Task Monitor
A real-time breakdown of how AI is affecting 25,860 individual work tasks across 3,649 assessed roles. Every task is scored 1–5 for AI impact and classified as displaced, augmented, or not involved.
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%
Score Distribution
How tasks distribute across AI impact scores (1 = no impact, 5 = full displacement).
21.8%
Score 1
33.0%
Score 2
20.4%
Score 3
19.5%
Score 4
5.3%
Score 5
Tasks Most at Risk
DISPLACEMENT classification, AI score 4–5. These tasks are being replaced by AI systems.
| # | Task |
|---|---|
| 1 |
Transaction processing (scanning items, receiving payment, processing refunds/exchanges, issuing receipts)
Cashier (Mid-Level)
|
| 2 |
Real-time clinical documentation during encounters
Medical Scribe (Mid-Level)
|
| 3 |
Live script scrolling
Autocue Operator / Teleprompter Operator (Mid-Level)
|
| 4 |
Respond to fan DMs / hold conversations
OnlyFans Chatter / Ghostwriter (Entry-to-Mid Level)
|
| 5 |
Transaction processing (deposits, withdrawals, transfers, check cashing)
Bank Teller (Entry-to-Mid)
|
| 6 |
Keying/typing data from source documents into systems
Data Entry Keyer (Mid-Level)
|
| 7 |
Transaction processing — exchanging cash for chips/tokens/TITO vouchers, processing fills/credits, making change
Gambling Change Person and Booth Cashier (Mid-Level)
|
| 8 |
Transaction processing (deposits, withdrawals, transfers, check cashing, loan payments)
Teller / Bank Teller (Mid-Level)
|
| 9 |
Type/transcribe documents from drafts, corrected copy, voice recordings
Word Processor and Typist (Mid-Level)
|
| 10 |
Transcribe dictated medical reports
Medical Transcriptionist (Mid-Level)
|
| 11 |
Live camera monitoring and anomaly detection
CCTV Operator (Mid-Level)
|
| 12 |
Collect tolls and process payments
Toll Collector (Mid-Level)
|
| 13 |
Verbatim transcription of live debates
Hansard Reporter (Mid-Level)
|
| 14 |
Answer routine queries (FAQs, order status, account info, product questions)
Live Chat Support Agent (Entry-to-Mid Level)
|
| 15 |
Transaction processing — cashing checks, processing credit advances, selling/converting chips/tokens/TITO tickets, currency exchange
Gambling Cage Worker (Mid-Level)
|
| 16 |
Visual grading/sorting by size, colour, condition
Graders and Sorters, Agricultural Products (Mid-Level)
|
| 17 |
Read clinical documentation & assign ICD-10/CPT/HCPCS codes
Medical Coder (Mid-Level)
|
| 18 |
Taking customer orders via intercom/speaker
Drive-Through Operator (Entry-Level)
|
| 19 |
Listen to and transcribe audio/video
Transcriptionist (Mid-Level)
|
| 20 |
Grammar, spelling, and punctuation checking
Proofreader and Copy Marker (Mid-Level)
|
| 21 |
Invoice receipt, data entry & GL coding
Accounts Payable Clerk (Mid-Level)
|
| 22 |
Dashboard & report creation/maintenance
Business Intelligence Analyst (Mid-Level)
|
| 23 |
Operating photocopiers, duplicating, and reprographic machines
Office Machine Operator, Except Computer (Mid-Level)
|
| 24 |
Transaction monitoring & alert triage
AML/KYC Analyst (Mid-Level)
|
| 25 |
Monitor alerts/dashboards
SOC Analyst (Tier 1 / Entry-Level)
|
Tasks AI Can’t Touch
NOT INVOLVED classification, AI score 1. These tasks remain fundamentally human.
| # | Task |
|---|---|
| 1 |
Physical newspaper delivery (walking/cycling route, pushing papers through letterboxes)
Newspaper Delivery Worker (Entry-Level)
|
| 2 |
Live portrait drawing & feature exaggeration
Caricaturist (Mid-Level)
|
| 3 |
Hands-on massage therapy sessions
Massage Therapist (Mid-Level)
|
| 4 |
Conducting hypnotherapy sessions (induction, deepening, suggestion, emergence)
Hypnotherapist (Mid-Level)
|
| 5 |
Hands-on body treatments (massage, wraps, hydrotherapy)
Spa Therapist (Mid-Level)
|
| 6 |
Lathe operations — roughing, shaping, hollowing, detailing
Woodturner (Mid-Level)
|
| 7 |
Live stunt execution (falls, fights, fire, vehicles, wire)
Stunt Show Performer — Theme Park (Mid-Level)
|
| 8 |
Morning exercise riding (gallops, canters, breezing)
Exercise Rider (Mid-Level)
|
| 9 |
Physical mail/package delivery (foot and vehicle, porches, mailboxes, apartments)
Postal Service Mail Carrier (Mid-Level)
|
| 10 |
Shearing sheep (electric/blade)
Shearer (Mid-Level)
|
| 11 |
Live performance spotlight tracking
Follow Spot Operator (Mid-Level)
|
| 12 |
Hand engraving metal (cutting with gravers)
Master Engraver (Mid-to-Senior)
|
| 13 |
Hands-on needling and adjunct therapy
Acupuncturist (Mid-Level)
|
| 14 |
Surgical procedures — colectomy, rectal resection, anorectal, robotic
Colorectal Surgeon (Mid-to-Senior)
|
| 15 |
On-snow instruction & physical demonstration
Ski Instructor (Mid-Level)
|
| 16 |
Hands-on therapy delivery
Complementary Therapist (Mid-Level)
|
| 17 |
Hand-lettering execution (envelopes, invitations, place cards, certificates, artwork)
Calligrapher (Mid-Level)
|
| 18 |
Manual welding execution (SMAW, GMAW, FCAW, GTAW — all positions)
Welder (Mid-Level)
|
| 19 |
Physical stunt execution (fights, falls, fire, vehicles, wire work)
Stunt Performer (Mid-Level)
|
| 20 |
Physical handcraft creation (ceramics, glassblowing, weaving, woodworking, metalwork)
Craft Artist (Mid-Level)
|
| 21 |
Reflexology treatment delivery
Reflexologist (Mid-Level)
|
| 22 |
Client session delivery (guided exercises)
Sophrologist (Mid-Level)
|
| 23 |
Building and rebuilding dry stone walls
Dry Stone Waller (Mid-Level)
|
| 24 |
Surgical procedures (operating)
Plastic Surgeon (Mid-to-Senior)
|
| 25 |
Driving gritter vehicle on pre-defined routes
Gritter Driver (Mid-Level)
|
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% |
About This Data
Each of the 3,649 roles assessed on JobZone Risk includes a full task decomposition — the daily activities that make up the job, weighted by time spent. Every task is scored 1–5 for AI impact and classified as DISPLACEMENT (AI replaces), AUGMENTATION (AI assists), or NOT INVOLVED (AI irrelevant).