UK AI JobsExpected · in use · happened
Hands-on, growing

Cleaner

400.2K UK workers · typical pay £22,000 · entry route GCSEs grades 4-9 (A*-C). Projected growth of +10% to 2035.

Facts · ONS + NCS
UK workers (2024)
400.2K
Median pay
£22.0K
Our scored call · a labelled hypothesis, not a measurement
AI exposure
1 / 10
Elasticity
7.5 / 10
2035 outlook
+10%
Exposure · 1/10
Why AI can do the work

Cleaning is a fundamentally physical occupation requiring manual dexterity, mobility, and real-time navigation of unpredictable physical environments. While robotic vacuuming and floor scrubbing exist, they cannot currently replicate the complex tasks of mixing chemicals, cleaning vertical surfaces, or following infection control procedures in varied settings like hospitals or private homes.

Elasticity · 7.5/10
Whether demand expands when it gets cheaper

Massive latent demand exists for higher cleaning frequency and higher standards in both domestic and commercial settings, currently suppressed by high labor costs.

Trajectory to 2035

Headcount grows +10%, a Jevons-pattern curve.

Adoption scenario
×1.00 · Consensus

Change the scenario in the nav to reshape this curve.

Headcount projection · 2024 → 2035
Baseline 400.2K workers (2024) · % change vs baseline
Peak 2035 +10%2035 +10%
Peak 20352024202620282030203220342035-7%+0%+12%+10%
Peak headcount
2035
+10% vs 2024
2035 endpoint
+10%
441.7K workers
Time to −10%
Never crosses in model
Total wage pool
£8.8B
pay × jobs
Where this role lives

UK employment share by region, SOC-joined to 9223.

North West
58.4K · 12%
South East
56.9K · 11.7%
London
53.7K · 11.1%
Scotland
52.7K · 10.9%
West Midlands
43.9K · 9.1%
South West
43.2K · 8.9%
Yorkshire and The Humber
42.5K · 8.8%
East Midlands
41.3K · 8.5%
Gender split

Majority-female role (78.6% women).

314.6K women · 79%85.6K men · 21%
slug: cleaner · dataset 2026.03 · CC-BY-4.0