
Analytical professional with cross-domain experience in evaluation, structured feedback, and performance refinement across sales operations, health coaching, and military environments. Proven ability to assess outputs against defined standards, identify errors and inefficiencies, and deliver precise corrective guidance under time, policy, and risk constraints. Experienced in translating complex information into clear, actionable language, refining written and verbal communication for accuracy, coherence, and audience appropriateness. Adept at disciplined review processes, data-informed decision making, and iterative improvement cycles—skills directly applicable to AI output evaluation, data annotation, and model refinement in high-stakes contexts.