Term Structure of Risk under Alternative Econometric Specifications
Massimo Guidolin, Allan Timmermann
Abstract
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Massimo Guidolin, Allan Timmermann
Abstract
Open-access reader
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.
Key concepts: Econometrics, Term (time), Econometric model, Economics, Quantum mechanics, Physics