2005Unpublished venueOpen access

Term Structure of Risk under Alternative Econometric Specifications

Massimo Guidolin, Allan Timmermann

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Abstract

This paper characterizes the term structure of risk measures such as Value at Risk (VaR) and expected shortfall under different econometric approaches including multivariate regime switching, GARCH-in-mean models with student-t errors, two-component GARCH models and a non-parametric bootstrap.We show how to derive the risk measures for each of these models and document large variations in term structures across econometric specifications.An out-of-sample forecasting experiment applied to stock, bond and cash portfolios suggests that the best model is asset-and horizon specific but that the bootstrap and regime switching model are best overall for VaR levels of 5% and 1%, respectively.

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This paper characterizes the term structure of risk measures such as Value at Risk (VaR) and expected shortfall under different econometric approaches including multivariate regime switching, GARCH-in-mean models with student-t errors, two-component GARCH models and a non-parametric bootstrap.We show how to derive the risk measures for each of these models and document large variations in term structures across econometric specifications.An out-of-sample forecasting experiment applied to stock, bond and cash portfolios suggests that the best model is asset-and horizon specific but that the bootstrap and regime switching model are best overall for VaR levels of 5% and 1%, respectively.

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Available abstract

This paper characterizes the term structure of risk measures such as Value at Risk (VaR) and expected shortfall under different econometric approaches including multivariate regime switching, GARCH-in-mean models with student-t errors, two-component GARCH models and a non-parametric bootstrap.We show how to derive the risk measures for each of these models and document large variations in term structures across econometric specifications.An out-of-sample forecasting experiment applied to stock, bond and cash portfolios suggests that the best model is asset-and horizon specific but that the bootstrap and regime switching model are best overall for VaR levels of 5% and 1%, respectively.

Key concepts: Econometrics, Term (time), Econometric model, Economics, Quantum mechanics, Physics

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