Outpatient waiting-time and no-show report
Clean appointment records and show where patients wait longest and who misses appointments.
The brief
A hospital's outpatient department is crowded at some hours and empty at others, and many booked patients never come. Clean a year of appointment records and report waiting times and no-shows by department, day and hour, so the administrator can rearrange slots. Good looks like: documented cleaning, clear charts by department and hour, and three practical suggestions.
What you will build
- Clean dates, times and duplicate appointments
- Compute lead times, waits and no-show rates
- Break them down by department, weekday and hour
- Find the patient groups who miss most appointments
- Write a short report with suggestions
Free, open data to build it with
Check each dataset's licence before you publish your work. Your mentor gives your team its own version of the brief (data, scope or region), so every team's project is its own.

