Jump liquidity risk and its impact on CVaR
File(s)JRF.PDF (138.04 KB)
Accepted version
Author(s)
Zheng, Harry
Shen, Yukun
Type
Journal Article
Abstract
Purpose – The aim is to study jump liquidity risk and its impact on risk measures: value at risk (VaR) and conditional VaR (CVaR).
Design/methodology/approach – The liquidity discount factor is modelled with mean revision jump diffusion processes and the liquidity risk is integrated in the framework of VaR and CVaR.
Findings – The standard VaR, CVaR, and the liquidity adjusted VaR can seriously underestimate the potential loss over a short holding period for rare jump liquidity events. A better risk measure is the liquidity adjusted CVaR which gives a more realistic loss estimation in the presence of the liquidity risk. An efficient Monte Carlo method is also suggested to find approximate VaR and CVaR of all percentiles with one set of samples from the loss distribution, which applies to portfolios of securities as well as single securities.
Originality/value – The paper offers plausible stochastic processes to model liquidity risk.
Design/methodology/approach – The liquidity discount factor is modelled with mean revision jump diffusion processes and the liquidity risk is integrated in the framework of VaR and CVaR.
Findings – The standard VaR, CVaR, and the liquidity adjusted VaR can seriously underestimate the potential loss over a short holding period for rare jump liquidity events. A better risk measure is the liquidity adjusted CVaR which gives a more realistic loss estimation in the presence of the liquidity risk. An efficient Monte Carlo method is also suggested to find approximate VaR and CVaR of all percentiles with one set of samples from the loss distribution, which applies to portfolios of securities as well as single securities.
Originality/value – The paper offers plausible stochastic processes to model liquidity risk.
Date Issued
2008-12-31
Date Acceptance
2008-01-01
Citation
Journal of Risk Finance, 2008, 9, pp.477-492
ISSN
1526-5943
Publisher
Emerald
Start Page
477
End Page
492
Journal / Book Title
Journal of Risk Finance
Volume
9
Copyright Statement
© Emerald Group Publishing Limited 2008. Harry Zheng, Yukun Shen, (2008) "Jump liquidity risk and its impact on CVaR", The Journal of Risk Finance, Vol. 9 Issue: 5, pp.477-492, https://doi.org/10.1108/15265940810916139
Subjects
Liquidity
Monte Carlo methods
Risk analysis
Publication Status
Published
Article Number
5