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Freelancer Overview

What differentiates my contribution is my ability to translate complex, high-risk human services work into structured, high-quality training data. Drawing on over 20 years of experience across child protection, family support, and multi-agency work (including education, health, and community services), I identify nuanced risk factors, edge cases, and contextual variables that are often missed in generic datasets. My background in audit, supervision, and practice improvement allows me to provide clear, actionable feedback that improves data accuracy, reduces bias, and strengthens AI decision-making in sensitive domains. While my AI training work is recent, I bring immediate value through deep domain knowledge, strong analytical skills, and a disciplined approach to data quality, ethics, and confidentiality.

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