Airline Pilot
12AI CAN DO12%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Transport & Logistics
95 careers in Transport & Logistics, 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 31 of them the moat, what structurally protects the job, has not been classified yet; their cards say so rather than guessing.
Transport & Logistics at a glance
MOAT CLASSIFIED64 of 95 total
NO MOAT4
HAS A MOAT60
MOAT NOT YET CLASSIFIED31
MEDIAN AI EXPOSURE12 /100
Transportation & Material Moving27
Air Traffic Controller
12AI CAN DO12%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Helicopter Pilot
12AI CAN DO12%moving to57%
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 →Ship and Hovercraft Captains and Deck Officers
12AI CAN DO12%moving to57%
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 Park Attendant
12AI CAN DO12%moving to57%
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 →Flight Attendant
12AI CAN DO12%moving to57%
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 →Ship Stewards
12AI CAN DO12%moving to57%
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 →Train Conductors and Guards
12AI CAN DO12%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Air Traffic Control Assistant
12AI CAN DO12%moving to57%
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 →Passenger Services Assistant
12AI CAN DO12%moving to57%
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 →Warehouse Operative
12AI CAN DO12%moving to57%
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 →Bus and Coach Drivers
12AI CAN DO12%moving to57%
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 Refuellers
12AI CAN DO12%moving to57%
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 →Baggage Handlers and Ramp Agents
12AI CAN DO12%moving to57%
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 →Crane Driver
12AI CAN DO12%moving to57%
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 →Heavy and Large Goods Vehicle Drivers
12AI CAN DO12%moving to57%
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 →Level Crossing Attendant
12AI CAN DO12%moving to57%
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 →Marine and Waterways Transport Operatives
12AI CAN DO12%moving to57%
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 →Railway Controllers and Signallers
12AI CAN DO12%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Shunter
12AI CAN DO12%moving to57%
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 →Taxi and Cab Drivers and Chauffeurs
12AI CAN DO12%moving to57%
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 →Train and Tram Drivers
12AI CAN DO12%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Refuse Collector
12AI CAN DO12%moving to57%
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 →Delivery Operatives
12AI CAN DO12%moving to57%
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 →Dockers, Slingers and Stevedores
12AI CAN DO12%moving to57%
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 →Elementary Storage Supervisors
12AI CAN DO12%moving to57%
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 →Road Traffic Manager
30AI 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 →Installation, Maintenance & Repair12
Auto Electrician
4AI 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 →Bicycle Mechanic
4AI 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 →Heavy and Large Vehicle Technicians
12AI CAN DO12%moving to57%
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 →Heavy Plant Maintenance Technician
12AI CAN DO12%moving to57%
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 →Motorcycle Technician
12AI CAN DO12%moving to57%
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 →Motorsport Technician
12AI CAN DO12%moving to57%
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 →MOT Tester
12AI CAN DO12%moving to57%
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 →Overhead Line Worker
12AI CAN DO12%moving to57%
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 →Roadside Assistance Technician
12AI CAN DO12%moving to57%
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 →Signal Workers
12AI CAN DO12%moving to57%
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 →Cable Layers
12AI CAN DO12%moving to57%
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 →Garage Managers and Proprietors
30AI 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 →Management7
Supply Chain and Logistics Director
30AI 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 →Depot and Fleet Managers
30AI 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 →Harbour and Port Managers
30AI 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 →Managers in Logistics
30AI 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 →Managers in Storage and Warehousing
30AI 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 →Transport and Distribution Managers
30AI 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 →Airport Manager
30AI CAN DO30%moving to75%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Office & Administrative Support6
Passport Officer
12AI CAN DO12%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Transport and Distribution Clerks and Assistants
12AI CAN DO12%moving to57%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Hire Desk Controller
12AI CAN DO12%moving to57%
THE DOOR, NOWB
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →Taxi Controller
12AI CAN DO12%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Bicycle and Motorcycle Delivery Riders and Couriers
12AI CAN DO12%moving to57%
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 →Mail Sorter
12AI CAN DO12%moving to57%
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 →Business & Financial Operations3
Driving Examiners
12AI CAN DO12%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Road Traffic and Transport Safety Officers
12AI CAN DO12%moving to52%
THE DOOR, NOWB
THE DOOR, 20 YRSC
REGULATORY MOATThe law requires human oversight. That human could be you.
