AI Jobs Market VisualizerGitHub (original)

This tool was created by Andrej Karpathy (ex-Tesla, OpenAI co-founder). We translated and adapted it for an international audience. It visualises 342 occupations from the Bureau of Labor Statistics covering 143 million jobs. The area of each rectangle is proportional to the number of jobs. The colour represents the selected metric: growth outlook, median salary, education level, or AI exposure.

AI-driven colouring: The source code includes scrapers, parsers and an LLM prompt pipeline to score and colour each occupation against any criterion. The “Digital AI Exposure” option estimates how much current AI (primarily digital) will transform each occupation.

A note on exposure scores: These are approximate LLM estimates, not rigorous predictions. A high score does not predict the disappearance of an occupation. Software developers score 9/10 because AI transforms their work — but demand could increase as each developer becomes more productive.

Read our analysis: AI & Employment — Our analysis of the Karpathy visualizer

Layer

DecliningGrowing

Total jobs

Avg. outlook

0.0%
weighted by jobs

Jobs by outlook

<0%5%15%+

Outlook tiers

Declining (<0%)00%
Slow (0–3%)00%
Average (4–7%)00%
Fast (8–14%)00%
Very fast (15%+)00%

Outlook by pay

<35K $
0.0%
35–50K $
0.0%
50–75K $
0.0%
75–100K $
0.0%
100K+ $
0.0%

Outlook by education

HS/No deg.
0.0%
Voc./2-yr
0.0%
Bachelor's
0.0%
Master's
0.0%
Doctorate
0.0%

Declining jobs

0.0M
negative outlook

Growing jobs

0.0M
positive outlook

Data: Bureau of Labor Statistics (BLS) — Occupational Outlook Handbook. AI exposure scores generated by LLM.
Original tool: karpathy.ai/jobs by Andrej Karpathy. Translation and adaptation: Orchestra Intelligence — Clear, Useful and Human AI.