Artificial neural network technology can be used to differentiate between stocks that perform well and those that perform poorly. This note compares the neural network results with the results of a more commonly used linear multiple discriminant analysis approach. The non-linear, nine-variable, artificial neural network model performed significantly better than the tested alternative.