StudentDebtMap: Scholarship Overlap Detector
Helps high school seniors identify which scholarships they're actually eligible for by comparing their profile against 50k+ scholarship requirements in real-time.
The Problem
Students waste hundreds of hours applying to scholarships they don't qualify for, while missing obscure but perfect-fit scholarships worth $5k-50k. Existing scholarship search tools (FastWeb, Scholarships.com) use outdated data and don't surface fit scores, leaving students to manually cross-reference eligibility criteria.
Target Audience
High school juniors/seniors applying to college (ages 16-18), plus guidance counselors at under-resourced public schools trying to help 200+ students per year.
Why Now?
GenAI makes real-time profile-to-scholarship matching feasible; students expect personalized recommendations; post-pandemic counselor shortages make automation valuable.
What's Missing
Existing tools show scholarship volume, not relevance. They don't rank by actual eligibility fit or highlight high-ROI-per-hour applications, so students still drown in noise.
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