Without taking the time to do actual research, I would imagine that a lot of minimum wage jobs either already are, or easily could be, done part-time. In that case, they would not necessarily be held by people otherwise unemployed.

It's conceivable that someone could hold a full-time office job that pays amply for their living expenses, and work a few nights a week at a retail store to help save up money for luxuries.