Introduction Every year, thousands of students appear for the Karnataka Common Entrance Test (KCET) .While many candidates rely on generalized rank lists and assumptions, a data-driven approach provides a much more accurate way to predict admission opportunities. KCET counselling is not simply about securing a rank; it is about understanding how