Will AI replace Bakers and flour confectioners?

Not as a job, but it is already doing parts of the work. Across the 57 official task statements scored for Bakers and flour confectioners (United Kingdom, SOC 5432), 9% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 16 out of 100 (range 13–22, band: minimal). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.

Which tasks in “Bakers and flour confectioners” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Order stock according to specific business requirements” (75/100, high); “Prepare inventory records to support stock management processes” (75/100, high); “Estimate costs for projects to manage ingredient expenses and pricing” (75/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.

Which tasks in “Bakers and flour confectioners” stay human?

About 83% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Position and glue decorative pieces in cutout sections of workpieces, following patterns” (0/100, minimal); “Cut out sections in surfaces of materials for inlaying decorative pieces using patterns and scissors” (0/100, minimal); “Select and mix ingredients to prepare coating substances according to specifications, using paddles or mechanical mixers” (0/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.

What should someone working in “Bakers and flour confectioners” do about AI?

Start from the ledger rather than the headline: 9% of this job's weighted core work is exposed, and roughly 83% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.

How is the AI exposure score for Bakers and flour confectioners calculated?

Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 57 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

UK dataswitch to US

Bakers and flour confectioners

decorating cakes with icing, chocolate and personalised messages, shaping dough to form various bakery products and maintaining cleanliness of work area. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: decorating baked goods, such as cakes or pastries is work software can't reach.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 9%
changing shape: 8%
staying human: 83%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

Whole-job exposure score 16 out of 100 (13–22 allowing for uncertainty): minimal exposure, across 57 scored tasks. The number is the support for the sentence above it, not a headline about anyone’s future.

How we know this

What is measured: Every published task statement for bakers and flour confectioners is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

What shifts is maintaining production records detailing quantities. This page scores what today's tools actually do, not headlines.

Your week, as this page understands it

Bakers and flour confectioners prepare and bake dough, pastry and cake mixtures and make and finish flour confectionary products by hand. The job title says “bakers” or “flour confectioners”: officially one job, two names. The real job is the part underneath: decorating baked goods, such as cakes or pastries. That is the thing someone has to be right about.

The exposed part of this job is specific, and we won’t pretend it is coming back. But bakers and flour confectioners is not one task. It is 57 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is decorating baked goods, such as cakes or pastries, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 9%
changing shape: 8%
staying human: 83%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

How we know this

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

Your job, task by task

These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.

One task scored differently between repeat runs, so its range on this page is wider. We would rather show the wobble than hide it.
29 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Shifting to AI

7 tasks

Tasks today’s tools can already do most of. This is the part we will not soften: where these rows are the bulk of your week, the week changes.

Maintaining production records detailing quantities
This is reading one thing and writing another: production records detailing quantities in, a record out. That is the shape today's tools are built for.
importance 60 · 5432/01, 5432/02
Source: “Maintain production records detailing quantities, types, and dimensions of materials produced.” (UK task statement)
How this row was scored
Exposure score: 69 out of 100 (65–73 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Production records are structured data entry that software handles quickly and accurately.
The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Producing sketches and designs for customer review
This is reading one thing and writing another: sketches in, a record out. That is the shape today's tools are built for.
importance 85 · 5432/02
Source: “Produce sketches and designs for customer review.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Design and image tools now produce cake sketches quickly, with the baker choosing and refining them.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Supporting stock control to ensure required materials are available for production
This is reading one thing and writing another: stock control in, a record out. That is the shape today's tools are built for.
importance 70 · 5432/01
Source: “Support stock control to ensure required materials are available for production.” (UK task statement)
How this row was scored
Exposure score: 69 out of 100 (65–73 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Stock control is database work, with occasional physical counts in the store.
The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Ordering stock according to specific business requirements
This is reading one thing and writing another: stock in, a record out. That is the shape today's tools are built for.
importance 65 · 5432/01
Source: “Order stock according to specific business requirements.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (68–82 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Working out what stock to order from usage figures is a job software does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

Changing shape

7 tasks

Tasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.

Ordering ingredients to maintain bakery production
The software now makes the first pass at ingredients, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 5432/01
Source: “Order ingredients to maintain bakery production.” (UK task statement)
How this row was scored
Exposure score: 53 out of 100 (46–60 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Reordering from usage figures is routine office work, though supplier calls and stock checks still involve a person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Ordering supplies to support cake design
The software now makes the first pass at supplies, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 5432/02
Source: “Order supplies to support cake design.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Ordering decorating supplies is routine purchasing, although supplier contact and stock checks still involve a person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Purchasing ingredients as needed to create custom cakes
The software now makes the first pass at ingredients, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 5432/02
Source: “Purchase ingredients as needed to create custom cakes.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Buying ingredients for a bespoke cake is mostly ordering, though special items often mean a trip to the supplier.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

Staying human

43 tasks

Tasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.

