Abstract
This study develops a dairy implied volatility index (DVIX), derived from New Zealand Exchange traded options on whole milk powder (WMP) futures. We document an inverse return–volatility relation which is asymmetric, where increases in WMP futures prices are associated with larger absolute changes in the DVIX than decreases. In sample, the results strongly suggest that the DVIX has a high information content regarding conditional variance and that the inclusion of historical information further improves the predictive power. Out of sample, we find that the DVIX provides substantial information about future realized volatility. We also document that a combination of historical volatility and the DVIX provides the best out‐of‐sample forecasts.
Original language | English |
---|---|
Pages (from-to) | 612-631 |
Number of pages | 20 |
Journal | Journal of Futures Markets |
Volume | 39 |
Issue number | 5 |
DOIs | |
Publication status | Published - May 2019 |
Externally published | Yes |
Keywords
- FORECASTING VOLATILITY
- INFORMATION-CONTENT
- MODEL
- OPTIONS
- RETURNS
- agricultural commodities
- implied volatility
- milk powder
- volatility forecasting