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Wesley munene User

@wesleymuneneuser

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I evaluate AI outputs, uncover reasoning flaws, and strengthen RLHF datasets through precise quality review.

Kenya

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What I'm looking for

I'm looking for AI evaluation, data annotation, quality assurance, or analytical work where I can audit complex outputs, follow detailed guidelines, identify edge cases, and provide clear structured feedback.

I'm a Data & AI Evaluator who reviews AI-generated outputs across reasoning, logic, coding, and general knowledge for accuracy, consistency, safety, and constraint adherence.

As a remote AI Evaluation & Data Annotation Specialist since January 2024, I've analyzed text datasets, identified hallucinations and unstated assumptions, and written structured justifications to support RLHF fine-tuning.

Across Data Foundry, OneForma, and Testlio, I've completed annotation, classification, dataset collection, and quality-control work under detailed project rubrics. I also test edge-case prompts and multi-turn conversational flows to audit quality, safety, and goal resolution.

Earlier, as an independent Data & Market Research Analyst, I evaluated financial and market datasets using MetaTrader 5 and TradingView, turning technical trends into clear stakeholder reports.

Experience

Work history, roles, and key accomplishments

Current

AI Evaluation & Data Annotation Specialist

Current

Remote Contractor

Jan 2024 - Present (2 years 8 months)

Analyze, evaluate, and annotate diverse text datasets and AI-generated outputs across reasoning, logic, coding, and general knowledge domains. Review model responses for accuracy, relevance, tone, and formatting constraint adherence, consistently maintaining high Quality Assurance (QA) ratings.

AI Evaluation RLHF Data Annotation Quality Assurance Adherence Hallucination Detection Red Teaming

Data Contributor & Quality Assurance Evaluator

Data Platforms

Mar 2022 - Dec 2023 (1 year 9 months)

Executed detailed data annotation, classification, and dataset collection tasks according to 20+ page project rubrics and style guides. Conducted rigorous quality-control checks on submitted dataset items, identifying errors, missing information, and formatting discrepancies.

Data Annotation Classification Quality Assurance Datasets Rubric Quality Control Collaboration

Data & Market Research Analyst

Independent Consultant

Jan 2021 - Feb 2022 (1 year 1 month)

Evaluated complex financial and market datasets using technical analysis tools (MetaTrader 5, TradingView) to extract actionable trends. Synthesized dense technical information into clear, structured summaries and reports for stakeholder review.

Data Analysis Market Research Technical analysis MetaTrader Report Writing Problem Solving