Introduction  Teaching aspirants today face greater challenges than ever before when qualifying for stable education roles. Over time, rising awareness of the AP TET test’s value has increased participation, while changes in syllabus, question patterns, and selection criteria have impacted preparation dynamics. The competition reflects not just