MUMBAI, India, Jan. 2 -- Intellectual Property India has published a patent application (202541122391 A) filed by New Horizon College Of Engineering; and M Thanga Subha Devi, Bangalore, Karnataka, India G09B 5/14, on Dec. 5, 2025, for 'student performance predictor using academic and behavioral data.'

Inventor(s) include M Thanga Subha Devi; B Rajalakshmi; D Sai Sreekar Reddy; Harshitha N; L Abhigna Reddy; and Thryksha Malraj.

The application for the patent was published on Jan. 2, under issue no. 01/2026.

According to the abstract released by the Intellectual Property India: "The invention is of a student performance prediction and learning support system that is initiated by conducting a preliminary survey of a student's learning style, e.g., reading and test-taking style. Depending on what it receives, it delivers personalized study materials based on the student's learning style of preference. After opening of account, the system runs in three cycles: (i) Monitoring of Motivation Level where with quick questionnaires and use of app, the interest level of the student is monitored and verified for consistency of learning; (ii) Early Warning Alert System where if performance score is observed falling then it generates alerts of downfall of performance score autonomously to teachers or guides so that intervention can occur at the right time; and (iii) Error Pattern Analyzer where it determines the error repetition pattern of students' exam and directs learning support toward weakness. It continuously monitors and improves with time and delivers adaptive remarks besides periodical improvement and progress report. Using predictive analytics, personalized study materials and constant tracking, academic achievement is improved through upgrading, and the possibility of failure is reduced, and data-driven personalized learning is facilitated."

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