Keith D.

Key Skills

Software

Other

Top Subject Matter

Healthcare analytics

CMS regulatory documentation

value-based care/ACO initiatives

Top Data Types

Document

Top Task Types

Text Summarization

Freelancer Overview

I bring 40+ years of R&D experience across semiconductors, optics, and healthcare data, now focused on AI training work where domain accuracy and clear reasoning matter most. My background is in technical writing, structured documentation, and data analysis, backed by three patents and peer-reviewed work. I translate complex, specialized material into precise, well-organized output, and I bring that same rigor to evaluating and improving AI systems. My work in healthcare data involves interpreting clinical and regulatory documentation, reconciling complex datasets, and producing accurate, defensible analysis. Across my career in semiconductor and optical R&D, I developed measurement methods, authored technical specifications, and solved problems where precision was not optional. That combination of deep domain knowledge and methodical execution is what I apply to AI-training tasks. I am well suited to evaluating and ranking model responses, text summarization, document understanding, instruction-following quality, and domain quality assurance, particularly in highly technical subject areas where subject-matter judgment separates strong work from surface-level labeling.

Labeling Experience

Healthcare Data & Documentation Specialist at Paradigm Provider Partners (P3) (2016 – Present)

OtherDocumentText Summarization

Produced technical documents for healthcare value-based care and ACO initiatives using AI-assisted research and QA. Applied Claude, ChatGPT, and Gemini to accelerate research, drafting, and quality checking of content for accuracy and clarity. Translated complex CMS regulatory concepts into structured documents for different stakeholders. • Generated white papers, clinical assessments, and performance reports • Built Excel-based calculators to support population health analysis and benchmarking • Performed AI-assisted drafting and content quality assurance for technical writing • Converted regulatory material into structured, stakeholder-ready documentation

2016 - Present

Education

Work History