Each occupation gets a 1–10 risk score. You can search by job title or browse by category. There's also an interactive treemap where cell size = employment count and color = risk level, which makes it easy to see where the exposure is concentrated by volume.
The part I found most interesting to think through: I didn't want to pretend there's one answer, so I built three scenarios: pessimistic (AI displaces without replacement), moderate (net-stable, winners and losers), and optimistic (AI expands economic activity faster than it destroys roles). The treemap switches between all three.
Inspired by Andrej Karpathy's US Job Market Visualizer. Built on top of 99helpers.com, my AI customer support tool — the job risk checker is a free standalone tool.
