For reference, this is referred to as "sortition", and at least the Athenians felt that it was more democratic than elections. The randomization machines they used for picking winners (kleroterion) are quite ingenious.
In modern times, sortition sometimes shows up in some deliberative democracy proposals.
Athens is a tiny community. And within that the citizens are the aristocrats who know each other by name. Ordinary residents are merchants or slaves.