The Task Exposure Indexv2026.Q3
Comparison

Pest Control Workers vs Janitors and Cleaners, Except Maids and Housekeeping Cleaners

Pest Control Workers carries the higher exposed share at 29.1% against 9.5%, a gap of 19.6 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
Pest Control Workers29.1%12.5%58.4%0.420.41$45,250448untouched
Janitors and Cleaners, Except Maids and Housekeeping Cleaners9.5%4.7%85.8%0.140.32$36,840804untouched

What stands in the way, in each

Pest Control Workers: the dominant friction is that the work happens to physical things in physical places. Capability sits at 0.42 of 1 and friction at 0.41 of 1.

Janitors and Cleaners, Except Maids and Housekeeping Cleaners: the dominant friction is that the work happens to physical things in physical places. Capability sits at 0.14 of 1 and friction at 0.32 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.