Predicting the academic outcome of a student needs lots of
parameters to be considered. Prediction models that include all
personal, social, psychological and other environmental
variables are necessitated for the effective prediction of the
performance of the students. Data pertaining to student’s
background knowledge about the subject, the proficiency in
attending a question, the ability to complete the examination in
time etc will also play a role in predicting his performance.