his real salary is 6089 and the predicted salary is 6409, this is only 5.2% off. It doesn't matter whether it's higher or lower, sublevels can explain both directions, because the model will unavoidably adapt its coefficients to the average of the sublevels it encounters in the training data, and this average is likely somewhere close to the middle of the range.