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Published in: Annals of Finance 4/2023

01-07-2023 | Research Article

The value of expected return persistence

Authors: Wolfgang Schadner, Sebastian Lang

Published in: Annals of Finance | Issue 4/2023

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Abstract

This work utilizes the fractional Black–Scholes model to estimate the option-implied Hurst exponents, interpreted as forward-looking expectations of return persistence. The focus of the paper is on how corresponding believes enter into factor based asset pricing models. Empirical analyses are carried out for the cross-section of S &P 500 stocks. We make the important observations that (i) stock returns show significant patterns of time-varying persistence and (ii) corresponding believes are reflected within option prices. Incorporating the Hurst exponents allows us to split up CAPM betas into pure market correlation risk (around 70–80%) and into excess persistence believes (about 20–30% of the risk loading). A direct comparison to standard CAPM shows that incorporating persistence believes significantly improves the predictability of future realized returns, and partially releases the beta anomaly. The effects become even stronger the greater the prediction horizon. Hence, the concept of fractal motions enables a deeper understanding of risk structures without the need of additional risk factors.

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Appendix
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Footnotes
1
Or at least it assumes that investors only care about the first two moments and that higher moments and auto-correlation are of no economic value.
 
2
A graphical illustration of the relation between the expected return and \(\tau \) can be found in the Appendix.
 
3
i.e., a cBM taken under \({\mathbb {P}}\) can be transformed into any other measure changing the drift term only and keeping the diffusion term unaffected. A probability measure is understood as the set of probability distributions of all time increments.
 
4
By Eq. (2.17), if \(\mu _m-r_f < 0\) and \(\Delta H > 0\) then stock returns trend at negativity, which is an adverse scenario for long-only investors.
 
5
See e.g., Merton, (1980) or Scott Mayfield (2004).
 
6
The linearly fitted line comes with a slope of \(-\)0.131 and a t-value of \(-\)293.5, # of observations is 65,000. This slope coefficient is reduced to \(-\)0.068 (t-val. \(-\)68.5) when generalizing to fBM.
 
7
Actually, this is widely documented, e.g. Bali et al. (2019).
 
8
R\(^2\) is the coefficient of determination; R\(^2 = 1 - \frac{SS_{tot}}{SS_{res}}\), \(SS_{tot}=\sum _t(y_t - {\hbox {m}}(y))^2\), \(SS_{res} = \sum _t (y_t-\hat{y})^2\) where y is the dependent variable and \(\hat{y}\) the prediction of it. Residuals are defined as \(\hat{y}-y\).
 
