The Task Exposure Indexv2026.Q3
Comparison

Janitors and Cleaners, Except Maids and Housekeeping Cleaners vs Maids and Housekeeping Cleaners

Janitors and Cleaners, Except Maids and Housekeeping Cleaners carries the higher exposed share at 9.5% against 5.4%, a gap of 4.1 points. The difference is driven by both capability and friction: the two jobs differ in what a system can produce and in what stops it, by roughly the same amount. Release v2026.Q3.

OccupationExposedAssistedUntouchedCapabilityFrictionMedian payRankBand
Janitors and Cleaners, Except Maids and Housekeeping Cleaners9.5%4.7%85.8%0.140.32$36,840804untouched
Maids and Housekeeping Cleaners5.4%3.3%91.2%0.090.27$35,510869untouched

What stands in the way, in each

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.

Maids and Housekeeping Cleaners: the dominant friction is that the work happens to physical things in physical places. Capability sits at 0.09 of 1 and friction at 0.27 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.