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Macro Level Insights

Visualizing the structural shifts in employment. Explore the correlations between wages, employment density, AI, and robotics.

Dual Risk Matrix

AI Risk vs. Physical Robotics

How to read: Top-right quadrant indicates high susceptibility to both physical robotics and generative AI. Bottom-left is highly insulated.

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Exposure vs. Compensation

Wage (X) vs AI Risk (Y). Bubble size = Employees.

How to read: Large bubbles represent occupations with millions of workers. Tracks whether high-paying jobs are systematically safer from automation.

Historical Baseline vs. 2026 AI Assessment

2013 Oxford Study Estimate vs. Current O*NET-Based AI Risk.

How to read: Compares the initial 2013 Frey/Osborne assessment against our 2024 AI capabilities data for the 50 occupations with the most radical shifts. Dots further from the median diagonal have changed drastically.