Mixed signals

Tram driver

18.8K UK workers · typical pay £28,000 · entry route GCSEs grades 4-9 (A*-C). Projected decline of -5% to 2035.

How AI is actually used here · measured · Anthropic Economic Index

Thin signal. Only 20% of the Claude usage mapped to this job is actual work. The rest is personal or study use of the same skills. Read the figures below as indicative, not precise.

36%

Augmentation

AI mostly does the task

3.1×

Time compression

~0.8h → ~16min

2.39/5

AI autonomy

how hands-off it runs

64%

Automation

of measured usage

How the collaboration splits · the six measured modes

directive 42.8%task iteration 22.5%feedback loop 19.5%learning 11%unclassified 2.7%validation 1.6%

What people make with AI here

explanation / answer40%advice / recommendation21%document / report17%

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)

18.8K

Median pay

£28.0K

Our scored call · a labelled hypothesis, not a measurement

AI exposure

3 / 10

Elasticity

1.5 / 10

2035 outlook

-5%

Exposure · 3/10

Why AI can do the work

While tram routes are fixed and highly predictable, making them prime candidates for automation, the high cost of UK infrastructure upgrades and the need for a physical human presence to manage passenger safety and emergencies limits near-term exposure. AI will likely assist with route monitoring and safety checks before fully replacing drivers in the next decade.

Elasticity · 1.5/10

Gated by infrastructure

Whether demand expands when it gets cheaper

Output is strictly capped by the physical capacity of existing tram tracks and the fixed number of vehicles in the fleet.

Trajectory to 2035