Green’s Dictionary of Slang

scholar n.

(N.Z. prison) a person whoo has no criminal record; the inference is of a one-time, white-collar criminal.

[NZ]D. Looser Boobslang [U. Canterbury D.Phil. thesis] 159/1: scholar n. a person without a criminal record.