Decorating baked goods, such as cakes or pastries
This work happens in the physical world: baked goods, in a real place. Software cannot follow it there.
importance 85 · 5432/01, 5432/02
Source: “Decorate baked goods, such as cakes or pastries.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Decorating is skilled handwork on a real cake, so it stays with the person holding the piping bag.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Baking the prepared dough in production ovens or on grills
This work happens in the physical world: the prepared dough, in a real place. Software cannot follow it there.
importance 90 · 5432/01, 5432/02
Source: “Bake the prepared dough in production ovens or on grills.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Loading and baking dough in a production oven is hands-on work that has to happen in the bakery.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Mixing ingredients using various kitchen utensils and equipment
This work happens in the physical world: ingredients, in a real place. Software cannot follow it there.
importance 85 · 5432/01, 5432/02
Source: “Mix ingredients using various kitchen utensils and equipment.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Mixing ingredients is physical work with kitchen equipment.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.

Show the other 47 tasks

Preparing inventory records to support stock management processes
shifting to AI
This is reading one thing and writing another: inventory records in, a record out. That is the shape today's tools are built for.
importance 60 · 5432/01
Source: “Prepare inventory records to support stock management processes.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Stock records are built from figures already in the system, so keeping them up to date is mostly desk work.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Estimating costs for projects to manage ingredient expenses and pricing
shifting to AI
This is reading one thing and writing another: costs in, a record out. That is the shape today's tools are built for.
importance 60 · 5432/02
Source: “Estimate costs for projects to manage ingredient expenses and pricing.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (68–82 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Costing ingredients is spreadsheet work, though pricing also involves judgement about what local customers will pay.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Assisting in promoting the brand through creative design
shifting to AI
This is reading one thing and writing another: promoting the brand in, a record out. That is the shape today's tools are built for.
importance 60 · 5432/02
Source: “Assist in promoting the brand through creative design.” (UK task statement)
How this row was scored
Exposure score: 68 out of 100 (61–75 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; mistakes that are cheap to catch.
The rating behind it: AI produces brand images and design ideas quickly, but the shop's own look and feel guides the choices.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Managing stock to maintain a constant supply of ingredients
changing shape
The software now makes the first pass at stock, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 5432/02
Source: “Manage stock to maintain a constant supply of ingredients.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Ingredient stock is managed in software, with some physical checking.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Reading work orders to determine production specifications and information
changing shape
The software now makes the first pass at work orders, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 5432/02
Source: “Read work orders to determine production specifications and information.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Pulling the specifications out of a work order is straightforward document reading that software handles well.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Developing and implementing bakery sales and promotion strategies
changing shape
The software now makes the first pass at bakery sales, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 5432/01
Source: “Develop and implement bakery sales and promotion strategies.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: AI drafts promotions and campaign plans well, but launching them locally still needs someone on the ground.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Identifying issues and concerns and recommending actions for resolution
changing shape
The software now makes the first pass at issues, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 65 · 5432/01
Source: “Identify issues and concerns, and recommend actions for resolution.” (UK task statement)
How this row was scored
Exposure score: 43 out of 100 (36–50 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; mistakes that are cheap to catch.
The rating behind it: Spotting patterns in what keeps going wrong and suggesting fixes is analysis software does well, though local knowledge shapes the answer.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Adapting the quantity of ingredients to match the amount of items
staying human
This work happens in the physical world: the quantity of ingredients, in a real place. Software cannot follow it there.
importance 80 · 5432/01, 5432/02
Source: “Adapt the quantity of ingredients to match the amount of items to be baked.” (UK task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Scaling a recipe up or down is simple arithmetic, though it is done at the bench alongside the weighing.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Managing bakery ingredients stock for production
staying human
This work happens in the physical world: bakery ingredients stock, in a real place. Software cannot follow it there.
importance 70 · 5432/01
Source: “Manage bakery ingredients stock for production.” (UK task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Stock software handles most of the tracking, though someone still checks what is actually on the shelves.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Creating new recipes to expand culinary offerings
staying human
This work happens in the physical world: new recipes, in a real place. Software cannot follow it there.
importance 70 · 5432/01, 5432/02
Source: “Create new recipes to expand culinary offerings.” (UK task statement)
How this row was scored
Exposure score: 29 out of 100 (22–36 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Ideas for new dishes can be generated freely, but a recipe is only real once it is cooked and tasted.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Developing new bakery products to expand product offerings
staying human
This work happens in the physical world: new bakery products, in a real place. Software cannot follow it there.
importance 70 · 5432/01
Source: “Develop new bakery products to expand product offerings.” (UK task statement)
How this row was scored
Exposure score: 29 out of 100 (22–36 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: AI can propose new recipes and flavours, but real product development needs test bakes and tasting.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Resolving production issues and improving bakery product quality
