The ability to accurately forecast price hinges largely on an ability to reflect both dimensions of price, magnitude and direction, in a forecasting model. This paper demonstrates how price magnitude and direction can be captured in a simultaneous forecasting system. Empirical results reflect the importance of the simultaneous forecasting procedure.