Years of Experience: 1+Years Strong background and understanding of the Bengali script: reading fluency, transliteration variants, and spelling conventions — essential for validating name- matching output. Prior experience doing QA for ML projects: evaluating model outputs, building labelled test sets, precision/recall style acceptance checks, and structured review of borderline cases. Rigorous, detail-oriented approach to data validation at scale; comfortable with spreadsheets/SQL and review tooling