UK AI Exposure · Skilled trades occupations
Bakers and flour confectioners
Bakers and flour confectioners prepare and bake dough, pastry and cake mixtures and make and finish flour confectionary products by hand.
- Employees (UK)
- 10k
- Median annual pay
- £26,983
- Exposure score ?
- 1.5/10 Minimal 3.7/10 Low strict reading · with tools is 3.7/10 with-tools reading · strict is 1.5/10
- Wage exposure
- £40m £100m
Higher exposure than 70% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
A handful of tasks in this role are touchable by AI, mostly around paperwork, scheduling and basic writing. The shape of the role stays the same - some parts just get faster.
If you're in this role, here's what to do now
Pick the two or three most repetitive things in your week and try an LLM on them. Most people underestimate what Claude or ChatGPT can already do for admin-shaped work. The time you get back is the dividend.
Where a project with Alex usually starts for this role
These are the highest-importance tasks a language model can already handle directly today. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.
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Adapt the quantity of ingredients to match the amount of items to be baked.
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Prepare or maintain inventory or production records.
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Develop new recipes for baked goods.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
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Check products for quality, and identify damaged or expired goods.
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Adapt the quantity of ingredients to match the amount of items to be baked.
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Decorate baked goods, such as cakes or pastries.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Bakers" (51-3011.00).
What AI can already do
3 of 18 tasks · unaided
Adapt the quantity of ingredients to match the amount of items to be baked.
Prepare or maintain inventory or production records.
Develop new recipes for baked goods.
Where humans still hold the line
15 of 18 tasks
Check products for quality, and identify damaged or expired goods.
Set oven temperatures, and place items into hot ovens for baking.
Combine measured ingredients in bowls of mixing, blending, or cooking machinery.
Place dough in pans, molds, or on sheets, and bake in production ovens or on grills.
Set time and speed controls for mixing machines, blending machines, or steam kettles so that ingredients will be mixed or cooked according to instructions.
Measure or weigh flour or other ingredients to prepare batters, doughs, fillings, or icings, using scales or graduated containers.
Observe color of products being baked, and adjust oven temperatures, humidity, or conveyor speeds accordingly.
Check the quality of raw materials to ensure that standards and specifications are met.
Check equipment to ensure that it meets health and safety regulations, and perform maintenance or cleaning, as necessary.
Apply glazes, icings, or other toppings to baked goods, using spatulas or brushes.
Decorate baked goods, such as cakes or pastries.
Operate slicing or wrapping machines.
Roll, knead, cut, or shape dough to form sweet rolls, pie crusts, tarts, cookies, or other products.
Direct or coordinate bakery deliveries.
Order or receive supplies or equipment.
Tasks via O*NET "Bakers" (51-3011.00).
What AI can already do
7 of 18 tasks · with tools
Check products for quality, and identify damaged or expired goods.
Adapt the quantity of ingredients to match the amount of items to be baked.
Decorate baked goods, such as cakes or pastries.
Direct or coordinate bakery deliveries.
Order or receive supplies or equipment.
Prepare or maintain inventory or production records.
Develop new recipes for baked goods.
Where humans still hold the line
11 of 18 tasks
Set oven temperatures, and place items into hot ovens for baking.
Combine measured ingredients in bowls of mixing, blending, or cooking machinery.
Place dough in pans, molds, or on sheets, and bake in production ovens or on grills.
Set time and speed controls for mixing machines, blending machines, or steam kettles so that ingredients will be mixed or cooked according to instructions.
Measure or weigh flour or other ingredients to prepare batters, doughs, fillings, or icings, using scales or graduated containers.
Observe color of products being baked, and adjust oven temperatures, humidity, or conveyor speeds accordingly.
Check the quality of raw materials to ensure that standards and specifications are met.
Check equipment to ensure that it meets health and safety regulations, and perform maintenance or cleaning, as necessary.
Apply glazes, icings, or other toppings to baked goods, using spatulas or brushes.
Operate slicing or wrapping machines.
Roll, knead, cut, or shape dough to form sweet rolls, pie crusts, tarts, cookies, or other products.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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