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Good Volatility, Bad Volatility: Signed Jumps and The Persistence of Volatility

Andrew J. Patton1; Kevin Sheppard2

1 Duke University · 2 University of Oxford

The Review of Economics and Statistics 2015

Using estimators of the variation of positive and negative returns (realized semivariances) and high-frequency data for the S&P 500 Index and 105 individual stocks, this paper sheds new light on the predictability of equity price volatility.We showthat future volatility is more strongly related to the volatility of past negative returns than to that of positive returns and that the impact of a price jump on volatility depends on the sign of the jump, with negative (positive) jumps leading to higher (lower) future volatility. We show that models exploiting these findings lead to significantly better out-of-sample forecast performance.

DOI
10.1162/rest_a_00503
Volume
97 (3)
Pages
683-697
Language
en
Export
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