Otieno (Quinton) F.

AI Agent Evaluation Analyst

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Kenya

Experience

Jan 2024 - Present
2 years
Kenya

AI Agent Evaluation Analyst

Freelance

  • Reviewed and scored AI reasoning tasks and scenarios for logical coherence, completeness, and realism.
  • Identified inconsistencies, missing assumptions, and vague decision points in evaluation workflows.
  • Defined expected behaviors (gold standards) and annotated reasoning chains and cause-effect relationships.
  • Collaborated with QA and developers to refine prompts, improve test coverage, and reduce model bias.
  • Evaluated LLM responses for accuracy, relevance, and reasoning quality across multiple domains.
Jan 2024 - Present
2 years
Kenya

Conversational Content & Digital Engagement Assistant

Freelance

  • Created instructional prompts and dialog flows for automated and human-AI interaction systems.
  • Ensured tone consistency and clarity in AI-generated conversational scripts.
  • Supported testing and optimization of language-based interaction frameworks.
Jan 2023 - Present
3 years
Kenya

AI Content & Annotation Specialist

Freelance

  • Annotated image, video, and text datasets following structured guidelines and labeling frameworks.
  • Reviewed and refined AI model outputs for accuracy, clarity, and logical soundness.
  • Participated in quality assurance and calibration rounds to ensure inter-annotator consistency.
  • Produced metadata and contextual documentation for AI model training and testing.
Jan 2023 - Present
3 years
Kenya

Freelance Research & Technical Writing Support

Freelance

  • Authored structured documentation and technical guidelines for AI and automation workflows.
  • Translated complex processes into readable, logically sequenced content.
  • Supported knowledge-base development and consistency checking.

Summary

Analytical AI Evaluation & Annotation Specialist with hands-on experience training and assessing Large Language Models (LLMs) and structured datasets. Skilled in identifying logical inconsistencies, improving prompt clarity, and defining high-quality labeling and evaluation standards. Adept at reasoning through complex scenarios, reviewing AI-generated content, and producing structured feedback that improves model behavior. Passionate about contributing to research-driven AI model development and evaluation.

Languages

English
Advanced
Swahili
Advanced
Spanish
Intermediate
Italian
Elementary

Education

Maseno University

Bachelor of Science · Computer Science · Kenya

Kisii School

Kenya

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