DMV expert witnesses draw on experience as former DMV officials, licensing administrators, and traffic safety professionals to analyze vehicle registration, driver licensing, and record-keeping practices. They assess compliance with agency rules, data accuracy, internal procedures, and operational standards in claims involving licensing decisions or administrative errors.