DANNY R.
AI Evaluation Consultant
Experience
Jan 2024 - Present
1 year 11 monthsAI Evaluation Consultant
Freelance
- Audited complex AI agent task graphs for logical completeness, policy consistency, and failure modes.
- Developed structured gold-standard responses and banded rubrics to evaluate reasoning quality and compliance.
- Annotated JSON-formatted task objects, defining state transitions, triggers, and invalid paths.
- Collaborated with QA teams to expand edge-case coverage, improving test precision and inter-rater agreement (κ ≈ 0.8).
- Created evaluation templates that reduced analysis time per task by 25%.
Jan 2021 - Dec 2024
4 yearsPolicy & Systems Analyst
Independent Projects
- Researched autonomous decision-making frameworks and drafted validation cases for risk assessment and scenario testing.
- Identified contradictions and ambiguous rules in multi-step processes using structured logic trees.
- Produced concise findings reports to guide policy adjustments and system improvements.
Jan 2019 - Dec 2021
3 yearsResearch Assistant
Decision Modeling Lab
- Supported studies on algorithmic reasoning and human error detection in complex decision systems.
- Designed evaluation scenarios to benchmark model performance and document failure patterns.
- Presented findings through structured analytical briefs and QA reports.
Summary
Methodical and intellectually curious AI Evaluation Analyst with expertise in reasoning analysis, scenario design, and quality assurance of autonomous AI systems. Skilled at identifying inconsistencies, underspecified logic, and unrealistic task flows in agent testing environments. Experienced in drafting clear evaluation rubrics, documenting gold-standard behaviors, and articulating cause–effect reasoning paths.
Languages
Japanese
NativeEnglish
AdvancedEducation
Western Governors University
Master of Science · Data Analytics & Logic Systems · United States
University of Minnesota
Bachelor of Science · Cognitive Science and Information Systems · United States
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