the word originates from the idea that every group has a friend that is very scarce in social occasions.
Guy 2 : "Na mate i think I'm going to rest up"
Guy 1 : "Aaah come on don't be a Scarcey"
Guy 2 : "I'm not! I hung out with Gary last week"
Guy 1 : "Fuck off Scarcey!"