This paper demonstrates that the level of autocorrelation in the market index returns of the Brussels Stock Exchange depends on the number of securities which make up the index as well as their price adjustment delay. It also shows that the value of the systematic risk depends on both the choice of an index and the length of the differencing interval used to calculate the returns. Furthermore it highlights the fact that autocorrelation coefficients and systematic risk coefficients also exhibit seasonal fluctuations.