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Student Early Warning System (EWS)
An academic monitoring platform for UNILORIN with risk classification, inline score workflows, and role-specific operational dashboards.
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Project Narrative
Built an event-driven academic pipeline where score updates trigger GPA recomputation, risk reclassification, and alert refreshes inside a single FastHTML + FastAPI application. Admin, lecturer, and student portals each expose only the decisions and actions relevant to them.