UK AI JobsExpected · in use · happened
Hands-on, growing

Cake decorator

10.5K UK workers · typical pay £23,500 · entry route A-levels or equivalent (Level 3). Projected growth of +9% to 2035.

How AI is actually used here · measured · Anthropic Economic Index
Thin signal. Only 10% 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.
55%
Augmentation
AI mostly assists
3.6×
Time compression
~1.5h → ~25min
2.65/5
AI autonomy
how hands-off it runs
45%
Automation
of measured usage
How the collaboration splits · the six measured modes
task iteration 44.1%directive 28.2%feedback loop 16.4%learning 6.4%validation 3.7%unclassified 1.2%
What people make with AI here
recipe / meal plan77%advice / recommendation9%explanation / answer4%

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)
10.5K
Median pay
£23.5K
Our scored call · a labelled hypothesis, not a measurement
AI exposure
2 / 10
Elasticity
7.5 / 10
2035 outlook
+9%
Exposure · 2/10
Why AI can do the work

Cake decorating is a highly manual, physical craft that requires fine motor skills and real-time manipulation of physical materials in a kitchen environment. While AI can assist with peripheral tasks like generating design inspiration, managing accounts, or communicating with customers, the core value of the role lies in the physical creation and hand-finishing of the product.

Elasticity · 7.5/10
Whether demand expands when it gets cheaper

Lower costs transform cakes from occasional luxury items into frequent, highly personalized everyday purchases and gifts.

Trajectory to 2035

Headcount grows +9%, a Jevons-pattern curve.

Adoption scenario
×1.00 · Consensus

Change the scenario in the nav to reshape this curve.

Headcount projection · 2024 → 2035
Baseline 10.5K workers (2024) · % change vs baseline
Peak 2035 +9%2035 +9%
Peak 20352024202620282030203220342035-7%+0%+10%+9%
Peak headcount
2035
+9% vs 2024
2035 endpoint
+9%
11.4K workers
Time to −10%
Never crosses in model
Total wage pool
£0.2B
pay × jobs
Where this role lives

UK employment share by region, SOC-joined to 5432.

No regional breakdown available: SOC below ONS reporting thresholds.

Gender split

Majority-female role (67.0% women).

14.0K women · 67%6.9K men · 33%
slug: cake-decorator · dataset 2026.03 · CC-BY-4.0