Introduction  The NMIT KCET cut off for Information Science and Engineering (ISE) has seen a notable tightening in recent years, driven by its status as a high-value alternative to Computer Science. As industries pivot toward data-driven decision-making, ISE at NMIT has emerged as a powerhouse branch, attracting top-tier rankers who prioritize th