Job Market Intelligence
Is AI replacing knowledge workers?
Tracking knowledge work (tech + professional) vs service & trades sectors. If AI is displacing white-collar jobs, it will show here.
Knowledge Work vs Service & Trades
Composite indices — 13 knowledge sectors vs 6 service/trades sectors vs total market
Knowledge Work Share of Market
Knowledge composite as % of all-sector average — below 100 means underperforming
Tech vs Non-Tech Knowledge Work
Breaking knowledge work into its two halves — tech (5 sectors) vs professional (8 sectors)
Current Standings
All knowledge work + service/trades sectors, sorted by current index
Tech Knowledge Work
The tech sector deep dive
Data & Analytics, Software Dev, Scientific R&D, IT Infrastructure, IT Systems. The sectors most directly exposed to AI disruption.
Tech Composite vs Market
Tech knowledge work composite against total job market
Tech Share of Market
Tech composite as % of all-sector average
Individual Tech Sectors
Each of the 5 tech sectors tracked individually
Tech Sector Stats
Non-Tech Knowledge Work
Professional white collar sectors
Banking, Accounting, Legal, Management, Education, Marketing, HR, Sales. Traditional knowledge work outside of tech.
Non-Tech Knowledge Composite vs Market
Professional sector composite against total job market
Individual Professional Sectors
Each of the 8 non-tech knowledge work sectors
Non-Tech Knowledge Sector Stats
Sector Explorer
All Indeed sectors
Compare any of the sectors tracked since February 2020.
All Sectors
Global Comparison
Knowledge work worldwide
How knowledge work job postings are performing across major economies. Same 13-sector composite compared across countries.
Knowledge Work Index by Country
Equal-weighted composite of 13 knowledge sectors across major economies — Feb 2020 = 100
Tech Index by Country
Equal-weighted composite of 5 tech sectors across major economies — Feb 2020 = 100
Scraper Data
DS/AI role tracker
Granular posting counts for specific data science, AI, and ML roles.
Latest Snapshot
Indeed Crawler
Scraped job listings
Individual postings collected via state-by-state exhaustive crawler.