Evaluate AI-generated educational content and provide expert feedback on pedagogy, structure, and clarity. This role involves scoring and critiquing model outputs related to tutoring, instructional design, and assessment across K–12, higher ed, and lifelong learning domains. Collaborate with cross-functional teams to develop annotation standards and quality criteria for educational data.