At Outlier, Mercor and other platforms, I evaluate machine-learning outputs for factual accuracy, fluency, and consistency, and rank model responses with evidence-based justifications using RLHF guidelines. I also review medical and technical translations for subtle errors and quality.
With an MBBS from Tanta University and clinical training at Tanta University Hospitals, I bring medical terminology knowledge to Arabic-English localization and transcription. My voice-over and audio review work also draws on attention to phonetic clarity and audio-text alignment.

