Dynamic estimation of volatility risk premia and investor risk aversion from option-implied and realized volatilities

被引:192
|
作者
Bollerslev, Tim [1 ,2 ]
Gibson, Michael [3 ]
Zhou, Hao [3 ]
机构
[1] Duke Univ, Dept Econ, Durham, NC 27708 USA
[2] NBER, Cambridge, MA 02138 USA
[3] Fed Reserve Board, Risk Anal Sect, Washington, DC 20551 USA
基金
新加坡国家研究基金会; 美国国家科学基金会;
关键词
Stochastic volatility risk premium; Model-free implied volatility; Model-free realized volatility; Black-Scholes; GMM estimation; Return predictability; STOCHASTIC VOLATILITY; STOCK RETURNS; PRICES; VARIANCE; CONSUMPTION; COVARIANCE; MOMENTS; SAMPLE; NOISE; JUMPS;
D O I
10.1016/j.jeconom.2010.03.033
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper proposes a method for constructing a volatility risk premium, or investor risk aversion, index. The method is intuitive and simple to implement, relying on the sample moments of the recently popularized model-free realized and option-implied volatility measures. A small-scale Monte Carlo experiment confirms that the procedure works well in practice. Implementing the procedure with actual S&P500 option-implied volatilities and high-frequency five-minute-based realized volatilities indicates significant temporal dependencies in the estimated stochastic volatility risk premium, which we in turn relate to a set of macro-finance state variables. We also find that the extracted volatility risk premium helps predict future stock market returns. (C) 2010 Elsevier B.V. All rights reserved.
引用
下载
收藏
页码:235 / 245
页数:11
相关论文
共 50 条
  • [21] Measuring Equity Risk with Option-implied Correlations
    Buss, Adrian
    Vilkov, Grigory
    REVIEW OF FINANCIAL STUDIES, 2012, 25 (10): : 3113 - 3140
  • [22] Risk-adjusted option-implied moments
    Felix Brinkmann
    Olaf Korn
    Review of Derivatives Research, 2018, 21 : 149 - 173
  • [23] Risk-adjusted option-implied moments
    Brinkmann, Felix
    Korn, Olaf
    REVIEW OF DERIVATIVES RESEARCH, 2018, 21 (02) : 149 - 173
  • [24] Implied liquidity risk premia in option markets
    Florence Guillaume
    Gero Junike
    Peter Leoni
    Wim Schoutens
    Annals of Finance, 2019, 15 : 233 - 246
  • [25] Implied liquidity risk premia in option markets
    Guillaume, Florence
    Junike, Gero
    Leoni, Peter
    Schoutens, Wim
    ANNALS OF FINANCE, 2019, 15 (02) : 233 - 246
  • [26] Option-Implied Objective Measures of Market Risk with Leverage
    Leiss, Matthias
    Nax, Heinrich H.
    ACTUARIAL SCIENCES AND QUANTITATIVE FINANCE, 2017, 214 : 139 - 153
  • [27] INVESTOR EXPECTATIONS OF VOLATILITY INCREASES AROUND LARGE STOCK SPLITS AS IMPLIED IN CALL OPTION PREMIA
    KLEIN, LS
    PETERSON, DR
    JOURNAL OF FINANCIAL RESEARCH, 1988, 11 (01) : 71 - 80
  • [28] Option-Implied Volatilities and Stock Returns: Evidence from Industry-Neutral Portfolios
    Liu, Xiaoquan
    Pong, Eddie S. Y.
    Shackleton, Mark B.
    Zhang, Yuanyuan
    JOURNAL OF PORTFOLIO MANAGEMENT, 2014, 41 (01): : 65 - 77
  • [29] Recovering risk aversion from option prices and realized returns
    Jackwerth, JC
    REVIEW OF FINANCIAL STUDIES, 2000, 13 (02): : 433 - 451
  • [30] Option-Implied Equity Risk and the Cross Section of Stock Returns
    Chen, Te-Feng
    Chung, San-Lin
    Tsai, Wei-Che
    FINANCIAL ANALYSTS JOURNAL, 2016, 72 (06) : 42 - 55