Engineering and Technology

107 careers in Engineering and Technology, ranked safest first: the career with the lowest AI exposure score, meaning the smallest share of its day-to-day work AI can already do, is at the top. For 12 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.

Engineering and Technology at a glance
MOAT CLASSIFIED95 of 107 total
NO MOAT36
HAS A MOAT59
MOAT NOT YET CLASSIFIED12
MEDIAN AI EXPOSURE28 /100

Architecture & Engineering51

Electro-Mechanical Technician

4

Engineering and Technology

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Mining Engineer

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Aerospace Technician

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Civil Engineering Technician

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Calibration and Precision Instrument Technicians

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Hydraulic Technician

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Mechanical Engineer (Technician)

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Electronics Engineer (Technician)

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Building Technician

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Building Information Modelling Specialist

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Materials Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Civil Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Electrical Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Environmental Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Industrial Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Mechanical Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Nuclear Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Robotics Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Transportation Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Building and Building Services Engineers

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Geotechnical Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Chemical Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Aircraft Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Automotive Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Avionics Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Clinical Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Control and Instrumentation Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Energy Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Heating and Ventilating Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Industrial and Production Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Marine Engineers and Naval Architects

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Materials Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Mechanical Design Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Mechatronic Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Nuclear Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Other Electronics Engineers

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Electrical Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Mechanical Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Robotics Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Structural Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Traffic Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Water Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Environmental Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Quality Control Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Marine Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Chemical Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Renewable Energy Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Acoustic Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Aerospace Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Aeronautical Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Agricultural Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Installation, Maintenance & Repair12

Electrical Service and Maintenance Mechanics and Repairers

4

Engineering and Technology

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Other Vehicle Technicians, Mechanics and Electricians

4

Engineering and Technology

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Aircraft Maintenance and Related Trades

4

Engineering and Technology

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Wind Turbine Technician

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Automation Maintenance Technician

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Car and Light Vehicle Technicians

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Catering Equipment Technician

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Pump Technician

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Rail and Rolling Stock Builders and Repairers

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Engineering Construction Rigger

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Avionics Technician

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to67%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Gas Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Management6

Managers and Directors in the Extraction of Fossil Fuels

30

Engineering and Technology

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Energy Production Manager

30

Engineering and Technology

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Civil Engineering Consultancy Director

30

Engineering and Technology

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Environmental Consultancy Director

30

Engineering and Technology

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Engineering Consultancy Director

30

Engineering and Technology

AI IMPACT
AI CAN DO30%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Research and Development (R&D) Design Manager

30

Engineering and Technology

AI IMPACT
AI CAN DO30%moving to72%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Production5

Boat and Ship Builders and Repairers

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Laser Operator

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Boiler Operative

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Garment Technologist

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Nuclear Decommissioning Operatives

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to67%
THE DOOR, NOWB
THE DOOR, 20 YRSD
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →

Computer & Mathematical5

Biostatistician

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

DevOps Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Telecommunications Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Telecommunications Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Machine Learning Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Life, Physical & Social Science4

Precision Agriculture Technician

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Quality Assurance Professionals

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Quality Assurance Technician

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Traffic Enumerator

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Construction & Extraction3

Skilled Metal, Electrical and Electronic Trades Supervisors

4

Engineering and Technology

AI IMPACT
AI CAN DO4%moving to49%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Lift Technician

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Offshore Drilling Workers

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Arts, Design, Entertainment, Sports & Media3

Audio Engineer

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Product Designer

35

Engineering and Technology

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Packaging Designer

35

Engineering and Technology

AI IMPACT
AI CAN DO35%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Business & Financial Operations3

Planning Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Engineering Project Managers and Project Engineers

30

Engineering and Technology

AI IMPACT
AI CAN DO30%moving to60%
THE DOOR, NOWB
THE DOOR, 20 YRSC
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →

Smart Energy Expert

35

Engineering and Technology

AI IMPACT
AI CAN DO35%moving to80%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Transportation & Material Moving2

Remotely Operated Vehicle (ROV) Operator

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Astronaut

19

Engineering and Technology

AI IMPACT
AI CAN DO19%moving to64%
THE DOOR, NOWB
THE DOOR, 20 YRSC
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →

Office & Administrative Support1

Planning, Process and Production Technicians

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

Uncategorised12

These careers have no record in our AI outlook register, so there is no O*NET occupation code to group them by. Listed here rather than guessed into a category.

Electrical and Electronics Technicians

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Railway Station Assistant

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Racing Driver

25

Engineering and Technology

AI IMPACT
AI CAN DO25%moving to70%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Building and Civil Engineering Technicians

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Aerospace Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Petroleum Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Industrial Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
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Patent Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Production and Process Engineer

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Quality Control and Planning Engineers

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Engineering Technicians

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

Science, Engineering and Production Technicians

28

Engineering and Technology

AI IMPACT
AI CAN DO28%moving to73%
THE DOOR, NOWB
THE DOOR, 20 YRSD
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
Careermash

Careermash: navigate your career path with real data. Explore career profiles, salary benchmarks, AI impact forecasts, and the qualifications you need to get there.


AI EXPOSURE = the share of a job's day-to-day tasks AI can already do today, from the same exposure engine used across this site (Anthropic labour market research, 2026, observed real-world AI usage by occupation). Higher means more exposed. It is a measurement of now, not a prediction. THE DOOR = how hard the job is to get into, grade A (easy) to E (extremely hard), from each career's published forecast (OpenAI, "The AI Jobs Transition Framework", Richmond 2026, CC BY 4.0). A card marked MOAT NOT YET CLASSIFIED has a real exposure score but no entry yet in our moat register, so we make no claim about what structurally protects it. Scorecard grades and verdicts are Careermash editorial judgment: we show forecasts as forecasts and own our conclusions. Salary and pathway figures are each career's own published profile. Careermash is a service provided by What School Ltd.

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