Table 1 The neural network solution based on the training data set and testing (holdout) data set classified at 100% and 57.9% accuracy respectively for skill level (beginner, intermediate and advanced) for the SATB specific tests.
Predicted
1 2 3 % Correct
Training
  1.Beginner 9 0 0 100.0%
       2.Intermediate 0 5 0 100.0%
  3.Advance 0 0 8 100.0%
          Overall Percent
Testing
  1.Beginner 5 1 0 83.3%
        2.Intermediate 3 6 2 54.5%
  3.Advance 2 0 0 0.0%
         Overall Percent 52.6% 36.8% 10.5% 57.9%