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Option-implied objective measures of market risk

Type of publication Peer-reviewed
Publikationsform Original article (peer-reviewed)
Author Leiss Matthias, Nax Heinrich H.,
Project The Anatomy of Systemic Financial Risk: Combining Ethical, Political and Economic Dimensions for Public Policy
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Original article (peer-reviewed)

Journal Journal of Banking & Finance
Volume (Issue) 88
Page(s) 241 - 249
Title of proceedings Journal of Banking & Finance
DOI 10.1016/j.jbankfin.2017.11.017

Abstract

Foster and Hart (2009) introduce an objective measure of the riskiness of an asset that implies a bound on how much of one’s wealth is ‘safe’ to invest in the asset while (a.s.) guaranteeing no-bankruptcy. In this study, we translate the Foster–Hart measure from static and abstract gambles to dynamic and applied finance using nonparametric estimation of risk-neutral densities from S&P 500 call and put option prices covering 2003–2013. The dynamics of the resulting ‘option-implied Foster–Hart bound’ are assessed in light of other well-known option-implied risk measures including value at risk, expected shortfall and risk-neutral volatility, as well as high moments of the densities and several industry measures. Rigorous variable selection reveals that the new measure is a significant predictor of (large) ahead-return down- turns. Furthermore, it grasps more characteristics of the risk-neutral probability distributions in terms of moments than other measures and exhibits predictive consistency. The robustness of the risk-neutral density estimation is analyzed via Monte Carlo methods.
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