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Freelancer Overview

While I have not held a formal data labeling title, my professional experience aligns closely with AI training and evaluation work that relies on human judgment, consistency, and adherence to detailed guidelines. In roles involving high-stakes testing administration and public service, I regularly followed structured protocols, evaluated language and behavior in real time, validated information for accuracy, and maintained strict confidentiality. This mirrors core AI training tasks such as reviewing model outputs, comparing responses, identifying errors or safety concerns, and applying evaluation rubrics consistently. Across additional roles in youth support and senior administration, I developed strong skills in written feedback, nuanced decision-making, and trauma-informed assessment. I am comfortable reviewing sensitive content, identifying ambiguity or bias, and providing clear, concise justifications for decisions. With a Juris Doctor background and extensive experience in regulated environments, I bring analytical reasoning, ethical awareness, and reliability—qualities essential for producing high-quality human feedback that improves AI systems.

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