Introduction The Karnataka Common Entrance Test remains the primary gateway for engineering aspirants seeking seats in top institutions across the state. At SJC Institute of Technology, the Information Science and Engineering branch has consistently seen a rise in demand due to its strong placement record. Analyzing the 2025 closing ranks provides