At Outlier, I evaluate AI responses across text, audio, and voice, comparing model outputs and explaining my ratings with clear, objective rationale.
I also review voice naturalness and transcription quality, and assess guided audio and video script tasks for accuracy, relevance, safety, and user intent. As Center Manager at Arabtech BSL, I manage daily operations, documentation, team coordination, and data management.

