Assess students' ability to analyze how automation and artificial intelligence will reshape career pathways over the next two decades, including identification of vulnerable and emerging occupations, required technical and transferable skills, scenario-based projections using labor trends and case studies, and formulation of education and workforce development recommendations that address ethical, social, and economic implications; items will emphasize data interpretation, cause-effect reasoning, and policy/practice synthesis.