We analyze the relation between volatility and speculative activities in the crude oil futures market and provide short …-term forecasts accordingly. By incorporating trading volume and opening interest (speculative ratio) into the volatility dynamics, we … document the subtle interaction between the two measures of which the volatility-averse behavior of speculative activities …