The Task Exposure Indexv2026.Q3
Comparison

Registered Nurses vs Licensed Practical and Licensed Vocational Nurses

Registered Nurses carries the higher exposed share at 20.4% against 18.3%, a gap of 2.1 points. The difference is driven by capability: a current system can simply produce more of the first job's work product than the second's. Release v2026.Q3.

OccupationExposedAssistedUntouchedCapabilityFrictionMedian payRankBand
Registered Nurses20.4%27.9%51.7%0.480.66$97,550585untouched
Licensed Practical and Licensed Vocational Nurses18.3%20.0%61.7%0.380.62$64,400634untouched

What stands in the way, in each

Registered Nurses: the dominant friction is that checking the output costs about as much as producing it. Capability sits at 0.48 of 1 and friction at 0.66 of 1.

Licensed Practical and Licensed Vocational Nurses: the dominant friction is that checking the output costs about as much as producing it. Capability sits at 0.38 of 1 and friction at 0.62 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.