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There is a Risk-Return Tradeoff After All Author info | Abstract | Publisher info | Download info | Related research | Statistics Eric Ghysels ()
Pedro Santa-Clara
Rossen Valkanov
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This paper studies the ICAPM intertemporal relation between conditional mean and conditional variance of the aggregate stock market return. We introduce a new estimator that forecasts monthly variance with past daily squared returns - the Mixed Data Sampling (or MIDAS) approach. Using MIDAS, we find that there is a significantly positive relation between risk and return in the stock market. This finding is robust in subsamples, to asymmetric specifications of the variance process, and to controlling for variables associated with the business cycle. We compare the MIDAS results with other tests of the ICAPM based on alternative conditional variance specifications and explain the conflicting results in the literature. Finally, we offer new insights about the dynamics of conditional variance. Nous étudions le modèle ICAPM à l'aide d'un nouvel estimateur MIDAS, basé sur un mélange de données temporelles échantillonnées à différentes fréquences. Nous trouvons une relation positive et significative avec cet estimateur. Nous analysons également des modèles avec asymétries.
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Date of creation: 01 May 2003Date of revision:
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Keywords: mixed data sampling ; risk-return trade-off ; stimation avec mélange de fréquence de séries temporelles ; relation risque-rendement ; Other versions of this item:
Paper Eric Ghysels & Pedro Santa-Clara & Rossen Valkanov, 2003.
"There is a Risk-Return Tradeoff After All ,"
University of California at Los Angeles, Anderson Graduate School of Management
1155, Anderson Graduate School of Management, UCLA.
[Downloadable!] Eric Ghysels & Pedro Santa-Clara & Rossen Valkanov, 2004.
"There is a Risk-Return Tradeoff After All ,"
NBER Working Papers
10913, National Bureau of Economic Research, Inc.
[Downloadable!] (restricted) Eric Ghysels & Pedro Santa-Clara & Rossen Valkanov, 2004.
"There is a Risk-Return Tradeoff After All ,"
CIRANO Working Papers
2004s-24, CIRANO.
[Downloadable!] This paper has been announced in the following NEP Reports :
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.: Christopher M. Turner & Richard Startz & Charles R. Nelson, 1989.
"A Markov Model of Heteroskedasticity, Risk, and Learning in the Stock Market ,"
NBER Working Papers
2818, National Bureau of Economic Research, Inc.
[Downloadable!] (restricted)
Other versions:
Turner, Christopher M. & Startz, Richard & Nelson, Charles R., 1989.
"A Markov model of heteroskedasticity, risk, and learning in the stock market ,"
Journal of Financial Economics ,
Elsevier, vol. 25(1), pages 3-22, November.
[Downloadable!] (restricted) Chernov, Mikhail & Gallant, A. Ronald & Ghysels, Eric & Tauchen, George, 2002.
"Alternative Models for Stock Price Dynamic ,"
Working Papers
02-03, Duke University, Department of Economics.
[Downloadable!]
Other versions:
Mikhail Chernov & A. Ronald Gallant & Eric Ghysels & George Tauchen, 2002.
"Alternative Models for Stock Price Dynamics ,"
CIRANO Working Papers
2002s-58, CIRANO.
[Downloadable!] Chernov, Mikhail & Ronald Gallant, A. & Ghysels, Eric & Tauchen, George, 2003.
"Alternative models for stock price dynamics ,"
Journal of Econometrics ,
Elsevier, vol. 116(1-2), pages 225-257.
[Downloadable!] (restricted) Hall, Robert E, 1988.
"Intertemporal Substitution in Consumption ,"
Journal of Political Economy ,
University of Chicago Press, vol. 96(2), pages 339-57, April.
[Downloadable!] (restricted)
Other versions: Carrasco, Marine & Florens, Jean-Pierre, 2000.
"Generalization Of Gmm To A Continuum Of Moment Conditions ,"
Econometric Theory ,
Cambridge University Press, vol. 16(06), pages 797-834, December.
[Downloadable!]
Gennotte, Gerard & Marsh, Terry A., 1993.
"Variations in economic uncertainty and risk premiums on capital assets ,"
European Economic Review ,
Elsevier, vol. 37(5), pages 1021-1041, June.
[Downloadable!] (restricted)
Pindyck, Robert S., 1983.
"Risk, inflation, and the stock market ,"
Working papers
1423-83., Massachusetts Institute of Technology (MIT), Sloan School of Management.
[Downloadable!]
Other versions:
Robert S. Pindyck, 1983.
"Risk, Inflation, and the Stock Market ,"
NBER Working Papers
1186, National Bureau of Economic Research, Inc.
[Downloadable!] (restricted) Pindyck, Robert S, 1984.
