UK AI JobsExpected · in use · happened
UK AI Jobs/Transport/Helicopter engineer
Mixed signals

Helicopter engineer

11.6K UK workers · typical pay £45,000 · entry route GCSEs grades 4-9 (A*-C). Projected headcount change: +1% to 2035.

How AI is actually used here · measured · Anthropic Economic Index
33%
Augmentation
AI mostly does the task
4.6×
Time compression
~2.2h → ~28min
2.44/5
AI autonomy
how hands-off it runs
67%
Automation
of measured usage
How the collaboration splits · the six measured modes
directive 40%feedback loop 26.7%task iteration 20%learning 13.3%validation 0%unclassified 0%
What people make with AI here
explanation / answer31%advice / recommendation25%analysis / summary19%

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)
11.6K
Median pay
£45.0K
Our scored call · a labelled hypothesis, not a measurement
AI exposure
3 / 10
Elasticity
4.5 / 10
2035 outlook
+1%
Exposure · 3/10
Why AI can do the work

The core of this role is highly physical, requiring manual dexterity and on-site presence to repair and maintain complex machinery in unpredictable environments. While AI will enhance diagnostic software and predictive maintenance scheduling, the physical act of fixing hardware and the high-stakes regulatory responsibility for flight safety provide a strong barrier against automation.

Elasticity · 4.5/10
Gated by capital
Whether demand expands when it gets cheaper

Maintenance volume is primarily gated by the existing helicopter fleet size and flight hours, though cheaper maintenance could marginally increase fleet utilization and private ownership.

Trajectory to 2035

Headcount drifts +1% across 12 years.

Adoption scenario
×1.00 · Consensus

Change the scenario in the nav to reshape this curve.

Headcount projection · 2024 → 2035
Baseline 11.6K workers (2024) · % change vs baseline
Peak 2027 +3%2035 +1%
2024202620282030203220342035-6%+0%+6%+1%
Peak headcount
2027
+3% vs 2024
2035 endpoint
+1%
11.7K workers
Time to −10%
Never crosses in model
Total wage pool
£0.5B
pay × jobs
Where this role lives

UK employment share by region, SOC-joined to 5234.

Wales
3.2K · 100%
Gender split

Majority-male role (100.0% men).

0 women · 0%10.6K men · 100%
slug: helicopter-engineer · dataset 2026.03 · CC-BY-4.0