I implemented Live Chat, it works nicely. I didn't use my knowledge base for it yet... If I do it slows the whole thing down. So now it's just a limited prompt.
Now at version 4... I've added some more features to my analysis of "Is my job safe from AI?"
- Treepmap of all occupations
- Guage of risk per occupation
- Sharing options
- AI analysis from 3 scenarios
- AI analysis from first, second & third order impact
- Data from BLS
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.
Inspired by Karpathy, I analyzed jobs to determine whether they're at risk from AI.
The interesting part:
I used 3 different scenarios:
Scenario 1 — AI Eliminates Jobs
AI takes jobs; few replacements created
Scenario 2 — AI Transforms Jobs
Some jobs lost; new ones created
Scenario 3 — AI Creates Opportunity
AI generates new demand and job types
And I added first, second & third order effects:
First, Second & Third Order Effects
How AI disruption cascades through this occupation, the broader industry, and society at large.
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