"Risk, Inflation, and the Stock Market ,"
American Economic Review ,
American Economic Association, vol. 74(3), pages 335-51, June.
[Downloadable!] (restricted) David K. Backus & Allan W. Gregory, 1992.
"Theoretical Relations Between Risk Premiums and Conditional Variances ,"
Working Papers
92-18a, New York University, Leonard N. Stern School of Business, Department of Economics.
Other versions: Merton, Robert C, 1973.
"An Intertemporal Capital Asset Pricing Model ,"
Econometrica ,
Econometric Society, vol. 41(5), pages 867-87, September.
[Downloadable!] (restricted)
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)
Schwert, G William, 1989.
" Why Does Stock Market Volatility Change over Time? ,"
Journal of Finance ,
American Finance Association, vol. 44(5), pages 1115-53, December.
[Downloadable!] (restricted)
Other versions: Sims, Christopher A, 1971.
"Discrete Approximations to Continuous Time Distributed Lags in Econometrics ,"
Econometrica ,
Econometric Society, vol. 39(3), pages 545-63, May.
[Downloadable!] (restricted)
A. Ronald Gallant & Chien-Te Hsu & George Tauchen, 1999.
"Using Daily Range Data To Calibrate Volatility Diffusions And Extract The Forward Integrated Variance ,"
The Review of Economics and Statistics ,
MIT Press, vol. 81(4), pages 617-631, November.
[Downloadable!] (restricted)
Other versions: Robinson, Peter M., 1977.
"The construction and estimation of continuous time models and discrete approximations in econometrics ,"
Journal of Econometrics ,
Elsevier, vol. 6(2), pages 173-197, September.
[Downloadable!] (restricted)
Engle, Robert F & Ng, Victor K, 1993.
" Measuring and Testing the Impact of News on Volatility ,"
Journal of Finance ,
American Finance Association, vol. 48(5), pages 1749-78, December.
[Downloadable!] (restricted)
Other versions: Campbell, John Y., 1987.
"Stock returns and the term structure ,"
Journal of Financial Economics ,
Elsevier, vol. 18(2), pages 373-399, June.
[Downloadable!] (restricted)
Other versions: Chen, Nai-Fu & Roll, Richard & Ross, Stephen A, 1986.
"Economic Forces and the Stock Market ,"
Journal of Business ,
University of Chicago Press, vol. 59(3), pages 383-403, July.
[Downloadable!] (restricted)
Whitelaw, Robert F, 1994.
" Time Variations and Covariations in the Expectation and Volatility of Stock Market Returns ,"
Journal of Finance ,
American Finance Association, vol. 49(2), pages 515-41, June.
[Downloadable!] (restricted)
Neil Shephard, 2005.
"Stochastic Volatility ,"
Economics Papers
2005-W17, Economics Group, Nuffield College, University of Oxford.
[Downloadable!]
Lars Peter Hansen & Thomas J. Sargent, 1981.
"The dimensionality of the aliasing problem in models with rational spectral densities ,"
Staff Report
72, Federal Reserve Bank of Minneapolis.
[Downloadable!]
Other versions: Carrasco, Marine & Chernov, Mikhaël & Florens, Jean-Pierre & Ghysels, Eric, 2000.
"Efficient Estimation of Jump Diffusions and General Dynamic Models with a Continuum of Moment Conditions ,"
IDEI Working Papers
116, Institut d'Économie Industrielle (IDEI), Toulouse, revised 2002.
[Downloadable!]
Other versions: Hentschel, Ludger, 1995.
"All in the family Nesting symmetric and asymmetric GARCH models ,"
Journal of Financial Economics ,
Elsevier, vol. 39(1), pages 71-104, September.
[Downloadable!] (restricted)
McCrorie, J. Roderick, 2000.
"Deriving The Exact Discrete Analog Of A Continuous Time System ,"
Econometric Theory ,
Cambridge University Press, vol. 16(06), pages 998-1015, December.
[Downloadable!]
Campbell, John Y & Shiller, Robert J, 1988.
" Stock Prices, Earnings, and Expected Dividends ,"
Journal of Finance ,
American Finance Association, vol. 43(3), pages 661-76, July.
[Downloadable!] (restricted)
Other versions:
John Y. Campbell & Robert J. Shiller, 1988.
"Stock Prices, Earnings and Expected Dividends ,"
Cowles Foundation Discussion Papers
858, Cowles Foundation, Yale University.
[Downloadable!] John Y. Campbell & Robert J. Shiller, 1989.
"Stock Prices, Earnings and Expected Dividends ,"
NBER Working Papers
2511, National Bureau of Economic Research, Inc.
[Downloadable!] (restricted) Campbell, J.Y. & Shiller, R.J., 1988.
