Comparing Value-at-Risk Methodologies
Brazilian Review of Econometrics
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Title |
Comparing Value-at-Risk Methodologies
Comparing Value-at-Risk Methodologies |
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Creator |
Lima, Luiz Renato
Néri, Breno Pinheiro |
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Description |
In this paper, we compare four different Value-at-Risk (V aR) methodologies through Monte Carlo experiments. Our results indicate that the method based on quantile regression with ARCH effect dominates other methods that require distributional assumption. In particular, we show that the non-robust methodologies have higher probability of predicting V aRs with too many violations. We illustrate our findings with an empirical exercise in which we estimate V aR for returns of S˜ao Paulo stock exchange index, IBOVESPA, during periods of market turmoil. Our results indicate that the robust method based on quantile regression presents the least number of violations.
In this paper, we compare four different Value-at-Risk (V aR) methodologies through Monte Carlo experiments. Our results indicate that the method based on quantile regression with ARCH effect dominates other methods that require distributional assumption. In particular, we show that the non-robust methodologies have higher probability of predicting V aRs with too many violations. We illustrate our findings with an empirical exercise in which we estimate V aR for returns of S˜ao Paulo stock exchange index, IBOVESPA, during periods of market turmoil. Our results indicate that the robust method based on quantile regression presents the least number of violations. |
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Publisher |
Sociedade Brasileira de Econometria
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Date |
2007-05-01
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Type |
info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion |
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Format |
application/pdf
application/pdf |
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Identifier |
http://bibliotecadigital.fgv.br/ojs/index.php/bre/article/view/1570
10.12660/bre.v27n12007.1570 |
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Source |
Brazilian Review of Econometrics; Vol. 27 No. 1 (2007); 1-25
Brazilian Review of Econometrics; v. 27 n. 1 (2007); 1-25 1980-2447 |
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Language |
eng
por |
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Relation |
http://bibliotecadigital.fgv.br/ojs/index.php/bre/article/view/1570/1010
http://bibliotecadigital.fgv.br/ojs/index.php/bre/article/view/1570/1011 |
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