Researching how agentic AI reshapes labor markets — occupational displacement, task exposure, and workforce transition across U.S. metros. AI Pillar Lead building agentic systems across Commerce (BigCommerce, Feedonomics, and Makeswift). Previously 8+ years at Amazon Web Services. IEEE Senior Member.
A multi-regional task exposure analysis of emerging labor market disruption — 236 occupations across 5 US tech metros, extending Nobel laureate Daron Acemoglu and Pascual Restrepo's task displacement framework to handle agentic AI.
Comprehensive task exposure analysis spanning San Francisco, Seattle, Austin, New York, and Washington DC with 2025-2030 projections for each region.
ATE scores correlate with AIOE at rho = 0.84 and with Eloundou et al.'s GPT exposure measure at rho = 0.72, confirming alignment with established frameworks.
Full computation framework hosted on GitHub, including the open ATE Task–Ability Dataset (4,577 O*NET tasks mapped to 52 human abilities, CC-BY-4.0). Reproducible S-curve adoption modeling stress-tested across a 6x range of parameters.
Provides occupation-specific, region-aware displacement scores that serve as leading indicators for workforce transition planning and policy design.
Top ~10% of IEEE's 400,000+ global membership. Requires demonstrated engineering excellence and community impact.
Peer reviewer at the World Congress on Computational Intelligence — IEEE's flagship AI and neural networks conference.
Judge, University of Washington Foster School of Business MBA Case Competition, March 2026.
Recognized for contributions to the general availability launch of Amazon Transform, a major AWS product.
Two threads: the integrity of AI systems (adversarial robustness, model security — reviewing for IEEE WCCI 2026 IJCNN) and the economic impact of AI on labor markets (occupational displacement, task exposure, workforce transition policy). Both converge on the same question — how do we deploy AI systems that are trustworthy and that leave the workforce better off?
There is a state where thought dissolves into doing. Where the painter, the athlete, the scientist, and the soul are the same person. That state has a name. Krita.
Available for podcast interviews, conference speaking, and expert commentary on AI's labor market impact. Reaching out as an independent researcher with peer-reviewed publications in IEEE, Springer, and Microsoft Research.
Available for research collaborations, conference speaking, advisory roles, and media inquiries on agentic AI, enterprise AI strategy, and AI's labor-market impact. Reaching out as an independent researcher.