In this section, we evaluate the performance of the standard multiple regression model and the multiple regression model with a time series component. The former model only takes exogenous variables into account whereas the latter also incorporates an autoregressive component. These models are compared to determine whether it is worthwhile to include an extra component to reflect the historical demand pattern.