Joel catlett

I am a generalist evaluator with six years' experience designing rubrics and testing AI models for clarity, coherence, and factual accuracy. I combine research synthesis and instructional design to produce structured, actionable evaluation frameworks.

As a freelance consultant, I craft written content and research summaries for academic, business, and technical audiences while developing and testing prompts to improve AI outputs. I have hands-on experience grading model outputs across platforms such as ChatGPT, Claude, and Gemini.

In prior roles I supported faculty research through literature reviews, manuscript editing, and development of peer-review rubrics, improving assessment accuracy and consistency. I also provided individualized tutoring in writing and critical analysis, designing customized lesson plans and rubrics to strengthen argumentation and stylistic precision.

I seek roles where I can apply rigorous analytical benchmarks to refine AI performance and content quality, collaborate on structured benchmarking projects, and deliver clear, research-grounded feedback that supports product and instructional improvements.