−16%
employment, workers 22–25, in the most AI-exposed jobs [1]
Measured in ADP payroll records. Older workers in the same occupations kept growing.
Field record · 40 durable careers · reviewed July 2026
- The MBA pipeline — written off, 2024
- The prompt-engineer premium — written off, 2025
- The junior dev pipeline — write-down in progress
- The elevator mechanic — still standing
The work that lasts.
The jobs nobody wanted are the last ones standing. A calm, evidence-backed directory of careers that hold when the models get better — because a body, a license, and a liability trail are hard to download.
"Boring used to mean low status. Now it means job security. The trades won the culture war. They just do not know it yet."
What has already happened
Payroll records, layoff filings, and measured AI usage — through July 2026.
37%
of young workers worldwide hold AI-exposed jobs [2]
69% in North America. The least affected sectors, per the WEF itself: construction, agriculture, food.
101,743
US job cuts citing AI, first half of 2026 [3]
The #1 stated layoff reason for four consecutive months.
75% vs 0%
of a programmer's tasks now covered by observed AI usage — vs. effectively zero for physical, in-person work [4]
Usage data, not speculation. Disclosure: the source, Anthropic, is an AI vendor.
- accountant.model 100% COMPLETE 4.2s
- paralegal.model 100% COMPLETE 6.8s
- copywriter.model 100% COMPLETE 1.9s
- elevator_mechanic.body 3% STALLED est. remaining: 4-year apprenticeship
- hospice_nurse.presence 0% FAILED no route to bedside
- notary.liability 0% REFUSED signature must be witnessed in person
Three of these are files. Three are people. Only one kind transfers.
Evidence last reviewed: 2026-07-21
- [1] Stanford Digital Economy Lab, "Canaries in the Coal Mine?" (Nov 2025): 16% relative employment decline for workers 22-25 in the most AI-exposed occupations, from ADP payroll microdata
- [2] World Economic Forum, "AI and the Future of Entry-Level Work" (Jun 2026): 37% of young workers globally — 69% in North America — hold jobs with medium-to-high AI exposure; construction and agriculture named least affected
- [3] Challenger, Gray & Christmas (Jul 2026): AI cited in 101,743 US job-cut announcements in H1 2026 — the #1 stated layoff reason for four consecutive months
- [4] Anthropic, "Labor market impacts of AI" (Mar 2026): observed AI usage already covers 75% of computer programmers' tasks, while ~30% of US workers in physical, in-person roles show effectively zero coverage. (Disclosure: Anthropic is an AI vendor.)
The same names survive every wave
Since 1950, exactly one American occupation has been fully automated out of existence: the elevator operator. Everything else just got smaller — or didn't.
BLS OEWS national employment, 1999–2025, indexed to each series' first year
- BLS Occupational Employment and Wage Statistics, national tables 1999–2025 (employment by detailed occupation)
- Bessen (2016): of 271 detailed occupations listed in the 1950 US Census, only one — elevator operator — has since been eliminated by automation
- National Academies, AI and the Future of Work (2024): "Only one occupation has been fully automated in the post-war period — elevator operators"
- BLS OEWS methodology note: OEWS data are not recommended for strict time-series analysis, and exclude self-employed workers
Check Your Risk
How exposed is your current job?
We score 425 professions from the boring.careers master database. Higher score = more vulnerable to AI disruption.
Source basis: boring.careers master profession database.
This is a profession-level estimate from the boring.careers master database. It is still not a personalized audit of your employer, workflow, or tool stack.
0
0 /100 Exposure index
Task Breakdown
Projected Path
Still Protected
Most At Risk
Related Pivots From This Profile
Model Provenance
Scores represent aggregate profession-level exposure, including protected subspecialties. Individual role risk varies by employer, workflow, and tool adoption.
Recent revisions
- Radiologist 42 → 70 — diagnostic AI adoption accelerated
- Paralegal 55 → 68 — document review automation expanded
- Graphic Designer 38 → 58 — generative image tools matured
Did you mean…
Consider these durable alternatives:
What comes after the check?
Use the Career Decision Board to see where to pivot next
Exposure diagnoses current role risk. Durability helps choose where to pivot.