staying human
This work happens in the physical world: production issues, in a real place. Software cannot follow it there.
importance 65 · 5432/01
Source: “Resolve production issues and improve bakery product quality.” (UK task statement)
How this row was scored
Exposure score: 29 out of 100 (22–36 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Working out why quality slipped often means examining the product and the line in person.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Ensuring appropriate presentation and packaging of bakery products in line with workplace specifications and labelling legislation
staying human
This work happens in the physical world: appropriate presentation, in a real place. Software cannot follow it there.
importance 75 · 5432/01
Source: “Ensure appropriate presentation and packaging of bakery products in line with workplace specifications and labelling legislation.” (UK task statement)
How this row was scored
Exposure score: 25 out of 100 (18–32 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Labelling law is documented and software can get the wording right, but presenting and packing the goods happens by hand.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Discussing requirements with customers to create customised cakes
staying human
The value here is that a specific person handles requirements and stands behind it. That is earned, not computed.
importance 80 · 5432/02
Source: “Discuss requirements with customers to create customised cakes.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Working out what a customer wants for a wedding or birthday cake depends on a personal conversation.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Checking equipment to ensure compliance with health and safety regulations
staying human
This work happens in the physical world: equipment, in a real place. Software cannot follow it there.
importance 70 · 5432/01, 5432/02
Source: “Check equipment to ensure compliance with health and safety regulations.” (UK task statement)
How this row was scored
Exposure score: 20 out of 100 (13–27 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: The safety requirements are documented, but checking guards and condition on the actual mixer or oven means being in the bakery.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Following bakery operations compliance systems to ensure product and safety standards are met
staying human
This work happens in the physical world: bakery operations compliance systems, in a real place. Software cannot follow it there.
importance 70 · 5432/01
Source: “Follow bakery operations compliance systems to ensure product and safety standards are met.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: The compliance system is written down, but working to it during production is down to the bakers, with inspectors checking later.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Checking the quality of raw materials to ensure that they conform to specifications and standards
staying human
This work happens in the physical world: the quality of raw materials, in a real place. Software cannot follow it there.
importance 75 · 5432/01, 5432/02
Source: “Check the quality of raw materials to ensure that they conform to specifications and standards.” (UK task statement)
How this row was scored
Exposure score: 16 out of 100 (9–23 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Supplier specifications can be checked on paper, but judging whether flour or fruit is right often comes down to handling and smelling it.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Setting oven temperatures for baking bread and cakes
staying human
This work happens in the physical world: oven temperatures, in a real place. Software cannot follow it there.
importance 85 · 5432/01, 5432/02
Source: “Set oven temperatures for baking bread and cakes.” (UK task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Standard baking temperatures are well documented, but the dial still has to be set by hand at the oven.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Adjusting oven temperatures, humidity or conveyor speeds accordingly
staying human
This work happens in the physical world: oven temperatures, humidity or conveyor speeds, in a real place. Software cannot follow it there.
importance 85 · 5432/01, 5432/02
Source: “Adjust oven temperatures, humidity, or conveyor speeds accordingly.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Software can suggest settings, but someone still has to stand at the oven and turn the controls.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Identifying damaged goods and act according to organisational requirements
staying human
This work happens in the physical world: damaged goods, in a real place. Software cannot follow it there.
importance 60 · 5432/01, 5432/02
Source: “Identify damaged goods and act according to organisational requirements.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (3–17 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Identifying damaged goods means handling and inspecting them.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Conducting quality assurance checks to ensure product standards are met
staying human
This work happens in the physical world: quality assurance checks, in a real place. Software cannot follow it there.
importance 80 · 5432/01
Source: “Conduct quality assurance checks to ensure product standards are met.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Checking that products meet standards means handling and examining them.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Undertaking comparison testing of bakery ingredient and processing
staying human
This work happens in the physical world: comparison testing of bakery ingredient, in a real place. Software cannot follow it there.
importance 60 · 5432/01
Source: “Undertake comparison testing of bakery ingredient and processing.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Comparing ingredients and methods means actually baking the trial batches and tasting the results.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Baking breads, rolls, cakes and pastries to meet customer demand
staying human
This work happens in the physical world: breads, rolls, cakes and pastries, in a real place. Software cannot follow it there.
importance 90 · 5432/01
Source: “Bake breads, rolls, cakes, and pastries to meet customer demand.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Baking is done with hands, dough and a hot oven, so software cannot do the actual work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Measuring or weighing ingredients, using scales or measuring containers
staying human
This work happens in the physical world: ingredients, in a real place. Software cannot follow it there.
importance 85 · 5432/01, 5432/02
Source: “Measure or weigh ingredients, using scales or measuring containers.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Weighing and measuring ingredients on scales is physical handling of real material.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Preparing bakery products for customers
