AI job risk in Transportation & Material Moving

All 46 occupations in this field, ranked by measured AI applicability. The field's median occupation sits in the low exposure band. Every row links to a full task-level breakdown with a personalization quiz and action plan.

High: 1Elevated: 5Moderate: 14Low: 9Minimal: 17

46occupations measured in this field

0.376most exposed: Passenger Attendants

0.000most resilient: Bridge and Lock Tenders

#	Occupation	Band	Score	Percentile (all 785)
1	Passenger Attendants	High	0.376	99
2	Flight Attendants	Elevated	0.239	77
3	Airfield Operations Specialists	Elevated	0.192	67
4	Bus Drivers, Transit and Intercity	Elevated	0.188	66
5	First-Line Supervisors of Transportation and Material Moving Workers, Except Aircraft Cargo Handling Supervisors	Elevated	0.177	62
6	Air Traffic Controllers	Elevated	0.171	60
7	Taxi Drivers	Moderate	0.160	56
8	Commercial Pilots	Moderate	0.157	55
9	Railroad Conductors and Yardmasters	Moderate	0.155	54
10	Pump Operators, Except Wellhead Pumpers	Moderate	0.147	52
11	Bus Drivers, School	Moderate	0.142	49
12	Heavy and Tractor-Trailer Truck Drivers	Moderate	0.138	48
13	Parking Attendants	Moderate	0.138	47
14	Rail Yard Engineers, Dinkey Operators, and Hostlers	Moderate	0.135	46
15	Transportation Inspectors	Moderate	0.134	46
16	Shuttle Drivers and Chauffeurs	Moderate	0.131	45
17	Captains, Mates, and Pilots of Water Vessels	Moderate	0.131	45
18	Subway and Streetcar Operators	Moderate	0.126	44
19	Traffic Technicians	Moderate	0.121	41
20	Light Truck Drivers	Moderate	0.119	41
21	Locomotive Engineers	Low	0.111	37
22	Stockers and Order Fillers	Low	0.110	36
23	Airline Pilots, Copilots, and Flight Engineers	Low	0.100	34
24	Wellhead Pumpers	Low	0.083	26
25	Tank Car, Truck, and Ship Loaders	Low	0.080	25
26	Aircraft Service Attendants	Low	0.078	24
27	Aircraft Cargo Handling Supervisors	Low	0.078	24
28	Crane and Tower Operators	Low	0.071	21
29	Driver/Sales Workers	Low	0.070	20
30	Packers and Packagers, Hand	Minimal	0.070	20
31	Hoist and Winch Operators	Minimal	0.068	19
32	Sailors and Marine Oilers	Minimal	0.062	17
33	Laborers and Freight, Stock, and Material Movers, Hand	Minimal	0.054	14
34	Conveyor Operators and Tenders	Minimal	0.052	13
35	Ambulance Drivers and Attendants, Except Emergency Medical Technicians	Minimal	0.047	11
36	Automotive and Watercraft Service Attendants	Minimal	0.044	10
37	Cleaners of Vehicles and Equipment	Minimal	0.039	8
38	Refuse and Recyclable Material Collectors	Minimal	0.035	7
39	Railroad Brake, Signal, and Switch Operators and Locomotive Firers	Minimal	0.032	6
40	Ship Engineers	Minimal	0.025	4
41	Machine Feeders and Offbearers	Minimal	0.019	3
42	Industrial Truck and Tractor Operators	Minimal	0.013	3
43	Gas Compressor and Gas Pumping Station Operators	Minimal	0.010	2
44	Motorboat Operators	Minimal	0.003	1
45	Dredge Operators	Minimal	0.000	0
46	Bridge and Lock Tenders	Minimal	0.000	0

Score = AI applicability (Microsoft Research, CC BY 4.0). Percentile = rank among all 785 occupations. How to read these numbers honestly