Interactive dashboard mapping LLM impact across 800+ occupations and 17,000+ ONET tasks.
with Alice Schwarze & Zach Boyd · Utah Office of AI Policy
Research
AI’s impact on labor markets, human information processing, and tools for AI policy.
In Progress
1Finished
1A framework decomposing view formation into Optimization Target × (Information Quality × Processing Quality), with the Self-Concealing Property as key insight — identity-protective cognition is phenomenologically indistinguishable from rigorous skepticism.
with Valen Cole · AI + Ethics Workshop 2026
Upcoming
1Exploring how AI can analyze human text and comments in research contexts.
with Vineet Pandey · SPUR Summer 2026
Contributions
1Project Iceberg
2025Nationally recognized AI labor market simulation study, led out of MIT.
MIT