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On portfolio optimization: How and when do we benefit from high-frequency data? Author info | Abstract | Publisher info | Download info | Related research | Statistics Qianqiu Liu (Shidler College of Business, University of Hawaii at Manoa, Honolulu, HI, USA)
We examine how the use of high-frequency data impacts the portfolio optimization decision. Prior research has documented that an estimate of realized volatility is more precise when based upon intraday returns rather than daily returns. Using the framework of a professional investment manager who wishes to track the S&P 500 with the 30 Dow Jones Industrial Average stocks, we find that the benefits of using high-frequency data depend upon the rebalancing frequency and estimation horizon. If the portfolio is rebalanced monthly and the manager has access to at least the previous 12 months of data, daily data have the potential to perform as well as high-frequency data. However, substantial improvements in the portfolio optimization decision from high-frequency data are realized if the manager rebalances daily or has less than a 6-month estimation window. These findings are robust to transaction costs. Copyright © 2009 John Wiley & Sons, Ltd.
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Article provided by John Wiley & Sons, Ltd. in its journal Journal of Applied Econometrics .
Volume (Year): 24 (2009)
Issue (Month): 4 ()
Pages: 560-582
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Handle: RePEc:jae:japmet:v:24:y:2009:i:4:p:560-582Contact details of provider: Web page: http://www.interscience.wiley.com/jpages/0883-7252/
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Keywords: References listed on IDEAS Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile , click on "citations" and make appropriate adjustments.:
Bandi, Federico M. & Russell, Jeffrey R., 2006.
"Separating microstructure noise from volatility ,"
Journal of Financial Economics ,
Elsevier, vol. 79(3), pages 655-692, March.
[Downloadable!] (restricted)
Merton, Robert C., 1980.
"On estimating the expected return on the market : An exploratory investigation ,"
Journal of Financial Economics ,
Elsevier, vol. 8(4), pages 323-361, December.
[Downloadable!] (restricted)
Other versions: French, Kenneth R. & Schwert, G. William & Stambaugh, Robert F., 1987.
"Expected stock returns and volatility ,"
Journal of Financial Economics ,
Elsevier, vol. 19(1), pages 3-29, September.
[Downloadable!] (restricted)
Federico Bandi & Jeffrey Russell & Yinghua Zhu, 2008.
"Using High-Frequency Data in Dynamic Portfolio Choice ,"
Econometric Reviews ,
Taylor and Francis Journals, vol. 27(1-3), pages 163-198.
[Downloadable!] (restricted)
Michael McAleer & Marcelo Medeiros, 2008.
"Realized Volatility: A Review ,"
Econometric Reviews ,
Taylor and Francis Journals, vol. 27(1-3), pages 10-45.
[Downloadable!] (restricted)
Other versions: Scholes, Myron & Williams, Joseph, 1977.
"Estimating betas from nonsynchronous data ,"
Journal of Financial Economics ,
Elsevier, vol. 5(3), pages 309-327, December.
[Downloadable!] (restricted)
West, Kenneth D. & Edison, Hali J. & Cho, Dongchul, 1993.
"A utility-based comparison of some models of exchange rate volatility ,"
Journal of International Economics ,
Elsevier, vol. 35(1-2), pages 23-45, August.
[Downloadable!] (restricted)
Other versions: Zhang, Lan & Mykland, Per A. & Ait-Sahalia, Yacine, 2005.
"A Tale of Two Time Scales: Determining Integrated Volatility With Noisy High-Frequency Data ,"
Journal of the American Statistical Association ,
American Statistical Association, vol. 100, pages 1394-1411, December.
[Downloadable!] (restricted)
Other versions: Cohen, Kalman J. & Hawawini, Gabriel A. & Maier, Steven F. & Schwartz, Robert A. & Whitcomb, David K., 1983.
"Friction in the trading process and the estimation of systematic risk ,"
Journal of Financial Economics ,
Elsevier, vol. 12(2), pages 263-278, August.
[Downloadable!] (restricted)
Nelson, Daniel B., 1992.
"Filtering and forecasting with misspecified ARCH models I : Getting the right variance with the wrong model ,"
Journal of Econometrics ,
Elsevier, vol. 52(1-2), pages 61-90.
