Table 2 The neural network solution based on the training data set and testing (holdout) data set classified at 95.5% and 73.7% accuracy respectively for skill level (beginner, intermediate and advanced) for the motor fitness tests. Predicted 1 2 3 % Correct Training   1.Beginner 8 0 1 88.9%         2.Intermediate 0 5 0 100.0%   3.Advance 0 0 8 100.0%         Overall Percent 36.4% 22.7% 40.9% 95.5% Testing   1.Beginner 9 1 0 90.0%         2.Intermediate 3 2 1 50.0%   3.Advance 0 0 3 100.0%         Overall Percent 63.2% 15.8% 21.1% 73.7%