Demand-Driven Course Scheduling for Academic Administrators

## The problemAcademic schedulers build next semester from last semester. They copy the prior schedule, add a few sections when waitlists grow, and discover course-time conflicts after students complain. Under-filled sections waste classroom and instructor time, oversubscribed sections delay graduation, and the whole cycle runs in spreadsheets that never look forward.## What this app doesA scheduling intelligence workspace that starts from forecasted demand instead of historical habit. The app aggregates current academic plans and historical registration patterns to project per-course demand for the upcoming semester, then highlights gaps where projected demand exceeds scheduled capacity. Administrators see room-fit suggestions by capacity, equipment, campus, and modality. Pre-req and co-req conflict risk surfaces in the draft schedule. Once registration opens, real-time monitoring compares actual enrollment against projection and flags courses approaching capacity early enough to add a section.## Key takeaways- Demand forecast replaces last-semester copy-paste- Capacity gap alerts before the schedule is finalized- Course-time conflict risk caught at draft stage- Live monitoring during registration enables proactive section adds## Who it's forAcademic administrators, deans, and program directors who build semester schedules in spreadsheets today.