Abstract
In a conditional predictive ability test framework, we investigate whether market factors influence the relative conditional predictive ability of realized measures (RMs) and implied volatility (IV), which is able to examine the asynchronism in their forecasting accuracy, and further analyze their unconditional forecasting performance for volatility forecast. Our results show that the asynchronism can be detected significantly and is strongly related to certain market factors, and the comparison between RMs and IV on average forecast performance is more efficient than previous studies. Finally, we use the factors to extend the empirical similarity (ES) approach for combination of forecasts derived from RMs and IV.
Original language | English |
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Pages (from-to) | 1025-1034 |
Number of pages | 10 |
Journal | Journal of Forecasting |
Volume | 39 |
Issue number | 7 |
DOIs | |
Publication status | Published - 1 Nov 2020 |
Keywords
- conditional predictive ability
- forecasting competitions
- implied volatility
- realized volatility
- volatility forecasts
ASJC Scopus subject areas
- Economics and Econometrics
- Computer Science Applications
- Statistics, Probability and Uncertainty
- Modelling and Simulation
- Strategy and Management
- Management Science and Operations Research