English Language Instructor / Freelance Educator (text quality evaluation & structured feedback)
Performed guideline-based review and quality assurance of learner language outputs by evaluating speech and writing for factual correctness, contextual nuance, and grammatical precision. Adapted multilingual educational content to support consistent interpretation of meanings across English, Arabic, and Turkish. This work aligns with supervised evaluation of text quality and structured feedback typical of AI training data review workflows.• Reviewed and judged language outputs against correctness and nuance criteria.• Produced detailed, actionable feedback to refine responses.• Ensured strict adherence to instructional and quality guidelines.• Bridged cultural/linguistic variation in multilingual contexts.