Literature
go back to reference Amblard, P., Coeurjolly, J., Lavancier, F., Philippe, A.: Basic properties of the multivariate fractional Brownian motion. Séminaires et Congrès, Self-similar processes and their applications 28, 65–87 (2012) Amblard, P., Coeurjolly, J., Lavancier, F., Philippe, A.: Basic properties of the multivariate fractional Brownian motion. Séminaires et Congrès, Self-similar processes and their applications 28, 65–87 (2012)
go back to reference Bali, T.G., Hu, J., Murray, S.: Option Implied Volatility, Skewness, and Kurtosis and the Cross-Section of Expected Stock Returns, SSRN (accessed at July 20, 2020) (2019) Bali, T.G., Hu, J., Murray, S.: Option Implied Volatility, Skewness, and Kurtosis and the Cross-Section of Expected Stock Returns, SSRN (accessed at July 20, 2020) (2019)
go back to reference Black, F., Scholes, M.: The pricing of options and corporate liabilities. J. Polit. Econ. 81(3), 637–654 (1973)CrossRef Black, F., Scholes, M.: The pricing of options and corporate liabilities. J. Polit. Econ. 81(3), 637–654 (1973)CrossRef
go back to reference Bollerslev, T., Tauchen, G., Zhou, H.: Expected Stock Returns and Variance Risk Premia. The Review of Financial Studies 22(11), 4463–4492 (2009)CrossRef Bollerslev, T., Tauchen, G., Zhou, H.: Expected Stock Returns and Variance Risk Premia. The Review of Financial Studies 22(11), 4463–4492 (2009)CrossRef
go back to reference Buss, A., Vilkov, G.: Measuring Equity Risk with Option-implied Correlations. Rev Fin Stud 25(10), 3113–3140 (2012)CrossRef Buss, A., Vilkov, G.: Measuring Equity Risk with Option-implied Correlations. Rev Fin Stud 25(10), 3113–3140 (2012)CrossRef
go back to reference Carhart, M.M.: On Persistence in Mutual Fund Performance. J. Financ. 52(1), 57–82 (1997)CrossRef Carhart, M.M.: On Persistence in Mutual Fund Performance. J. Financ. 52(1), 57–82 (1997)CrossRef
go back to reference Driessen, J., Maenhout, P.J., Vilkov, G.: Option-Implied Correlations and the Price of Correlation Risk, Adv Risk & Port Man, SSRN (accessed at June 8, 2020) (2013) Driessen, J., Maenhout, P.J., Vilkov, G.: Option-Implied Correlations and the Price of Correlation Risk, Adv Risk & Port Man, SSRN (accessed at June 8, 2020) (2013)
go back to reference Elliott, R.J., Van Der Hoek, J.: A General Fractional White Noise Theory And Applications To Finance. Math. Financ. 13(2), 301–330 (2003)CrossRef Elliott, R.J., Van Der Hoek, J.: A General Fractional White Noise Theory And Applications To Finance. Math. Financ. 13(2), 301–330 (2003)CrossRef
go back to reference Fama, E.F., French, K.R.: A five-factor asset pricing model. Journal of Finacial Economics 116(1), 1–22 (2015)CrossRef Fama, E.F., French, K.R.: A five-factor asset pricing model. Journal of Finacial Economics 116(1), 1–22 (2015)CrossRef
go back to reference Granger, Ding: Some Properties of Absolute Return: An Alternative Measure of Risk. Ann. Econ. Stat. 40(1), 67–91 (1995) Granger, Ding: Some Properties of Absolute Return: An Alternative Measure of Risk. Ann. Econ. Stat. 40(1), 67–91 (1995)
go back to reference Heston, S.L.: A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options. The Review of Financial Studies 6(2), 327–343 (1993)CrossRef Heston, S.L.: A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options. The Review of Financial Studies 6(2), 327–343 (1993)CrossRef
go back to reference Hu, Y., Øksendal, B.: Fractional White Noise Calculus and Applications to Finance. Infin. Dimens. Anal. Quantum Probab. Relat. Top. 6(1), 1–32 (2003)CrossRef Hu, Y., Øksendal, B.: Fractional White Noise Calculus and Applications to Finance. Infin. Dimens. Anal. Quantum Probab. Relat. Top. 6(1), 1–32 (2003)CrossRef
go back to reference Hurst, H.E.: The Problem of Long-Term Storage in Reservoirs. International Association of Scientific Hydrology. Bulletin 1(3), 13–27 (1956)CrossRef Hurst, H.E.: The Problem of Long-Term Storage in Reservoirs. International Association of Scientific Hydrology. Bulletin 1(3), 13–27 (1956)CrossRef
go back to reference Kristoufek, L., Vosvrda, M.: Measuring capital market efficiency: Global and local correlations structure. Physica A 392, 184–193 (2013)CrossRef Kristoufek, L., Vosvrda, M.: Measuring capital market efficiency: Global and local correlations structure. Physica A 392, 184–193 (2013)CrossRef
