Around 2014 I was in school and working at a bar where schedules were done by hand each week. I figured I could easily build a little web app to handle this.

The rules were impossible to encode because they didn't really exist. Building the schedule by hand allowed the manager to draw on their knowledge of everything from employee work ethic and personality to expected rushes (e.g. hockey nights) and reservations.