Abstract
This paper uses transfer entropy measures to analyze the information sharing between the option implied volatility, the realized volatility and the returns of six financial assets during the COVID-19 pandemic. The measures indicate increases in the information transmissions during the pandemic which are uniform across the volatilities and the returns of all assets. In these transmissions, the option implied volatilities are found to play the central role, particularly in the returns of the assets as opposed to its realized volatilities. Thus, we may conclude that the predictability of the volatilities derived from option pricing models has improved during the pandemic and that this improvement has reduced the uncertainty of the future returns and the volatilities, albeit to a lower extent. These findings bear implications for constructing models that predict volatilities and returns during crises periods.
Original language | English |
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Article number | 100194 |
Journal | Journal of Commodity Markets |
Volume | 26 |
DOIs | |
Publication status | Published - Jun 2022 |
Keywords
- COVID-19
- Implied volatility
- Mutual information
- Realized variance and returns
- Transfer entropy
ASJC Scopus subject areas
- Finance
- Economics and Econometrics