Mathematics & Python Specialist and AI Evaluation Contributor (Freelance)
Performed AI response evaluation for advanced mathematical problem solving tasks, assessing correctness, logical structure, assumptions, and constraint handling. Validated computational outputs using Python numerical libraries and applied structured scoring to multi-step reasoning outputs. Provided feedback to improve reasoning consistency and alignment with mathematical best practices. • Reviewed and scored AI-generated responses across algebra, calculus, and probability domains • Checked reasoning for inconsistencies, missing assumptions, and violations of constraints • Applied structured scoring frameworks and rubrics for multi-step tasks • Used Python (NumPy, Pandas, SciPy) for computational verification and simulation