Working paper measuring AI automation exposure across the U.S. workforce — which occupational tasks are technically substitutable, where exposure concentrates, and how that maps to wage value at risk.
Utah Office of AI Policy
My Research
So far generally in the HCI space of AI — specifically how AI impacts the labor market, and how people’s perceptions of AI can diverge from reality.
In Progress
2Companion dashboard — How is AI permeating into the workforce and what is there to do about it?
2026Companion dashboard for data exploration — interactive tool for digging into AI's task-level workforce exposure across occupations, work activities, and time.
Utah Office of AI Policy
Finished
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.
University of Utah · AI + Ethics Workshop 2026
Planned
1Exploring how AI can analyze human text and comments in research contexts.
University of Utah · SPUR Summer 2026
Contributions
1Project Iceberg
2025Nationally recognized AI labor market simulation study, led out of MIT. Skills-centered exposure index built on a 151M-worker agent simulation.
MIT