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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Instituto de Economía, Pontificia Universidad Católica de Chile
2009
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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 |
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English |
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Financial Institutions Macroeconomic Variables Capitalization Supervision Transition Intensities |
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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 |
work_keys_str_mv |
AT gomezgonzalezjosee evidenceofnonmarkovianbehaviorintheprocessofbankratingmigrations AT kiefernicholasm evidenceofnonmarkovianbehaviorintheprocessofbankratingmigrations |
_version_ |
1718442411703664641 |