My children have been to a few. Usually in the park beside the school but once, when it rained, in the school hall.
I think the after-school party works best if it starts at 3.15 or 3.30 so that kids can go straight from school to the party. For the working parents it means they can pick up after the party and not worry about the drop-off and occupying the hour between school ending and the party.