• Evaluate AI outputs related to educational, instructional, and learning content • Perform structured scoring, comparison, classification, and judgment tasks • Assess pedagogical accuracy, clarity, appropriateness, and learning effectiveness • Identify hallucinations, misleading explanations, factual errors, or unsafe educational guidance • Apply domain-specific education and instructional guidelines consistently across tasks • Validate and refine evaluation rubrics and edge-case handling • Perform adjudication where raters disagree • Conduct error analysis and qualitative reviews of model behavior • Partner with LILT research, product, and customer teams on evaluation design • Support red-teaming, educational quality review, and model readiness assessments