Data Monitor

JobZone Risk · Methodology v3 · Real-time analysis

LIVE
Updated 3s ago
Data Pipeline
9,641,823 data pts
2,800,455 signals
722,091 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 Water Sampling Officer (Mid-Level) 48.7 Transforming
4s ago Fast Food Shift Manager (Mid-Level) 33.6 Moderate
7s ago Aircraft Groomer / Cabin Cleaner (Mid-Level) 59.8 Stable
11s ago Medical Writer (Mid-Level) 18.8 RED
16s ago Taxi Controller / Minicab Dispatcher (Mid-Level) 10.4 RED
22s ago Roller Coaster Engineer (Mid-Level) 47.3 Urgent
29s ago Grinding/Polishing Machine Operator (Mid-Level) 18.1 RED
37s ago Food Critic / Restaurant Reviewer (Mid-Level) 34.2 Urgent
News
95AI Jobs Barometer - PwCGoogle•78AI is splitting the job market in two — and human skills ...Google•95AI Layoffs TrackerGoogle•95Oracle cuts 359 Washington jobs in latest AI-driven layof...Geekwire•95AI Layoffs Tracker 2026 — Companies Cutting Jobs Due to A...Google•95AI Layoffs Tracker 2026 — Companies Cutting Jobs Due to A...Google•95AI Layoffs TrackerGoogle•95Artificial intelligence was cited in 33% of July's job cu...Facebook•95Employee layoffs accelerate in 2026 as AI reshapes workfo...Eciks•95These Companies Have Already Replaced Workers with AI in ...Google•9517 Companies That Have Said They're Doing AI-Related Layo...Google•95AI Layoffs Tracker 2026 — Companies Cutting Jobs Due to A...Displaceindex•95Oracle shed 21,000 roles over the past year amid wave of ...CNBC•95Oracle Admits Artificial Intelligence Has Cost 21,000 Job...Google•95List of Companies Announcing AI-Driven LayoffsPrograms•95AI Jobs Barometer - PwCGoogle•78AI is splitting the job market in two — and human skills ...Google•95AI Layoffs TrackerGoogle•95Oracle cuts 359 Washington jobs in latest AI-driven layof...Geekwire•95AI Layoffs Tracker 2026 — Companies Cutting Jobs Due to A...Google•95AI Layoffs Tracker 2026 — Companies Cutting Jobs Due to A...Google•95AI Layoffs TrackerGoogle•95Artificial intelligence was cited in 33% of July's job cu...Facebook•95Employee layoffs accelerate in 2026 as AI reshapes workfo...Eciks•95These Companies Have Already Replaced Workers with AI in ...Google•9517 Companies That Have Said They're Doing AI-Related Layo...Google•95AI Layoffs Tracker 2026 — Companies Cutting Jobs Due to A...Displaceindex•95Oracle shed 21,000 roles over the past year amid wave of ...CNBC•95Oracle Admits Artificial Intelligence Has Cost 21,000 Job...Google•95List of Companies Announcing AI-Driven LayoffsPrograms
News Sentiment
15% 51% 34% 28,097 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