UK AI JobsExpected · in use · happened
Mixed signals

Prison instructor

45.0K UK workers · typical pay £29,500 · entry route A-levels or equivalent (Level 3). Projected headcount change: -3% to 2035.

How AI is actually used here · measured · Anthropic Economic Index
53%
Augmentation
AI mostly assists
13.8×
Time compression
~9.9h → ~43min
3.08/5
AI autonomy
how hands-off it runs
48%
Automation
of measured usage
How the collaboration splits · the six measured modes
task iteration 44.3%directive 42.6%feedback loop 4.7%learning 4.6%validation 3.4%unclassified 0.3%
What people make with AI here
document / report49%educational material14%presentation / slides10%

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)
45.0K
Median pay
£29.5K
Our scored call · a labelled hypothesis, not a measurement
AI exposure
3 / 10
Elasticity
2.5 / 10
2035 outlook
-3%
Exposure · 3/10
Why AI can do the work

The role is fundamentally grounded in the physical prison environment, requiring hands-on vocational training and the management of prisoner safety and discipline. While AI may assist with administrative tasks like attendance records or lesson planning, the core requirements of physical tool supervision, emotional intelligence, and security management cannot be automated.

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

The volume of output is strictly capped by the UK prison population and the physical capacity of prison workshops, regardless of how cheaply instruction can be delivered.

Trajectory to 2035

Headcount drifts -3% across 12 years.

Adoption scenario
×1.00 · Consensus

Change the scenario in the nav to reshape this curve.

Headcount projection · 2024 → 2035
Baseline 45.0K workers (2024) · % change vs baseline
Peak 2027 +1%2035 -3%
-3%2024202620282030203220342035-6%+0%+6%-3%
Peak headcount
2027
+1% vs 2024
2035 endpoint
-3%
43.6K workers
Time to −10%
Never crosses in model
Total wage pool
£1.3B
pay × jobs
Where this role lives

UK employment share by region, SOC-joined to 3574.

South East
27.3K · 17.2%
East Midlands
16.6K · 10.5%
North West
16.3K · 10.3%
South West
15.6K · 9.9%
West Midlands
15.3K · 9.7%
Yorkshire and The Humber
13.5K · 8.5%
London
12.8K · 8.1%
East
11.8K · 7.5%
Gender split

Relatively balanced: 49.1% women.

66.3K women · 49%68.6K men · 51%
slug: prison-instructor · dataset 2026.03 · CC-BY-4.0