Exposure: higher = more vulnerable Durability: higher = more resilient
Career Decision Board
Where To Bet Your Career Under AI Pressure
Use this to decide where to spend your next year of training effort. Set a pressure scenario, then follow the highest durability categories and role targets. Higher score = more resilient.
How to use: pick a scenario, read top categories, then open the first 2-3 recommended roles.
Durability readout: higher score = more resilient under the selected pressure.
Resilient roles
0 score >= 70Transition roles
0 score 50 to 69Fragile roles
0 score under 50
Skilled Trades 0 +0.0
Field execution and machine uptime
Care & Presence 0 +0.0
Touch, context, and human judgment
Built Environment 0 +0.0
Site reality and accountable delivery
Trust Infrastructure 0 +0.0
Liability, process, and enforceable proof
Earth & Food 0 +0.0
Physical systems and biological constraints
Model uses a weighted blend of embodied work, legal liability, supply scarcity, and role AI-risk score.
The jobs that win
Sorted by durability, not prestige.
Elevator Mechanic
Keeps vertical cities moving.
Pay Range (25th–75th pct)
$79,000 - 136,000/yr Salary source
AI Risk: Low Method
Plumber
Water systems fail on weekends too.
Pay Range (25th–75th pct)
$50,000 - 85,000/yr Salary source
AI Risk: Low Method
Electrician
Grid complexity is job security.
Pay Range (25th–75th pct)
$49,000 - 84,000/yr Salary source
AI Risk: Low Method
HVAC Technician
Climate control never goes out of style.
Pay Range (25th–75th pct)
$48,000 - 77,000/yr Salary source
AI Risk: Low Method
Wind Turbine Technician
Grid transition, physical systems, high accountability.
Pay Range (25th–75th pct)
$59,000 - 78,000/yr Salary source
AI Risk: Low Method
Power Line Technician
Storms create overtime, not obsolescence.
Pay Range (25th–75th pct)
$67,000 - 110,000/yr Salary source
AI Risk: Low Method
Dental Hygienist
Tactile care plus patient trust.
Pay Range (25th–75th pct)
$84,000 - 108,000/yr Salary source
AI Risk: Low Method
Occupational Therapist
Recovery is personal, not generic.
Pay Range (25th–75th pct)
$83,000 - 117,000/yr Salary source
AI Risk: Low Method
Land Surveyor
Property lines still need legal humans.
Pay Range (25th–75th pct)
$58,000 - 98,000/yr Salary source
AI Risk: Low Method
Mobile Notary (Estate Focus)
Identity verification has to be witnessed.
Pay Range (25th–75th pct)
$35,000 - 90,000/yr Salary source
AI Risk: Low Method
- +50% Wind turbine technician — the fastest-growing occupation in America, 2024–34 BLS
- 81k Electrician openings projected every year — the grid buildout has a labor bottleneck BLS
- 24% Registered-nurse shortage projected for nonmetro America by 2028 HRSA
- 5.7% Recent-college-grad unemployment — now above the national rate, a historical inversion NY Fed
How we decide what makes the list
Three questions. Every role has to pass all three.
Can a body be replaced? If the work requires physical presence, tactile judgment, or being a licensed human in a specific place, it gets a point.
Is someone legally liable? Accountability anchors jobs. When a plumber floods your basement, you know who to call.
Is supply constrained? A retirement wave and recruitment gap are problems for industries, not for workers in those fields.
Deep Dive
Featured Field Notes
One career. Practical details. No carousel.
Skilled Trades
Elevator Mechanic
Install, maintain, and repair elevators, escalators, and moving walkways in commercial and residential buildings.
Why AI-resistant: Physical diagnostics, safety compliance, and licensed field work are mandatory on every call.
Salary range: $79,000 - $136,000 · BLS + union wage sheets
Training path: 4-year apprenticeship + state licensing where required.
Demand outlook: Strong demand in dense urban and retrofit-heavy markets.
Read full profile The Boring Index
Opening positions
Careers gaining durability momentum, ranked by composite score change since the ledger opened.
- 01 Elevator Mechanic 94 +2.1
- 02 Power Line Technician 91 +3.4
- 03 Wind Turbine Technician 89 +1.8
- 04 Respiratory Therapist 87 +2.6
- 05 Construction Manager 85 -0.4
Ledger opened 2026-02-27. The full index across all 40 careers posts with the newsletter launch — no fake freshness in the meantime.