This thesis examines the intra-day relationship between returns and returns volatility in the stock index and stock index futures markets, Our results indicate a strong inter-market dependence in the volatility of the cash and futures returns. Price innovations that orginated in either the stock or futures markets can predict future volatility in the other market. These results have implications for the pattern of information flows between the two markets