Data Monitor

JobZone Risk · Methodology v3 · Real-time analysis

LIVE
Updated 3s ago
Data Pipeline
8,001,822 data pts
2,390,455 signals
640,091 AI
3649 roles
47 sources
US Workforce AI Exposure
BLS verified · Direct assessment
168.7M
workers in zone assessment
0M+
Jobs protected from AI
33% of workers
0M+
Jobs needing adaptation
40% of workers
0M+
Jobs at high risk from AI
27% of workers
US Workforce AI Exposure each figure = ~1 million people
56.2M protected 68.1M transforming 44.3M at risk
Zone Distribution
~168.7M workers
By Workers (BLS employment-weighted)
33%
40%
27%
Live Analysis Feed
2s ago Urogynecologist (Mid-to-Senior) 75.3 Stable
4s ago Patent Attorney (Mid-Level) 38.6 Urgent
7s ago Light Truck Driver (Mid-Level) 31.1 Urgent
11s ago Engineering Programme Manager (Mid-to-Senior) 40.7 Moderate
16s ago Loft Conversion Specialist (Mid-Level) 69.4 Transforming
22s ago Clean Water Process Engineer (Mid-Level) 47.8 Urgent
29s ago Hospitalist (Mid-to-Senior) 65.2 Transforming
37s ago Poultry Processing Operative (Mid-Level) 20.9 RED
News
95Meta cuts 8,000 jobs and Microsoft offers first-ever buyo...Google95Anthropic CEO makes shocking admission about AI - TheStreetGoogle9578,557 Tech Workers Cut In Q1 2026 As AI Automation Accel...Google95Challenger Report: March Cuts Rise 25% From February, AI ...Google95How Will AI Affect the US Labor Market? | Goldman SachsGoogle95Workforce Impact (from employee side) Agentic AI News - W...Google952026 tech layoffs reach 45000 in March, more than 9200 du...Google95Block spent 18 months 're-skilling staff' with AI. Now it...Google News95Verizon to Cut 13,000 Jobs, Set Up $20 Million “Reskillin...Google News92AI emerges as a top cause of layoffs, accounting for 26% ...Cbsnews92The Real Job Destruction from AI Is Hitting Before Career...Google9220,000 job cuts at Meta, Microsoft raise concern that AI-...CNBC92Meta to ax 8,000 jobs as Zuckerberg doubles down on AI an...Nypost92Trading people for processors: AI layoffs reveal the logi...Google92AI Reshapes Workforce, Threatens Clerical Jobs - Let's Da...Letsdatascience95Meta cuts 8,000 jobs and Microsoft offers first-ever buyo...Google95Anthropic CEO makes shocking admission about AI - TheStreetGoogle9578,557 Tech Workers Cut In Q1 2026 As AI Automation Accel...Google95Challenger Report: March Cuts Rise 25% From February, AI ...Google95How Will AI Affect the US Labor Market? | Goldman SachsGoogle95Workforce Impact (from employee side) Agentic AI News - W...Google952026 tech layoffs reach 45000 in March, more than 9200 du...Google95Block spent 18 months 're-skilling staff' with AI. Now it...Google News95Verizon to Cut 13,000 Jobs, Set Up $20 Million “Reskillin...Google News92AI emerges as a top cause of layoffs, accounting for 26% ...Cbsnews92The Real Job Destruction from AI Is Hitting Before Career...Google9220,000 job cuts at Meta, Microsoft raise concern that AI-...CNBC92Meta to ax 8,000 jobs as Zuckerberg doubles down on AI an...Nypost92Trading people for processors: AI layoffs reveal the logi...Google92AI Reshapes Workforce, Threatens Clerical Jobs - Let's Da...Letsdatascience
News Sentiment
14% 48% 38% 13,199 articles
Average Score by Domain
Risk Rankings
Task Classification Overview

How all 25,860 tasks break down by AI impact category.

6,458
Displaced
25.0%
12,848
Augmented
49.7%
6,554
Untouched
25.3%
25%
50%
25%
Displacement by Domain

Which professional domains have the most displaced vs safe tasks.

Domain Tasks Displaced Augmented Untouched
Data 275 41.5% 54.2% 4.4%
Business & Operations 2,265 39.7% 49.8% 10.4%
Manufacturing 1,640 34.9% 45.6% 19.5%
Legal & Compliance 508 33.9% 43.5% 22.6%
Real Estate & Property 303 33.3% 54.5% 12.2%
Cloud & Infrastructure 567 30.9% 57.0% 12.2%
Retail & Service 1,677 29.0% 44.1% 27.0%
Creative & Media 2,010 28.0% 45.8% 26.2%
Transportation 1,183 27.3% 43.0% 29.7%
Government & Public Admin 683 27.2% 49.6% 23.1%
Development 736 26.8% 62.2% 11.0%
Library 289 24.6% 54.3% 21.1%
Cybersecurity 583 24.0% 64.0% 12.0%
Education 1,012 21.7% 51.0% 27.3%
Sports & Recreation 157 21.7% 43.3% 35.0%
Other 1,021 21.4% 45.9% 32.6%
Social Services 468 21.4% 42.7% 35.9%
Engineering 1,350 21.2% 59.9% 18.9%
Science & Research 825 20.6% 64.5% 14.9%
Healthcare 2,644 20.2% 51.7% 28.1%
Utilities & Energy 775 19.4% 50.3% 30.3%
Agriculture 378 18.3% 49.5% 32.3%
Religious & Community 206 18.0% 40.8% 41.3%
Public Safety 782 17.8% 46.7% 35.5%
Veterinary & Animal Care 407 17.4% 39.6% 43.0%
Military 388 16.0% 51.3% 32.7%
AI 247 15.4% 66.4% 18.2%
Trades & Physical 2,481 13.2% 44.6% 42.2%
Total Roles
0
Avg JobZone Score
45.1
/100
Green Zone
0
Safe 5+ years
Yellow Zone
0
Act within 2-3 yrs
Red Zone
0
Act now
0
Task Analyses
0
Score Dimensions
0
Domains
0
Specialisms
0
Data Sources
v3
Methodology