As a Freelance Linguistic Consultant & Data Reviewer, I analyze and proofread Arabic text across registers, checking grammatical and structural precision.
I identify and simulate controlled spelling and typographical errors to help refine predictive text and automated correction algorithms.
I evaluate localized content for semantic alignment, natural flow, and cultural context, distinguishing among regional Arabic dialects and Classical Arabic (Fus'ha).
In my ongoing Operations & Strategic Management Lead work with Private Portfolio / Household Operations, I direct logistical operations, scheduling, and resource allocation. I also hold an MBA from Clark University (American University Program).
