I doubt any players didn't know that there were a few rare winning pieces, it's pretty clear when you've got 5 Park Places that it's the Boardwalk piece that's the rare one. I realized this even as a teen (back when I still ate at McD's regularly).

Though having an employee steal the winning prize does make the game much less fair.