UK AI JobsExpected · in use · happened
Barely exposed

Childminder

40.1K UK workers · typical pay · entry route GCSEs grades 4-9 (A*-C). Projected headcount change: +2% to 2035.

How AI is actually used here · measured · Anthropic Economic Index
45%
Augmentation
AI mostly does the task
8.6×
Time compression
~4.1h → ~28min
2.87/5
AI autonomy
how hands-off it runs
55%
Automation
of measured usage
How the collaboration splits · the six measured modes
directive 42.4%task iteration 27.9%learning 13%feedback loop 11.2%unclassified 2.9%validation 2.5%
What people make with AI here
advice / recommendation26%educational material24%document / report7%

Real Claude.ai usage mapped to this occupation's SOC group, Apr+May 2026, CC-BY. Claude users only; task times model-estimated; augment/automate is how AI is used, not a count of jobs lost. Method →

Facts · ONS + NCS
UK workers (2024)
40.1K
Median pay
Our scored call · a labelled hypothesis, not a measurement
AI exposure
1 / 10
Elasticity
2.5 / 10
2035 outlook
+2%
Exposure · 1/10
Why AI can do the work

Childminding is a fundamentally physical and interpersonal role requiring real-time human presence to ensure the safety and emotional well-being of children. While AI may assist with administrative tasks like meal planning or activity ideas, it cannot replace the essential manual care, physical supervision, and empathetic interaction required in early years development.

Elasticity · 2.5/10
Gated by population
Whether demand expands when it gets cheaper

Demand is strictly capped by the number of children in the UK population and legal ratios of children to carers.

Trajectory to 2035

Headcount drifts +2% across 12 years.

Adoption scenario
×1.00 · Consensus

Change the scenario in the nav to reshape this curve.

Headcount projection · 2024 → 2035
Baseline 40.1K workers (2024) · % change vs baseline
Peak 2035 +2%2035 +2%
2024202620282030203220342035-6%+0%+6%+2%
Peak headcount
2035
+2% vs 2024
2035 endpoint
+2%
40.8K workers
Time to −10%
Never crosses in model
Total wage pool
pay not published
Where this role lives

UK employment share by region, SOC-joined to 6114.

London
15.1K · 44.2%
South East
5.6K · 16.4%
Yorkshire and The Humber
4.0K · 11.7%
Scotland
3.9K · 11.4%
Northern Ireland
3.7K · 10.8%
Wales
1.9K · 5.6%
Gender split

Majority-female role (100.0% women).

36.4K women · 100%0 men · 0%
slug: childminder · dataset 2026.03 · CC-BY-4.0