Success O.

Key Skills

Freelancer Overview

While I have not held a formal annotation title, my work has consistently required the core skills that AI training depends on: precise judgment about output quality, domain-grounded fact-checking, and structured evaluation of whether a response actually answers what was asked. As a Subject Matter Expert at Miva Open University, I reviewed AI-generated educational content for factual accuracy and conceptual soundness, designed classification rubrics for MCQ assessment banks, and evaluated thousands of question-answer pairs for correctness and distractor plausibility — all tasks that map directly onto annotation workflows. In parallel, my economics research and freelance consulting work required sustained, high-accuracy evaluation of analytical claims, source credibility, and logical consistency across complex multi-variable datasets. I work daily across the major LLM platforms and have developed practical judgment on where models succeed, where they hallucinate, and what good reasoning looks like in high-stakes domains.

Education

Work History