Assess students' ability to analyze how automation and AI adoption in manufacturing reshapes required technical and nontechnical skills, transforms job roles and hierarchies, and influences career-pathway planning for high school graduates; tasks include interpreting labor-market trends and job data, comparing training and credentialing options (apprenticeships, certificates, STEM pathways), evaluating risks and equity implications, and recommending evidence-based guidance for entry and advancement.