The exposure report · Cleaning and grounds

Cleaning and grounds, the smallest group in the report

Eight occupations, 180 tasks, and 79 per cent of the work cannot be sped up. Janitors and Cleaners alone employ two million people.

Exposure means published research judged an AI could halve the time a task takes, at the same quality. It is not a prediction about any job. How to read this


8
occupations
180
rated tasks
79%
cannot be sped up, 16 of 22 in the economy
39pts
between the most and least protected job here
Finding one

Two million cleaners, 96 per cent protected

Nothing reachable with a chat window and 4 per cent in the band needing a tool. It is one of the most protected profiles in the report on one of the largest workforces.

The supervisor is again the exception: First-Line Supervisors of Landscaping are the least protected here at 57 per cent.

Every occupation in the group, least protected first

Solid is reachable with a chat window today, pale needs software building first, grey cannot be sped up. Task counts are shown because several of these rest on fewer than twenty.

First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers
Field Manager · Golf Course Superintendent · Grounds Crew Supervisor · Grounds Foreman
Tasks28 Doing it 116k
First-Line Supervisors of Housekeeping and Janitorial Workers
Building Services Supervisor · Buildings and Grounds Supervisor · Custodian Supervisor · Environmental Services Supervisor (EVS)
Tasks26 Doing it 154k
Pest Control Workers
Certified Pest Control Technician · Commercial Pest Control Technician · Exterminator · Pest Control Applicator
Tasks15 Doing it 85k
Tree Trimmers and Pruners
Arborist · Climber · Grounds Worker · Groundsman
Tasks26 Doing it 42k
Pesticide Handlers, Sprayers, and Applicators, Vegetation
Chemical Applicator · Integrated Pest Management Technician (IPM Technician) · Lawn Specialist · Lawn Technician
Tasks10 Doing it 26k
Maids and Housekeeping Cleaners
Chambermaid · Cleaner · Cottage Attendant · Environmental Services Aide
Tasks25 Doing it 723k
Landscaping and Groundskeeping Workers
Gardener · Greenskeeper · Grounds Maintenance Worker · Grounds Person
Tasks27 Doing it 892k
Janitors and Cleaners, Except Maids and Housekeeping Cleaners
Building Custodian · Building Services Technician (Building Services Tech) · Building Services Worker · Cleaner
Tasks23 Doing it 2037k
All 8 cleaning and grounds occupations combined
Task-weighted across the whole group, so a large occupation counts for more than a small one
Tasks180
Reachable today Needs software built first Cannot be sped up
If you work in People

Worth stating plainly

A great deal of writing about AI and work implies the effect is broad and even. This group is two million people for whom the measured effect is close to nothing.

Any claim about AI and employment that does not account for work like this is describing a slice of the economy and calling it the whole thing.

What is missing from this chapter

There is no data here on what anybody actually does with AI. A dataset that appears to measure it was removed from this report because its meaning could not be stated. The reasoning is on the limits page.

The exposure ratings cover all 180 tasks in these 8 occupations with no gaps, and were made in 2023 against the model capabilities of that year. Read every figure as a floor.


Exposure ratings from Eloundou, Manning, Mishkin and Rock, GPTs are GPTs: Labor market impact potential of LLMs, Science 384, 1306–1308, 2024, used under the MIT licence. This page includes information from the O*NET Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under the CC BY 4.0 license. O*NET® is a trademark of USDOL/ETA. People Team AI has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. Employment figures from the US Bureau of Labor Statistics.