The story
From chipped (past participle of chip, referring to being thinly shaved) + chopped (“finely cut”) + ham. The term is strongly associated with the Pittsburgh region of Pennsylvania, where Isaly's delicatessens popularized the product in the mid-20th century.
Etymology from Wiktionary, CC BY-SA 4.0.