The Task Exposure Indexv2026.Q3
Comparison

Light Truck Drivers vs Transportation Inspectors

Light Truck Drivers carries the higher exposed share at 35.9% against 32.8%, a gap of 3.1 points. The difference is driven by friction: the work is similarly producible in both, and what differs is what stands in the way of letting a machine finish it. Release v2026.Q3.

OccupationExposedAssistedUntouchedCapabilityFrictionMedian payRankBand
Light Truck Drivers35.9%13.8%50.3%0.500.37$44,860348untouched
Transportation Inspectors32.8%16.0%51.2%0.490.41$92,100399untouched

What stands in the way, in each

Light Truck Drivers: the dominant friction is that the work happens to physical things in physical places. Capability sits at 0.50 of 1 and friction at 0.37 of 1.

Transportation Inspectors: the dominant friction is that the work happens to physical things in physical places. Capability sits at 0.49 of 1 and friction at 0.41 of 1.

Capability asks whether a generally available system can produce the work product at all. Friction asks what stops it finishing the job: physical work, being present, being accountable, unseen context, or the cost of checking the output. The rubric is here.

Read each in full

Exposure is not displacement. A higher score does not rank two jobs by how safe they are, and nothing here models adoption, employment or pay.