[Downloadable!] (restricted)
Ole E. Barndorff-Nielsen & Shephard, 2002.
"Econometric analysis of realized volatility and its use in estimating stochastic volatility models ,"
Journal Of The Royal Statistical Society Series B ,
Royal Statistical Society, vol. 64(2), pages 253-280.
[Downloadable!] (restricted)
Other versions:
Neil Shephard & Ole Barndorff-Nielsen, 2001.
"Econometric Analysis of Realised Volatility and Its Use in Estimating Stochastic Volatility Models ,"
Economics Series Working Papers
071, University of Oxford, Department of Economics.
[Downloadable!] Ole E. Barndorff-Nielsen & Neil Shephard, 2000.
"Econometric analysis of realised volatility and its use in estimating stochastic volatility models ,"
Economics Papers
2001-W4, Economics Group, Nuffield College, University of Oxford, revised 05 Jul 2001.
[Downloadable!] Robert F. Engle, 2000.
"The Econometrics of Ultra-High Frequency Data ,"
Econometrica ,
Econometric Society, vol. 68(1), pages 1-22, January.
Other versions: Torben G. Andersen & Tim Bollerslev & Francis X. Diebold & Paul Labys, 2003.
"Modeling and Forecasting Realized Volatility ,"
Econometrica ,
Econometric Society, vol. 71(2), pages 579-625, March.
[Downloadable!] (restricted)
Other versions:
Torben G. Andersen & Tim Bollerslev & Francis X. Diebold & Paul Labys, 2001.
"Modeling and Forecasting Realized Volatility ,"
NBER Working Papers
8160, National Bureau of Economic Research, Inc.
[Downloadable!] (restricted) Torben G. Andersen & Tim Bollerslev & Francis X. Diebold & Paul Labys, 2001.
"Modeling and Forecasting Realized Volatility ,"
Center for Financial Institutions Working Papers
01-01, Wharton School Center for Financial Institutions, University of Pennsylvania.
[Downloadable!] Anderson, Torben G. & Bollerslev, Tim & Diebold, Francis X. & Labys, Paul, 2002.
"Modeling and Forecasting Realized Volatility ,"
Working Papers
02-12, Duke University, Department of Economics.
[Downloadable!] Fleming, Jeff & Kirby, Chris & Ostdiek, Barbara, 2003.
"The economic value of volatility timing using "realized" volatility ,"
Journal of Financial Economics ,
Elsevier, vol. 67(3), pages 473-509, March.
[Downloadable!] (restricted)
Chan, Louis K C & Karceski, Jason & Lakonishok, Josef, 1999.
"On Portfolio Optimization: Forecasting Covariances and Choosing the Risk Model ,"
Review of Financial Studies ,
Oxford University Press for Society for Financial Studies, vol. 12(5), pages 937-74.
Louis K.C. Chan & Jason Karceski & Josef Lakonishok, 1999.
"On Portfolio Optimization: Forecasting Covariances and Choosing the Risk Model ,"
NBER Working Papers
7039, National Bureau of Economic Research, Inc.
[Downloadable!] (restricted)
Foster, Dean P & Nelson, Daniel B, 1996.
"Continuous Record Asymptotics for Rolling Sample Variance Estimators ,"
Econometrica ,
Econometric Society, vol. 64(1), pages 139-74, January.
[Downloadable!] (restricted)
Other versions: Hansen, Peter R. & Lunde, Asger, 2006.
"Realized Variance and Market Microstructure Noise ,"
Journal of Business & Economic Statistics ,
American Statistical Association, vol. 24, pages 127-161, April.
[Downloadable!] (restricted)
Ledoit, Olivier & Wolf, Michael, 2003.
"Improved estimation of the covariance matrix of stock returns with an application to portfolio selection ,"
Journal of Empirical Finance ,
Elsevier, vol. 10(5), pages 603-621, December.
[Downloadable!] (restricted)
Jeff Fleming, 2001.
"The Economic Value of Volatility Timing ,"
Journal of Finance ,
American Finance Association, vol. 56(1), pages 329-352, 02.
[Downloadable!] (restricted)
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