March 16, 2026
Charts vs snark: place your bets
US Job Market Visualizer – Andrej Karpathy
Karpathy’s AI job map ignites slop cries, pay panic, and dev vs programmer jokes
TLDR: A new visualizer maps AI exposure across 342 jobs, putting more high-paid and bachelor-level roles in the hot zone and $3.7T in wages at risk. The crowd split between calling it “AI slop” and warning BLS data lags, while jokes fly about devs vs programmers and where AI’s surplus goes.
Andrej Karpathy dropped a colorful US job map showing 342 occupations, sized by employment and colored by “AI exposure,” with a job-weighted average of 4.9. But the comment section? Absolute fireworks. One camp slammed it as “AI slop”, accusing it of recycled clickbait and saying the Bureau of Labor Statistics (BLS) data is too old to matter. Another warned that policy makers might eat it up anyway, despite scores coming from Gemini Flash (an AI model), and that “forward-looking guidance means nothing” when tech rewrites work overnight.
Others dug into the juicy bits: nearly 42% of jobs sit in “high” or “very high” exposure, and $3.7T in wages fall in the hot zone. Pay and education sparked anxiety too—$100K+ roles score 6.7, and bachelor’s degrees also 6.7, fueling elite-vs-everyone angst. Meanwhile, the thread birthed a meme: “Software Developers +15%—Yay!; Computer Programmers -6%—Oh no,” turning devs vs programmers into the day’s soap opera. One thoughtful voice asked where AI’s surplus actually goes, hinting that competition will reshape what we do. Verdict from the crowd: fascinating visualization, shaky foundation, and maximum drama. Welcome to Hacker News, where charts are art and comments are combat. Grab popcorn; the job map is a battlefield
Key Points
- •The visualization assesses AI exposure for 342 U.S. occupations using BLS data and Gemini Flash scoring.
- •Total U.S. employment covered is 143 million jobs with a job‑weighted average AI exposure of 4.9 (0–10 scale).
- •Employment-weighted distribution: Minimal 4% (6.2M), Low 33% (47.2M), Moderate 21% (29.7M), High 24% (34.7M), Very high 18% (25.2M).
- •Exposure rises with pay tier: from 3.4 (<$35K) to 6.7 ($100K+), and varies by education, peaking at 6.7 for Bachelor’s.
- •An estimated $3.7 trillion in annual wages are in high-exposure jobs (scores 7+).