US Job Market Visualizer

The US Job Market Visualizer charts 342 occupations and 143 million US jobs, with metrics for projected growth, pay, education, and AI exposure.

karpathy.ai/jobs
US Job Market Visualizer homepage screenshot

About US Job Market Visualizer

The US Job Market Visualizer is a research tool that displays 342 occupations from the Bureau of Labor Statistics Occupational Outlook Handbook, covering 143 million jobs across the US economy. Each occupation appears as a rectangle sized in proportion to its total employment. The color of each rectangle shows a selected metric: BLS projected growth outlook, median pay, education requirements, or AI exposure. Clicking a tile opens its full BLS page.

The site is a development tool for exploring BLS data visually. It is not a report, a paper, or a serious economic publication. The AI exposure metric comes from an example prompt that asks a large language model to rate each occupation from 0 to 10. The site describes these scores as rough estimates, not rigorous predictions, and notes that a high score does not mean a job will disappear.

Key features

  • Treemap where rectangle area reflects each occupation's total employment
  • Color toggle for BLS projected growth, median pay, education, or AI exposure
  • Click any tile to open its BLS Occupational Outlook Handbook page
  • Example AI exposure prompt that scores occupations on a 0 to 10 scale
  • Pipeline for writing custom LLM prompts to score and recolor occupations
Best for: People who want to explore US Bureau of Labor Statistics occupational data visually, such as those comparing growth, pay, and education levels across occupations.
Good for
  • Draws on Bureau of Labor Statistics Occupational Outlook Handbook data for 342 occupations
  • Tile size shows the relative employment of each occupation at a glance
  • Custom prompts allow coloring by criteria other than the built-in AI exposure example
Watch out for
  • The site states it is not a report, a paper, or a serious economic publication
  • AI exposure scores are rough LLM estimates and not rigorous predictions
  • The scores do not account for demand elasticity, latent demand, regulatory barriers, or social preferences for human workers

US Job Market Visualizer at a glance

Type
Website
Pricing
Not confirmed. Check the site
Platforms
Web
Open source
Not stated
Language
English
Last checked
Oct 6, 2026 · Online when checked
Listed
Oct 5, 2026

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US Job Market Visualizer FAQ

Is this an official economic report?
No. The site describes itself as a development tool for exploring BLS data visually and states that it is not a report, a paper, or a serious economic publication.
How are the AI exposure scores produced?
An LLM rates each occupation from 0 to 10 using a written prompt. The site describes these as rough estimates and says a high score does not predict that the job will disappear.
Can the tiles be colored by a different measure?
The site says its pipeline lets you write a custom LLM prompt to score occupations by other criteria, such as offshoring risk or climate impact, and re-run the pipeline to recolor the treemap.
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