AI exposure Transportation and material moving
Will AI replace transportation inspectors?
Transportation Inspectors. US occupation 53-6051.
The reading
0.0%
of the time transportation inspectors spend on their work goes on tasks where AI is already being used to do that work.of transportation inspectors' working hours go on tasks AI has already started taking off their plate.
Ranked 346 of 756 US occupations. No AI use seen in the work yet, along with 410 other occupations.No handover started yet, along with 410 other occupations.
Per cent of working time Square-law scale
Average US job 7.7%
Among the least exposed jobs there are.Still waiting for liberation.
What AI already does for transportation inspectorsWhat transportation inspectors no longer do alone
O*NET lists 50 tasks for transportation inspectors. None of them shows meaningful AI use at work yet.
What it does not touch, yetWhat still needs a human
50 of the 50 tasks show no AI use at work in the data.
- Advise crews in techniques of stowing dangerous and heavy cargo.Core task
- Approve or deny issuance of certificates of airworthiness.Core task
- Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo.Core task
- Determine cargo transportation capabilities by reading documents that set forth cargo loading and securing procedures, capacities, and stability factors.Core task
- Direct crews to reload freight or to insert additional bracing or packing as necessary.Core task
- Examine aircraft access plates and doors for security.Core task
Show the other 44
- Examine landing gear, tires, and exteriors of fuselage, wings, and engines for evidence of damage or corrosion and the need for repairs.Core task
- Examine maintenance records and flight logs to determine if service and maintenance checks and overhauls were performed at prescribed intervals.Core task
- Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance.Core task
- Inspect new, repaired, or modified aircraft to identify damage or defects and to assess airworthiness and conformance to standards, using checklists, hand tools, and test instruments.Core task
- Inspect repairs to transportation vehicles or equipment to ensure that repair work was performed properly.Core task
- Inspect shipments to ensure that freight is securely braced and blocked.Core task
- Inspect vehicles or equipment to ensure compliance with rules, standards, or regulations.Core task
- Inspect vehicles or other equipment for evidence of abuse, damage, or mechanical malfunction.Core task
- Inspect work of aircraft mechanics performing maintenance, modification, or repair and overhaul of aircraft and aircraft mechanical systems to ensure adherence to standards and procedures.Core task
- Investigate complaints regarding safety violations.Core task
- Issue notices and recommend corrective actions when infractions or problems are found.Core task
- Notify workers of any special treatment required for shipments.Core task
- Observe loading of freight to ensure that crews comply with procedures.Core task
- Prepare and maintain detailed repair, inspection, investigation, and certification records and reports.Core task
- Prepare and submit reports after completion of freight shipments.Core task
- Read draft markings to determine depths of vessels in water.Core task
- Recommend changes in rules, policies, standards, and regulations, based on knowledge of operating conditions, aircraft improvements, and other factors.Core task
- Recommend remedial procedures to correct any violations found during inspections.Core task
- Recommend replacement, repair, or modification of aircraft equipment.Core task
- Record details about freight conditions, handling of freight, and any problems encountered.Core task
- Start aircraft and observe gauges, meters, and other instruments to detect evidence of malfunctions.Core task
- Analyze training programs and conduct oral and written examinations to ensure the competency of persons operating, installing, and repairing aircraft equipment.
- Attach onboard diagnostics (OBD) scanner cables to vehicles to conduct emissions inspections.
- Calculate gross and net tonnage, hold capacities, volumes of stored fuel and water, cargo weights, and vessel stability factors, using mathematical formulas.
- Compare emissions findings with applicable emissions standards.
- Conduct flight test programs to test equipment, instruments, and systems under a variety of conditions, using both manual and automatic controls.
- Conduct remote inspections of motor vehicles, using handheld controllers and remotely directed vehicle inspection devices.
- Conduct vehicle or transportation equipment tests, using diagnostic equipment.
- Conduct visual inspections of emission control equipment and smoke emitted from gasoline or diesel vehicles.
- Evaluate new methods of packaging, testing, shipping, or transporting hazardous materials to ensure adequate public safety protection.
- Examine carrier operating rules, employee qualification guidelines, or carrier training and testing programs for compliance with regulations or safety standards.
- Identify emissions testing procedures and standards appropriate for the age and technology of vehicles.
- Identify modifications to engines, fuel systems, emissions control equipment, or other vehicle systems to determine the impact of modifications on inspection procedures or conclusions.
- Investigate air accidents and complaints to determine causes.
- Investigate and make recommendations on carrier requests for waiver of federal standards.
- Investigate incidents or violations, such as delays, accidents, and equipment failures.
- Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes.
- Measure vessels' holds and depths of fuel and water in tanks, using sounding lines and tape measures.
- Negotiate with authorities, such as local government officials, to eliminate hazards along transportation routes.
- Perform low-pressure fuel evaluative tests (LPFET) to test for harmful emissions from vehicles without onboard diagnostics (OBD) equipment.
- Post warning signs on vehicles containing explosives or flammable or radioactive materials.
- Prepare reports on investigations or inspections and actions taken.
- Review commercial vehicle logs, shipping papers, or driver and equipment records to detect any problems or to ensure compliance with regulations.
- Visually inspect cargo for damage upon arrival or discharge.
How that compares
Among the 44 transportation and material moving occupations, transportation inspectors rank 43. The group averages 0.6%, and its most exposed job is Passenger Attendants at 11.7%. The average US occupation sits at 7.7%.
Level with 0.0%
- 346Tool Grinders, Filers, and Sharpeners 0.0%
- 346Traffic Technicians 0.0%
- 346Transit and Railroad Police 0.0%
What this does and does not mean
Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.
A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.
Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.