StudentGradeTrajectory: Semester Risk Detector
Predicts final grade outcomes and suggests intervention points for students based on current assignment/test performance patterns
The Problem
Students often don't realize they're failing until it's too late to recover their grade. Teachers lack visibility into which students need early intervention. Current grade tracking apps show past performance but don't warn about trajectory — a student with 60% on two assignments might still pass, or might be headed for an F depending on grading weights.
Target Audience
High school and college students (16-25) who want early warnings; parents monitoring academic performance; teachers in schools without sophisticated LMS analytics
Why Now?
AI tools make it trivial to build OCR (extract grades from report cards/screenshots) and simple ML (predict trajectory), and students are increasingly anxious about GPA — this solves real emotional pain in 20 minutes of coding
What's Missing
Existing tools (Canvas, Gradescope) are school-admin-first, not student-first. They show 'you have a 73%' but not 'at this rate you'll end with a C+ — here's what you need on the final.' No app focuses on the anxiety and actionability.
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