Key Skills

Freelancer Overview

I have hands-on experience supporting AI training data and data-labeling workflows through my work with Toloka/Mindrift in 2024 in an ESG-focused capacity. In that role, I created, refined, and validated prompts and evaluation tasks, ensuring they were logically sound, unambiguous, and aligned with project guidelines. This involved checking outputs for consistency and realism, identifying edge cases and failure modes, and iterating on prompt wording and acceptance criteria to improve data quality and reduce variance between annotators/evaluators. What sets me apart is a rare mix of rigorous risk/compliance thinking and practical AI task execution. As an ESG & MaRisk compliance professional, I’m trained to spot contradictions, vague requirements, and missing assumptions—then convert them into clear, testable instructions and documentation. I bring strong attention to detail, structured reasoning about complex scenarios, and clear English writing, which helps produce high-quality training data, reliable validations, and actionable feedback for improving prompts and evaluation standards.

Labeling Experience

Education

Work History