AI Career Radar

Is your job exposed to AI?

Get a durability score built from public labor-market and AI-exposure data — and what to do about it.

Type it and we’ll show how exposed it is — and what to do about it.

A planning signal, not a prediction — no one can promise a job is “safe.” How the score works

Browse every career we cover

Each career links to a full report: the path, pivots, proof to build, and what to verify locally before paying for training.

Career Score AI Robotics Human advantage Pay Growth
Registered Nurse
Healthcare & Nursing
82
Durable / strong path
Medium Low to Medium High $93,600 +5%
Nurse Practitioner
Healthcare & Nursing
86
Durable / strong path
Medium Low High $129,210 +40%
Medical Assistant
Healthcare & Nursing
68
Good path if upgraded
Medium Low Medium $44,200 +12%
Electrician
Trades & Field Work
84
Durable / strong path
Low to Medium Low to Medium High $62,350 +9%
HVAC Technician
Trades & Field Work
82
Durable / strong path
Low to Medium Low to Medium High $59,810 +8%
Plumber
Trades & Field Work
80
Durable / strong path
Low Low to Medium High $62,970 +4%
Software Developer
Tech & AI Careers
72
Good path if upgraded
High Low Medium $133,080 +15%
Computer Programmer
Tech & AI Careers
46
High caution
High Low Low to Medium $98,670 -6%
Customer Service Representative
Office & Knowledge Work
38
High caution
High Low Low to Medium $42,830 -5%
First-Line Manager
Management & Leadership
70
Good path if upgraded
Medium to High Low to Medium Medium to High $71,190 +1%
Operations Manager
Management & Leadership
76
Good path if upgraded
High Medium Medium to High $102,950 +4%
Director
Management & Leadership
78
Good path if upgraded
High Low to Medium High $102,950 +4%
Vice President
Management & Leadership
80
Durable / strong path
High Low to Medium High $206,420 +4%
C-Suite Executive
Management & Leadership
82
Durable / strong path
High Low to Medium High $206,420 +4%
Physician or Surgeon
Healthcare & Nursing
84
Durable / strong path
Medium to High Low to Medium High $239,200 +3%
Lawyer
Office & Knowledge Work
74
Good path if upgraded
High Low High $151,160 +4%
Public Policy Analyst / Political Scientist
Management & Leadership
56
Mixed path / specialize carefully
High Low High $139,380 -3%
Data Scientist
Tech & AI Careers
78
Good path if upgraded
High Low Medium to High $112,590 +34%
Information Security Analyst
Tech & AI Careers
84
Durable / strong path
Medium to High Low High $124,910 +29%
Accountant or Auditor
Office & Knowledge Work
67
Good path if upgraded
High Low Medium to High $81,680 +5%
Medical and Health Services Manager
Management & Leadership
83
Durable / strong path
High Low to Medium High $117,960 +23%
High School Teacher
Office & Knowledge Work
64
Mixed path / specialize carefully
Medium to High Low High $64,580 -2%
Personal Financial Advisor
Sales, Real Estate & Local Trust
70
Good path if upgraded
High Low Medium to High $102,140 +10%
Delivery Driver
Driving, Delivery & Robotics
52
Mixed path / specialize carefully
Low Medium to High Low to Medium $37,130 +8%
Heavy and Tractor-Trailer Truck Driver
Driving, Delivery & Robotics
58
Mixed path / specialize carefully
Low Medium to High Medium $57,440 +4%
Real Estate Agent
Sales, Real Estate & Local Trust
62
Mixed path / specialize carefully
Medium to High Low Medium to High $56,320 +3%
Medical Billing and Coding
Healthcare & Nursing
54
Mixed path / specialize carefully
High Low Medium $50,250 +7%
Radiologic Technologist
Healthcare & Nursing
78
Good path if upgraded
Medium Low High $77,660 +4%
LPN/LVN
Healthcare & Nursing
73
Good path if upgraded
Medium Low High $62,340 +3%
CNA
Healthcare & Nursing
61
Mixed path / specialize carefully
Low Low to Medium High $39,530 +2%
Robotics Technician
Trades & Field Work
77
Good path if upgraded
Medium Low High $70,760 +1%
Industrial Machinery Mechanic
Trades & Field Work
84
Durable / strong path
Low to Medium Low High $63,760 +16%
Warehouse Worker
Driving, Delivery & Robotics
49
High caution
Medium High Low to Medium $38,940 +2%
Paralegal and Legal Assistant
Office & Knowledge Work
55
Mixed path / specialize carefully
High Low Medium $61,010 0%
Bookkeeping and Accounting Clerk
Office & Knowledge Work
48
High caution
High Low Low to Medium $49,210 -6%
Administrative Assistant
Office & Knowledge Work
50
Mixed path / specialize carefully
High Low Medium $46,290 -2%
Data Entry Keyer
Office & Knowledge Work
24
Avoid expensive training without a clear local opportunity
High Low Low $39,850 -26%
Graphic Designer
Office & Knowledge Work
56
Mixed path / specialize carefully
High Low Medium $61,300 +2%

Thinking about training or a switch?

Before paying tuition, run the payback — and compare the paths side by side.

About the score

How the score is calculated
Job-market demand

Projected growth, openings, and labor-market need (BLS).

20%
Human advantage

Licensing, trust, physical presence, judgment, and accountability.

20%
AI exposure

How much of the work is screen-based and automatable.

−15%
AI already in use

Whether AI is already doing similar tasks today.

−10%
Robotics exposure

Whether physical automation can affect the work soon.

−15%
Training payback

Whether the path repays its time, tuition, and lost income.

10%
Entry-level risk

Whether the junior tasks are the first ones AI absorbs.

−10%
Upside with AI

Whether AI makes good workers more valuable, not less needed.

10%
What the score ranges mean
80–100
Durable path

Strong demand, payback, or human advantage. AI matters, but fear shouldn’t drive this decision.

65–79
Good if you upgrade

Works if you move toward judgment, specialization, licensing, or supervising the AI.

50–64
Specialize carefully

The generic version is exposed. Pick a stronger lane before paying for training.

35–49
High caution

Verify local wages and employer demand before spending on training.

0–34
Don’t buy training on marketing alone

Verify real outcomes first — placement rates, wages, and demand.

What this score is not

It is not a prediction that a job will disappear. A career with high AI exposure can still be a good path if it has strong demand, licensing, trust, or accountability — and a “safe-looking” job can be weak if pay is low or training never pays back.

Use it to compare choices before spending money or switching careers — then verify locally: wages, employer demand, and real placement outcomes.

Data sources

Human review note

This page is written to help with career decision-making, not to guarantee an outcome.

A strong career decision should include:

  • The numbers
  • The local job market
  • The cost of training
  • The human moat
  • The daily work reality
  • The upgrade path
  • AI risk
  • Robotics risk

Work trust and methodology

Kefiw Work pages are decision support, not guarantees. Use the methodology, sources, score explanation, glossary, and advertising disclosure to understand how the advice is built.