Bar person

135.4K UK workers · typical pay £21,500 · entry route GCSEs grades 4-9 (A*-C). Projected headcount change: +1% to 2035.

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

Thin signal. Only 16% 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.

52%

Augmentation

AI mostly assists

5.7×

Time compression

~2.4h → ~25min

2.87/5

AI autonomy

how hands-off it runs

48%

Automation

of measured usage

How the collaboration splits · the six measured modes

task iteration 43.9%directive 38%feedback loop 9.2%learning 7.1%unclassified 1.1%validation 0.6%

What people make with AI here

recipe / meal plan73%document / report7%idea / brainstorm4%

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)

135.4K

Median pay

£21.5K

Our scored call · a labelled hypothesis, not a measurement

AI exposure

2 / 10

Elasticity

3.5 / 10

2035 outlook

+1%

Exposure · 2/10

Why AI can do the work

The core of the role involves physical tasks such as pouring drinks, cleaning, and restocking, which require manual dexterity and presence in a social environment. While AI can assist with peripheral tasks like inventory management or automated ordering systems, the essential human interaction and service elements remain resistant to automation.

Elasticity · 3.5/10

Gated by saturated

Whether demand expands when it gets cheaper

Demand is primarily capped by physical venue capacity and the human biological limit for alcohol/beverage consumption, though cheaper service might slightly increase visit frequency.

Trajectory to 2035