Most of my projects have been bought having never or almost never played the game.
Games I've bought without playing first:
Jack*Bot
Bullseye 301
Elektra
Centaur (played once at a show a while back, but didn't really get into it.)
There's something very satisfying about having brought a game back from the dead, then having your first go on that particular title.