Introduction In the evolving landscape of education, personalized learning has taken center stage. For students in Pondicherry, home tuition is increasingly becoming a preferred choice for academic improvement. Whether a student is preparing for board exams, aiming to strengthen foundational concepts, or requiring extra support in specific subject