Electro-Mechanical Technician
8AI EXPOSURE TODAY8
20-YEAR SCENARIO
NOT A FORECAST53%
NOT A FORECAST53%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Skip to main content
Engineering and Technology
96 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 10 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 CLASSIFIED86 of 96 total
NO MOAT29
HAS A MOAT57
MOAT NOT YET CLASSIFIED10
MEDIAN AI EXPOSURE28 /100
Architecture & Engineering45 careers
Aerospace Technician
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
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
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Civil Engineering Technician
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Electronics Engineer (Technician)
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Hydraulic Technician
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Mechanical Engineer (Technician)
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Mining Engineer
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →BIM and CAD Technician
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Building Technician
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Acoustic Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Aeronautical Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Agricultural Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Aircraft Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Automotive Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Avionics Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Building and Building Services Engineers
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Chemical Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Civil Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Clinical Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Control and Instrumentation Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Electrical Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Energy Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Environmental Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Geotechnical Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Heating and Ventilating Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Industrial and Production Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Industrial Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Marine Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Marine Engineers and Naval Architects
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Materials Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Mechanical Design Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Mechanical Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Mechatronic Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Nuclear Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Other Electronics Engineers
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Petroleum Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Quality Control Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Renewable Energy Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Robotics Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Structural Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Traffic Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Transportation Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Water Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Power Systems Engineer
55AI EXPOSURE TODAY55
20-YEAR SCENARIO
NOT A FORECAST93%
NOT A FORECAST93%
THE DOOR · ENTRY DIFFICULTY TODAYC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Installation, Maintenance & Repair12 careers
Aircraft Maintenance and Related Trades
4AI EXPOSURE TODAY4
20-YEAR SCENARIO
NOT A FORECAST49%
NOT A FORECAST49%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Electrical Service and Maintenance Mechanics and Repairers
4AI EXPOSURE TODAY4
20-YEAR SCENARIO
NOT A FORECAST49%
NOT A FORECAST49%
THE DOOR · ENTRY DIFFICULTY TODAYB
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
4AI EXPOSURE TODAY4
20-YEAR SCENARIO
NOT A FORECAST49%
NOT A FORECAST49%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Automation Maintenance Technician
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
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
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Catering Equipment Technician
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Engineering Construction Rigger
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Pump Technician
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
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
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Wind Turbine Technician
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Avionics Technician
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST67%
NOT A FORECAST67%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Gas Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Management6 careers
Civil Engineering Consultancy Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Energy Production Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Engineering Consultancy Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Environmental Consultancy Director
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Managers and Directors in the Extraction of Fossil Fuels
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Research and Development (R&D) Design Manager
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST72%
NOT A FORECAST72%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Production5 careers
Boat and Ship Builders and Repairers
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Boiler Operative
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Laser Operator
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Garment Technologist
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Nuclear Decommissioning Operatives
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST67%
NOT A FORECAST67%
THE DOOR · ENTRY DIFFICULTY TODAYB
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Life, Physical & Social Science4 careers
Precision Agriculture Technician
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Quality Assurance Professionals
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Quality Assurance Technician
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Traffic Enumerator
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Construction & Extraction3 careers
Skilled Metal, Electrical and Electronic Trades Supervisors
4AI EXPOSURE TODAY4
20-YEAR SCENARIO
NOT A FORECAST49%
NOT A FORECAST49%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Lift Technician
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Offshore Drilling Workers
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
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 careers
Audio Engineer
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Packaging Designer
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST95%
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Product Designer
35AI EXPOSURE TODAY35
20-YEAR SCENARIO
NOT A FORECAST95%
NOT A FORECAST95%
THE DOOR · ENTRY DIFFICULTY TODAYC
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Business & Financial Operations3 careers
Smart Energy Expert
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Planning Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Engineering Project Managers and Project Engineers
30AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST60%
NOT A FORECAST60%
THE DOOR · ENTRY DIFFICULTY TODAYB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Transportation & Material Moving2 careers
Astronaut
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Remotely Operated Vehicle (ROV) Operator
19AI EXPOSURE TODAY19
20-YEAR SCENARIO
NOT A FORECAST64%
NOT A FORECAST64%
THE DOOR · ENTRY DIFFICULTY TODAYB
PHYSICAL MOATThe work is hands-on, in the real world. Software alone can't do it.
See the full card →Computer & Mathematical2 careers
Biostatistician
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Telecommunications Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Office & Administrative Support1 career
Planning, Process and Production Technicians
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Uncategorised10 careers
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
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Racing Driver
25AI EXPOSURE TODAY25
20-YEAR SCENARIO
NOT A FORECAST70%
NOT A FORECAST70%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Aerospace Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
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
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Engineering Professional
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Engineering Technicians
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →Patent Engineer
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
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
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
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
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
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
28AI EXPOSURE TODAY28
20-YEAR SCENARIO
NOT A FORECAST73%
NOT A FORECAST73%
THE DOOR · ENTRY DIFFICULTY TODAYB
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →