKOVIAN BEHAVIOR IN THE PROCESS OF BANK RATING MIGRATIONS

This paper estimates transition matrices for the ratings on financial institutions, using an unusually informative data set. We show that the process of rating migration exhibits significant non-Markovian behavior, in the sense that the transition intensities are affected by macroeconomic and bank-s...

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Autores principales: GÓMEZ-GONZÁLEZ,JOSÉ E, KIEFER,NICHOLAS M
Lenguaje:English
Publicado: Instituto de Economía, Pontificia Universidad Católica de Chile 2009
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Acceso en línea:http://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0717-68212009000100002
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spelling oai:scielo:S0717-682120090001000022009-08-13EVIDENCE OF NON-MARKOVIAN BEHAVIOR IN THE PROCESS OF BANK RATING MIGRATIONSGÓMEZ-GONZÁLEZ,JOSÉ EKIEFER,NICHOLAS M Financial Institutions Macroeconomic Variables Capitalization Supervision Transition Intensities This paper estimates transition matrices for the ratings on financial institutions, using an unusually informative data set. We show that the process of rating migration exhibits significant non-Markovian behavior, in the sense that the transition intensities are affected by macroeconomic and bank-specific variables. We illustrate how the use of a continuous time framework may improve the estimation of the transition probabilities. However, the time homogeneity assumption, frequently done in economic applications, does not hold, even for short time intervals. Thus, the information provided by migrations alone is not enough to forecast the future behavior of ratings. The stage of the business cycle should be taken into account, and individual characteristics of banks must be considered as well.info:eu-repo/semantics/openAccessInstituto de Economía, Pontificia Universidad Católica de ChileCuadernos de economía v.46 n.133 20092009-05-01text/htmlhttp://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0717-68212009000100002en10.4067/S0717-68212009000100002
institution Scielo Chile
collection Scielo Chile
language English
topic Financial Institutions
Macroeconomic Variables
Capitalization
Supervision
Transition Intensities
spellingShingle Financial Institutions
Macroeconomic Variables
Capitalization
Supervision
Transition Intensities
GÓMEZ-GONZÁLEZ,JOSÉ E
KIEFER,NICHOLAS M
EVIDENCE OF NON-MARKOVIAN BEHAVIOR IN THE PROCESS OF BANK RATING MIGRATIONS
description This paper estimates transition matrices for the ratings on financial institutions, using an unusually informative data set. We show that the process of rating migration exhibits significant non-Markovian behavior, in the sense that the transition intensities are affected by macroeconomic and bank-specific variables. We illustrate how the use of a continuous time framework may improve the estimation of the transition probabilities. However, the time homogeneity assumption, frequently done in economic applications, does not hold, even for short time intervals. Thus, the information provided by migrations alone is not enough to forecast the future behavior of ratings. The stage of the business cycle should be taken into account, and individual characteristics of banks must be considered as well.
author GÓMEZ-GONZÁLEZ,JOSÉ E
KIEFER,NICHOLAS M
author_facet GÓMEZ-GONZÁLEZ,JOSÉ E
KIEFER,NICHOLAS M
author_sort GÓMEZ-GONZÁLEZ,JOSÉ E
title EVIDENCE OF NON-MARKOVIAN BEHAVIOR IN THE PROCESS OF BANK RATING MIGRATIONS
title_short EVIDENCE OF NON-MARKOVIAN BEHAVIOR IN THE PROCESS OF BANK RATING MIGRATIONS
title_full EVIDENCE OF NON-MARKOVIAN BEHAVIOR IN THE PROCESS OF BANK RATING MIGRATIONS
title_fullStr EVIDENCE OF NON-MARKOVIAN BEHAVIOR IN THE PROCESS OF BANK RATING MIGRATIONS
title_full_unstemmed EVIDENCE OF NON-MARKOVIAN BEHAVIOR IN THE PROCESS OF BANK RATING MIGRATIONS
title_sort evidence of non-markovian behavior in the process of bank rating migrations
publisher Instituto de Economía, Pontificia Universidad Católica de Chile
publishDate 2009
url http://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0717-68212009000100002
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