"Stock Prices, Earnings And Expected Dividends ,"
Papers
334, Princeton, Department of Economics - Econometric Research Program.
Harvey, Campbell R., 2001.
"The specification of conditional expectations ,"
Journal of Empirical Finance ,
Elsevier, vol. 8(5), pages 573-637, December.
[Downloadable!] (restricted)
Sassan Alizadeh & Michael W. Brandt & Francis X. Diebold, 2002.
"Range-Based Estimation of Stochastic Volatility Models ,"
Journal of Finance ,
American Finance Association, vol. 57(3), pages 1047-1091, 06.
[Downloadable!] (restricted)
Nelson, Daniel B, 1991.
"Conditional Heteroskedasticity in Asset Returns: A New Approach ,"
Econometrica ,
Econometric Society, vol. 59(2), pages 347-70, March.
[Downloadable!] (restricted)
K.C. Chan & G. Andrew Karolyi & Rene M. Stulz, 1992.
"Global Financial Markets and the Risk Premium on U.S. Equity ,"
NBER Working Papers
4074, National Bureau of Economic Research, Inc.
[Downloadable!] (restricted)
Other versions: Poterba, James M & Summers, Lawrence H, 1986.
"The Persistence of Volatility and Stock Market Fluctuations ,"
American Economic Review ,
American Economic Association, vol. 76(5), pages 1142-51, December.
[Downloadable!] (restricted)
Other versions: Bierens, Herman J, 1990.
"A Consistent Conditional Moment Test of Functional Form ,"
Econometrica ,
Econometric Society, vol. 58(6), pages 1443-58, November.
[Downloadable!] (restricted)
Other versions: Lawrence R. Glosten & Ravi Jagannathan & David E. Runkle, 1993.
"On the relation between the expected value and the volatility of the nominal excess return on stocks ,"
Staff Report
157, Federal Reserve Bank of Minneapolis.
[Downloadable!]
Other versions: Eric Ghysels & Pedro Santa-Clara & Rossen Valkanov, 2004.
"Predicting Volatility: Getting the Most out of Return Data Sampled at Different Frequencies ,"
CIRANO Working Papers
2004s-19, CIRANO.
[Downloadable!]
Other versions: repec:cup:etheor:v:12:y:1996:i:2:p:215-56 is not listed on IDEAS
Tim Bollerslev & Jeffrey Wooldridge, 1992.
"Quasi-maximum likelihood estimation and inference in dynamic models with time-varying covariances ,"
Econometric Reviews ,
Taylor and Francis Journals, vol. 11(2), pages 143-172.
[Downloadable!] (restricted)
Abel, Andrew B., 1988.
"Stock prices under time-varying dividend risk : An exact solution in an infinite-horizon general equilibrium model ,"
Journal of Monetary Economics ,
Elsevier, vol. 22(3), pages 375-393.
[Downloadable!] (restricted)
Other versions: Bekaert, Geert & Wu, Guojun, 2000.
"Asymmetric Volatility and Risk in Equity Markets ,"
Review of Financial Studies ,
Oxford University Press for Society for Financial Studies, vol. 13(1), pages 1-42.
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!] Taylor, Stephen J. & Xu, Xinzhong, 1997.
"The incremental volatility information in one million foreign exchange quotations ,"
Journal of Empirical Finance ,
Elsevier, vol. 4(4), pages 317-340, December.
[Downloadable!] (restricted)
Keim, Donald B. & Stambaugh, Robert F., 1986.
"Predicting returns in the stock and bond markets ,"
Journal of Financial Economics ,
Elsevier, vol. 17(2), pages 357-390, December.
[Downloadable!] (restricted)
Other versions: John T. Scruggs, 1998.
"Resolving the Puzzling Intertemporal Relation between the Market Risk Premium and Conditional Market Variance: A Two-Factor Approach ,"
Journal of Finance ,
American Finance Association, vol. 53(2), pages 575-603, 04.
[Downloadable!] (restricted)
Eric Ghysels & Pedro Santa-Clara & Rossen Valkanov, 2004.
"The MIDAS Touch: Mixed Data Sampling Regression Models ,"
CIRANO Working Papers
2004s-20, CIRANO.
[Downloadable!]
Engle, Robert F & Lilien, David M & Robins, Russell P, 1987.
"Estimating Time Varying Risk Premia in the Term Structure: The Arch-M Model ,"
Econometrica ,
Econometric Society, vol. 55(2), pages 391-407, March.
[Downloadable!] (restricted)
Pan, Jun, 2002.
"The jump-risk premia implicit in options: evidence from an integrated time-series study ,"
Journal of Financial Economics ,
Elsevier, vol. 63(1), pages 3-50, January.
[Downloadable!] (restricted)
Chou, Ray Yeutien, 1988.