go back to reference Lintner, J.: The Valuation of Risk Assets and the Selection of Risky Investments in Stock Portfolios and Capital Budgets. Rev. Econ. Stat. 47, 13–37 (1965)CrossRef Lintner, J.: The Valuation of Risk Assets and the Selection of Risky Investments in Stock Portfolios and Capital Budgets. Rev. Econ. Stat. 47, 13–37 (1965)CrossRef
go back to reference Mandelbrot, B.B.: States of randomness from mild to wild, and concentration from the short to the long run, In: Fractals and Scaling in Finance, Springer, pp. 117–145 (1997) Mandelbrot, B.B.: States of randomness from mild to wild, and concentration from the short to the long run, In: Fractals and Scaling in Finance, Springer, pp. 117–145 (1997)
go back to reference Mandelbrot, B.B., Van Ness, J.W.: Fractional Brownian Motions, Fractional Noises and Applications. SIAM Rev. 10(4), 422–437 (1968)CrossRef Mandelbrot, B.B., Van Ness, J.W.: Fractional Brownian Motions, Fractional Noises and Applications. SIAM Rev. 10(4), 422–437 (1968)CrossRef
go back to reference Merton, R.C.: On estimating the expected return on the market: an exploratory investigation. J Financ Econ 8(4), 323–361 (1980)CrossRef Merton, R.C.: On estimating the expected return on the market: an exploratory investigation. J Financ Econ 8(4), 323–361 (1980)CrossRef
go back to reference Mossin, J.: Equilibrium in a Capital Asset Market. Econometrica 35, 768–783 (1966)CrossRef Mossin, J.: Equilibrium in a Capital Asset Market. Econometrica 35, 768–783 (1966)CrossRef
go back to reference Peters, E.E.: Fractal Structure in the Capital Markets. Financ. Anal. J. 45(4), 32–37 (1989)CrossRef Peters, E.E.: Fractal Structure in the Capital Markets. Financ. Anal. J. 45(4), 32–37 (1989)CrossRef
go back to reference Peters, E.E.: Chaos and Order in the Capital Markets. Wiley, New York (1991) Peters, E.E.: Chaos and Order in the Capital Markets. Wiley, New York (1991)
go back to reference Peters, E.E.: Fractal Market Analysis: Applying Chaos Theory to Investment and Economics. John Wiley and Sons, New York (1994) Peters, E.E.: Fractal Market Analysis: Applying Chaos Theory to Investment and Economics. John Wiley and Sons, New York (1994)
go back to reference Safdari-Vaighani, A., Ahmadian, D., Javid-Jahromi, R.: An approximation scheme for option pricing under two-state continuous CAPM. Comput Econ (forthcoming) (2020) Safdari-Vaighani, A., Ahmadian, D., Javid-Jahromi, R.: An approximation scheme for option pricing under two-state continuous CAPM. Comput Econ (forthcoming) (2020)
go back to reference Schadner, W.: Ex-Ante Risk Factors and Required Structures of the Implied Correlation Matrix. Financ. Res. Lett. 41, 101855 (2021)CrossRef Schadner, W.: Ex-Ante Risk Factors and Required Structures of the Implied Correlation Matrix. Financ. Res. Lett. 41, 101855 (2021)CrossRef
go back to reference Schneider, P., Wagner, C., Zechner, J.: Low-Risk Anomalies? Journal of Finance 75(5), 2673–2718 (2020)CrossRef Schneider, P., Wagner, C., Zechner, J.: Low-Risk Anomalies? Journal of Finance 75(5), 2673–2718 (2020)CrossRef
go back to reference Scott Mayfield, E.: Estimating the market risk premium. J. Financ. Econ. 73(3), 465–496 (2004)CrossRef Scott Mayfield, E.: Estimating the market risk premium. J. Financ. Econ. 73(3), 465–496 (2004)CrossRef
go back to reference Sharpe, W.F.: Capital Asset Prices: A Theory of Market Equilibrium under Conditions of Risk. Journal of Finance 19(3), 425–442 (1964) Sharpe, W.F.: Capital Asset Prices: A Theory of Market Equilibrium under Conditions of Risk. Journal of Finance 19(3), 425–442 (1964)
go back to reference Skintzi, V.D., Refenes, A.-P.N.: Implied correlation index: a new measure of diversification. J Future Mark 25(2), 171–197 (2005)CrossRef Skintzi, V.D., Refenes, A.-P.N.: Implied correlation index: a new measure of diversification. J Future Mark 25(2), 171–197 (2005)CrossRef
go back to reference Todorov, V.: Variance Risk-Premium Dynamics: The Role of Jumps. The Review of Financial Studies 23(1), 345–383 (2010)CrossRef Todorov, V.: Variance Risk-Premium Dynamics: The Role of Jumps. The Review of Financial Studies 23(1), 345–383 (2010)CrossRef
Metadata
Title
The value of expected return persistence
Authors
Wolfgang Schadner
Sebastian Lang
Publication date
01-07-2023
Publisher
Springer Berlin Heidelberg
Published in
Annals of Finance / Issue 4/2023
Print ISSN: 1614-2446
Electronic ISSN: 1614-2454
DOI
https://doi.org/10.1007/s10436-023-00428-z

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