Risk Everywhere: Modeling and Managing Volatility

被引:225
作者
Bollerslev, Tim [1 ,2 ,3 ]
Hood, Benjamin [4 ]
Huss, John [4 ]
Pedersen, Lasse Heje [4 ,5 ,6 ]
机构
[1] Duke Univ, Durham, NC 27706 USA
[2] NBER, Cambridge, MA 02138 USA
[3] CREATES, Salt Lake City, UT USA
[4] AQR Capital Management, Greenwich, CT USA
[5] Copenhagen Business Sch, Solbjerg Plads 3, Frederiksberg, Denmark
[6] CEPR, Washington, DC USA
基金
欧洲研究理事会;
关键词
EXPECTED STOCK RETURNS; ANYTHING BEAT; INVESTOR SENTIMENT; MIDAS REGRESSIONS; TRANSACTION COSTS; ECONOMIC VALUE; TIME-SERIES; GARCH MODEL; PREDICTABILITY; INFORMATION;
D O I
10.1093/rfs/hhy041
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Based on high-frequency data for more than fifty commodities, currencies, equity indices, and fixed-income instruments spanning more than two decades, we document strong similarities in realized volatility patterns within and across asset classes. Exploiting these similarities through panel-based estimation of new realized volatility models results in superior out-of-sample risk forecasts, compared to forecasts from existing models and conventional procedures that do not incorporate the similarities in volatilities. We develop a utility-based framework for evaluating risk models that shows significant economic gains from our new risk model. Lastly, we evaluate the effects of transaction costs and trading speed in implementing different risk models.
引用
收藏
页码:2729 / 2773
页数:45
相关论文
共 69 条
[1]  
Andersen T. G., 2013, HDB EC FINANCE
[2]  
Andersen T. G., 2006, HDB EC FORECASTING
[3]  
Andersen T. G., 2000, Risk, V13, P105
[4]   Modeling and forecasting realized volatility [J].
Andersen, TG ;
Bollerslev, T ;
Diebold, FX ;
Labys, P .
ECONOMETRICA, 2003, 71 (02) :579-625
[5]   Micro effects of macro announcements: Real-time price discovery in foreign exchange [J].
Andersen, TG ;
Bollerslev, T ;
Diebold, FX ;
Vega, C .
AMERICAN ECONOMIC REVIEW, 2003, 93 (01) :38-62
[6]   Roughing it up: Including jump components in the measurement, modeling, and forecasting of return volatility [J].
Andersen, Torben G. ;
Bollerslev, Tim ;
Diebold, Francis X. .
REVIEW OF ECONOMICS AND STATISTICS, 2007, 89 (04) :701-720
[7]   Realized volatility forecasting and market microstructure noise [J].
Andersen, Torben G. ;
Bollerslev, Tim ;
Meddahi, Nour .
JOURNAL OF ECONOMETRICS, 2011, 160 (01) :220-234
[8]  
[Anonymous], 2005, Journal of Financial Econometrics
[9]  
[Anonymous], 1986, MODELLING FINANCIAL
[10]  
[Anonymous], 1999, FINANC ANAL J