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Structural GARCH: The Volatility-Leverage Connection

delete2017-09-12
delete11
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OA
AI
R
Robert F. Engle
E
Emil Siriwardane *
DOI:10.1093/rfs/hhx099delete
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Abstract

Abstract

En 中文
In the aftermath of the financial crisis, institutions have been asked to reduce leverage in order to reduce risk. To address the effectiveness of this measure, we build a model of equity volatility that accounts for leverage. Our approach blends Merton's insights on capital structure with traditional time-series models of volatility. We estimate that precautionary capital needs for the entire financial sector reached $2 trillion during the crisis. We also investigate the long-standing observation that equity volatility asymmetrically responds to positive and negative news. Volatility asymmetry is mostly explained by exposure to the aggregate market, not a mechanical leverage effect.
Keywords:
STOCHASTIC VOLATILITY
CONDITIONAL HETEROSKEDASTICITY
STOCK RETURNS
RISK
CONNECTEDNESS
VARIANCE
OPTIONS
BOND
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Journal

Review of Financial Studies cover
Review of Financial Studies
IF:
5.4
Papers:
2.8K
Citations:
3.0W

Organization

H
Harvard University
Scholars:
26.5W
Papers: 22.0W
Citations: 28.7W
N
New York University
Scholars:
4.4W
Papers: 3.9W
Citations: 5.8W