专业户 originated in 1980s rural reform — households that specialized in one cash crop or product (
养鸡专业户,
养蜂专业户). It then leapt into pop culture as a half-joking label for actors/celebrities pigeonholed into one role:
哭戏专业户 ('crying-scene specialist'),
反派专业户 ('villain specialist').