The story
From scarf + -ie, from the signature blue-and-yellow scarf such a person wears to show their support for their home rugby team (especially the Otago Rugby Football Union).
Etymology from Wiktionary, CC BY-SA 4.0.
scarfie
Today it means: A university student, especially one from the University of Otago. Full definition →