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US Job Market Visualizer (karpathy.ai)

503 points by andygcook · 168 days ago · 359 comments on HN

Article summary

The US Job Market Visualizer is a research tool that visualizes 342 occupations from the Bureau of Labor Statistics Occupational Outlook Handbook, covering 143M jobs across the US economy. The tool allows users to explore BLS data visually, including metrics such as projected growth outlook, median pay, education requirements, and AI exposure. The tool also includes a feature for custom LLM prompts to score and color occupations by any criteria. The data is based on BLS reports, but the authors note that the data may not be up-to-date and the AI exposure scores are rough estimates.

Main themes

  • Job Market Trends
  • AI Impact on Work
  • Economic Inequality
  • Data Quality
  • Technological Disruption
  • Capitalism and Labor

What commenters say

  • The BLS data used in the visualizer may not be reliable or up-to-date, which could lead to inaccurate conclusions about job market trends.
  • The impact of AI on jobs will be significant, but it's unclear whether it will lead to widespread job displacement or simply change the nature of work.
  • The benefits of increased productivity from technological advancements tend to accrue to capital owners rather than labor, exacerbating economic inequality.
  • The notion that the surplus generated by AI will be distributed to the broader population is unlikely, as it will likely be captured by those who own the capital and technology.
  • The relationship between technological progress and economic growth is complex, and it's possible that the benefits of technological advancements are being offset by other factors such as inflation or decreased demand.
  • The concept of a 'bullshit job' is relevant to the discussion of AI's impact on work, as many jobs may be automated or become obsolete, leading to a reevaluation of the value of work in society.
  • The distribution of wealth and power in a capitalist system can lead to a concentration of wealth among a small elite, rather than widespread prosperity.
  • The ability of businesses to capture the benefits of technological advancements depends on their market position and competitive landscape, with monopolies being better able to reap the rewards.