Potential high-risk freshmen for three core courses (BasicMath, Calculus, and Computing) in the university were identified based on the "College Students' Adjustment Check List (CSACL)" data available with the Student Development Centre in the Office of Students' Affairs of the university. The study demonstrates that to ameliorate the problem of unpreparedness of freshmen, to check failure rates, and efficient use of limited resources, an effective remedial system could be developed by the combined inputs from the Office of Students' Affairs, Computer Centre, Academic Affairs, and the Institutional Research. Our study corroborates the findings of other researchers that gender, teacher, department, high school performance, enrolment channel, and loads during remedial course influence the learning outcome. Also, it was found that the use of multi-evaluation approaches in different enrolment channels can attain higher retention rates.