AI Impact assessments are becoming more common, both as a voluntary measure and as a regulatory requirement. Astonishingly, most frameworks for impact assessments largely overlook the impact of AI on jobs. We urgently need tools to effectively evaluate and shape AI’s job impacts. Additionally, we must prepare ourselves for a potential future in which the demand for human labor undergoes dramatic shifts.