Measuring volatility with the realized range

被引:163
作者
Martens, Martin [1 ]
van Dijk, Dick [1 ]
机构
[1] Erasmus Univ, Inst Econometr, NL-3000 DR Rotterdam, Netherlands
关键词
realized volatility; high-low range; high-frequency data; market microstructure noise; biascorrection;
D O I
10.1016/j.jeconom.2006.05.019
中图分类号
F [经济];
学科分类号
02 ;
摘要
Realized variance, being the summation of squared intra-day returns, has quickly gained popularity as a measure of daily volatility. Following Parkinson [1980. The extreme value method for estimating the variance of the rate of return. Journal of Business 53, 61-65] we replace each squared intra-day return by the high-low range for that period to create a novel and more efficient estimator called the realized range. In addition, we suggest a bias-correction procedure to account for the effects of microstructure frictions based upon scaling the realized range with the average level of the daily range. Simulation experiments demonstrate that for plausible levels of non-trading and bid-ask bounce the realized range has a lower mean-squared error than the realized variance, including variants thereof that are robust to microstructure noise. Empirical analysis of the S&P500 index-futures and the S&P 100 constituents confirms the potential of the realized range. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:181 / 207
页数:27
相关论文
共 30 条
[1]   How often to sample a continuous-time process in the presence of market microstructure noise [J].
Aït-Sahalia, Y ;
Mykland, PA ;
Zhang, L .
REVIEW OF FINANCIAL STUDIES, 2005, 18 (02) :351-416
[2]   Range-based estimation of stochastic volatility models [J].
Alizadeh, S ;
Brandt, MW ;
Diebold, FX .
JOURNAL OF FINANCE, 2002, 57 (03) :1047-1091
[3]   The distribution of realized stock return volatility [J].
Andersen, TG ;
Bollerslev, T ;
Diebold, FX ;
Ebens, H .
JOURNAL OF FINANCIAL ECONOMICS, 2001, 61 (01) :43-76
[4]   Answering the skeptics: Yes, standard volatility models do provide accurate forecasts [J].
Andersen, TG ;
Bollerslev, T .
INTERNATIONAL ECONOMIC REVIEW, 1998, 39 (04) :885-905
[5]   The distribution of realized exchange rate volatility [J].
Andersen, TG ;
Bollerslev, T ;
Diebold, FX ;
Labys, P .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2001, 96 (453) :42-55
[6]   Modeling and forecasting realized volatility [J].
Andersen, TG ;
Bollerslev, T ;
Diebold, FX ;
Labys, P .
ECONOMETRICA, 2003, 71 (02) :579-625
[7]   Rolling-sample volatility estimators: Some new theoretical, simulation, and empirical results [J].
Andreou, E ;
Ghysels, E .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2002, 20 (03) :363-376
[8]   A comparative study of alternative extreme-value volatility estimators [J].
Bali, TG ;
Weinbaum, D .
JOURNAL OF FUTURES MARKETS, 2005, 25 (09) :873-892
[9]  
Bandi F. M., 2005, MICROSTRUCTURE NOISE
[10]   Separating microstructure noise from volatility [J].
Bandi, FM ;
Russell, JR .
JOURNAL OF FINANCIAL ECONOMICS, 2006, 79 (03) :655-692