Knowledge Work Index
Are white collar jobs disappearing?
Knowledge work vs service & trades job postings since 2020.
Knowledge Work vs Service & Trades
13 knowledge sectors vs 6 service/trades sectors vs total market
Market Share
Each group as % of all-sector average. 100 = on par with the market.
Tech vs Non-Tech Knowledge Work
Tech (5 sectors) vs professional (8 sectors) side by side
Current Standings
Every tracked sector, sorted by current index
Tech Sectors
The tech deep dive
The 5 sectors most exposed to AI disruption.
Tech Composite vs Market
Tech composite against the total job market
Tech Share of Market
Tech composite as % of all-sector average
Individual Tech Sectors
All 5 tech sectors individually
Tech Sector Stats
Professional Sectors
Non-tech knowledge work
Banking, Legal, Management, HR, and the rest of white collar outside tech.
Non-Tech Knowledge Composite vs Market
Professional composite against the total job market
Individual Professional Sectors
All 8 professional sectors individually
Non-Tech Knowledge Sector Stats
Sector Explorer
All sectors
Pick and compare any sector tracked since Feb 2020.
All Sectors
Global
Knowledge work worldwide
Same 13-sector composite compared across major economies.
Knowledge Work Index by Country
13 knowledge sectors, equal-weighted. Feb 2020 = 100.
Tech Index by Country
5 tech sectors, equal-weighted. 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.