See the full card →Bid Manager
30AI 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 →Education, Training & Library3
Heavy and Large Vehicle Driving Instructors
12AI CAN DO12%moving to42%
THE DOOR, NOWA
THE DOOR, 20 YRSB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Motorcycle Instructor
12AI CAN DO12%moving to42%
THE DOOR, NOWA
THE DOOR, 20 YRSB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Passenger Carrying Vehicle (PCV) and Car Driving Instructors
12AI CAN DO12%moving to42%
THE DOOR, NOWA
THE DOOR, 20 YRSB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Production2
Water and Sewerage Distribution Operatives
12AI CAN DO12%moving to57%
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 →Water Treatment Operatives
12AI CAN DO12%moving to57%
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 →Life, Physical & Social Science1
Transport Planner
12AI CAN DO12%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 →Personal Care & Service1
Driver-Bearer
12AI CAN DO12%moving to42%
THE DOOR, NOWA
THE DOOR, 20 YRSB
RELATIONAL MOATPeople want a real person for this. That preference is the protection.
See the full card →Construction & Extraction1
Cable Operative
12AI CAN DO12%moving to57%
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 →Architecture & Engineering1
Railway Signalling Engineer
28AI 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 →Uncategorised31
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.
Mechanic
4AI CAN DO4%moving to49%
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 →Ship and Hovercraft Officers
12AI CAN DO12%moving to57%
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 →Parking and Civil Enforcement Occupations
12AI CAN DO12%moving to57%
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 →Rail Travel Assistants
12AI CAN DO12%moving to57%
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 →Pizza Delivery Driver
12AI CAN DO12%moving to57%
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 →Food Delivery Rider
12AI CAN DO12%moving to57%
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 →Bus Driver
12AI CAN DO12%moving to57%
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 →Lorry Driver
12AI CAN DO12%moving to57%
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 →Van Driver
12AI CAN DO12%moving to57%
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 →Driving Instructor
12AI CAN DO12%moving to57%
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 →Train Driver
12AI CAN DO12%moving to57%
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 →Motorcycle Courier
12AI CAN DO12%moving to57%
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 →Removals Worker
12AI CAN DO12%moving to57%
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 →Uber Driver
12AI CAN DO12%moving to57%
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 →Deliveroo Rider
12AI CAN DO12%moving to57%
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 →Skip Hire Worker
12AI CAN DO12%moving to57%
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 →MOT Tester
12AI CAN DO12%moving to57%
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 →Air Travel Assistants
12AI CAN DO12%moving to57%
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 →Rail Transport Operatives
12AI CAN DO12%moving to57%
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 →Water and Sewerage Plant Operatives
12AI CAN DO12%moving to57%
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 →Air Transport Operatives
12AI CAN DO12%moving to57%
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 →Delivery Drivers and Couriers
12AI CAN DO12%moving to57%
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 →Driving Instructors
12AI CAN DO12%moving to57%
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 →Mobile Machine Drivers and Operatives
12AI CAN DO12%moving to57%
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 →Road Transport Drivers
12AI CAN DO12%moving to57%
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 →Other Drivers and Transport Operatives
12AI CAN DO12%moving to57%
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 →Drone Pilot and Operator
12AI CAN DO12%moving to57%
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 →Elementary Storage Occupations
12AI CAN DO12%moving to57%
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 →Aircraft Pilots and Air Traffic Controllers
12AI CAN DO12%moving to57%
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 →Director in Logistics, Warehousing and Transport
30AI CAN DO30%moving to75%
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 →Transport and Distribution Manager
30AI CAN DO30%moving to75%
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 →