"Volatility Persistence and Stock Valuations: Some Empirical Evidence Using Garch ,"
Journal of Applied Econometrics ,
John Wiley & Sons, Ltd., vol. 3(4), pages 279-94, October-D.
[Downloadable!] (restricted)
Elena Andreou & Eric Ghysels, 2000.
"Rolling-Sample Volatility Estimators: Some New Theoretical, Simulation and Empirical Results ,"
CIRANO Working Papers
2000s-19, CIRANO.
[Downloadable!]
Other versions:
Andreou, Elena & Ghysels, Eric, 2002.
"Rolling-Sample Volatility Estimators: Some New Theoretical, Simulation, and Empirical Results ,"
Journal of Business & Economic Statistics ,
American Statistical Association, vol. 20(3), pages 363-76, July.
Ferson, Wayne E & Harvey, Campbell R, 1991.
"The Variation of Economic Risk Premiums ,"
Journal of Political Economy ,
University of Chicago Press, vol. 99(2), pages 385-415, April.
[Downloadable!] (restricted)
Paul Harrison & Harold H. Zhang, 1999.
"An Investigation Of The Risk And Return Relation At Long Horizons ,"
The Review of Economics and Statistics ,
MIT Press, vol. 81(3), pages 399-408, August.
[Downloadable!] (restricted)
Phillips, P C B, 1972.
"The Structural Estimation of a Stochastic Differential Equation System ,"
Econometrica ,
Econometric Society, vol. 40(6), pages 1021-41, November.
[Downloadable!] (restricted)
Andersen, Torben G & Bollerslev, Tim, 1998.
"Answering the Skeptics: Yes, Standard Volatility Models Do Provide Accurate Forecasts ,"
International Economic Review ,
Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(4), pages 885-905, November.
Stinchcombe, Maxwell B. & White, Halbert, 1998.
"Consistent Specification Testing With Nuisance Parameters Present Only Under The Alternative ,"
Econometric Theory ,
Cambridge University Press, vol. 14(03), pages 295-325, June.
[Downloadable!]
Ole E. Barndorff-Nielsen & Neil Shephard, 2004.
"Econometric Analysis of Realized Covariation: High Frequency Based Covariance, Regression, and Correlation in Financial Economics ,"
Econometrica ,
Econometric Society, vol. 72(3), pages 885-925, 05.
[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: Chambers, Marcus J., 1991.
"Discrete Models for Estimating General Linear Continuous Time Systems ,"
Econometric Theory ,
Cambridge University Press, vol. 7(04), pages 531-542, December.
[Downloadable!]
Officer, R R, 1973.
"The Variability of the Market Factor of the New York Stock Exchange ,"
Journal of Business ,
University of Chicago Press, vol. 46(3), pages 434-53, July.
[Downloadable!] (restricted)
Eric Ghysels & Pedro Santa-Clara & Rossen Valkanov, 2004.
"There is a Risk-Return Tradeoff After All ,"
NBER Working Papers
10913, National Bureau of Economic Research, Inc.
[Downloadable!] (restricted)
Other versions:
Eric Ghysels & Pedro Santa-Clara & Rossen Valkanov, 2003.
"There is a Risk-Return Tradeoff After All ,"
University of California at Los Angeles, Anderson Graduate School of Management
1155, Anderson Graduate School of Management, UCLA.
[Downloadable!] Eric Ghysels & Pedro Santa-Clara & Rossen Valkanov, 2004.
"There is a Risk-Return Tradeoff After All ,"
CIRANO Working Papers
2004s-24, CIRANO.
[Downloadable!] Eric Ghysels & Pedro Santa-Clara & Rossen Valkanov, 2003.
"There is a Risk-Return Tradeoff After All ,"
CIRANO Working Papers
2003s-26, CIRANO.
[Downloadable!] Xiao, Zhijie & Phillips, Peter C. B., 1998.
"Higher-order approximations for frequency domain time series regression ,"
Journal of Econometrics ,
Elsevier, vol. 86(2), pages 297-336, June.
[Downloadable!] (restricted)
Chacko, George & Viceira, Luis M., 2003.
"Spectral GMM estimation of continuous-time processes ,"
Journal of Econometrics ,
Elsevier, vol. 116(1-2), pages 259-292.
[Downloadable!] (restricted)
Comte, F. & Renault, E., 1996.
"Noncausality in Continuous Time Models ,"
Econometric Theory ,
Cambridge University Press, vol. 12(02), pages 215-256, June.
[Downloadable!]
Andersen, Torben G. & Bollerslev, Tim & Diebold, Francis X. & Ebens, Heiko, 2001.
"The distribution of realized stock return volatility ,"
Journal of Financial Economics ,
Elsevier, vol. 61(1), pages 43-76, July.
[Downloadable!] (restricted)
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