staying human
This work happens in the physical world: bakery products, in a real place. Software cannot follow it there.
importance 85 · 5432/01
Source: “Prepare bakery products for customers.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Getting bakery products ready for customers is hands-on work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Finishing craft bakery products
staying human
This work happens in the physical world: craft bakery products, in a real place. Software cannot follow it there.
importance 80 · 5432/01
Source: “Finish craft bakery products.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Finishing craft bakery products is skilled handwork.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Maintaining a clean and efficient bakery production environment
staying human
This work happens in the physical world: a clean, in a real place. Software cannot follow it there.
importance 80 · 5432/01
Source: “Maintain a clean and efficient bakery production environment.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Keeping a bakery clean and tidy is physical work in the bakery.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Placing dough in pans, moulds or on sheets for baking
staying human
This work happens in the physical world: dough, in a real place. Software cannot follow it there.
importance 80 · 5432/01, 5432/02
Source: “Place dough in pans, moulds, or on sheets for baking.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Placing dough into tins is physical work at the bench that no software can carry out.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Setting time and speed controls for mixing machines
staying human
This work happens in the physical world: time, in a real place. Software cannot follow it there.
importance 80 · 5432/01, 5432/02
Source: “Set time and speed controls for mixing machines, blending machines, or steam kettles to mix or cook ingredients as instructed.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Setting machine timers and speeds is done at the controls.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Shaping dough to form various bakery products
staying human
This work happens in the physical world: dough, in a real place. Software cannot follow it there.
importance 80 · 5432/01, 5432/02
Source: “Shape dough to form various bakery products.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Shaping dough by hand is a feel-based craft skill that cannot be done from a screen.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Inspecting products to ensure they meet specifications
staying human
This work happens in the physical world: products, in a real place. Software cannot follow it there.
importance 75 · 5432/01, 5432/02
Source: “Inspect products to ensure they meet specifications.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Checking that delivered products match the specification means physically examining them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Producing bread products to specification using large scale production methods
staying human
This work happens in the physical world: bread products, in a real place. Software cannot follow it there.
importance 75 · 5432/01
Source: “Produce bread products to specification using large scale production methods.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Producing bread at scale is physical production work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Producing pastries and confectionery
staying human
This work happens in the physical world: pastries, in a real place. Software cannot follow it there.
importance 75 · 5432/01
Source: “Produce pastries and confectionery to specification, using large scale production methods.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Producing pastries at scale is hands-on production work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Arranging bakery products in shop to enhance product visibility and sales
staying human
This work happens in the physical world: bakery products, in a real place. Software cannot follow it there.
importance 70 · 5432/01
Source: “Arrange bakery products in shop to enhance product visibility and sales.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Software can suggest a display layout, but arranging the products in the shop is physical work.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Observing colour of products
staying human
This work happens in the physical world: colour of products, in a real place. Software cannot follow it there.
importance 70 · 5432/01, 5432/02
Source: “Observe colour of products being baked.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Judging colour as something bakes means standing at the oven and looking at it.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Receiving and storing supplies in designated areas
staying human
This work happens in the physical world: supplies, in a real place. Software cannot follow it there.
importance 70 · 5432/01, 5432/02
Source: “Receive and store supplies in designated areas.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Taking in deliveries and putting them away is physical handling.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Carrying out essential routine maintenance on equipment
staying human
This work happens in the physical world: essential routine maintenance, in a real place. Software cannot follow it there.
importance 60 · 5432/01, 5432/02
Source: “Carry out essential routine maintenance on equipment.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Routine servicing means working on the equipment itself.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating slicing machines to cut products into specific sizes
staying human
This work happens in the physical world: machines, in a real place. Software cannot follow it there.
importance 60 · 5432/01, 5432/02
Source: “Operate slicing machines to cut products into specific sizes.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Running a slicing machine means standing at it and operating it.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating wrapping machines to package products for distribution
staying human
This work happens in the physical world: machines, in a real place. Software cannot follow it there.
importance 60 · 5432/01, 5432/02
Source: “Operate wrapping machines to package products for distribution.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Feeding and running a wrapping machine needs a person there.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Decorating cakes with icing, chocolate and personalised messages
staying human
This work happens in the physical world: cakes, in a real place. Software cannot follow it there.
importance 95 · 5432/02
Source: “Decorate cakes with icing, chocolate, and personalised messages.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Piping icing and messages onto a cake is delicate handwork done in the bakery.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Applying finishes and coatings to cakes for visual appeal
staying human
This work happens in the physical world: finishes, in a real place. Software cannot follow it there.
importance 90 · 5432/02
Source: “Apply finishes and coatings to cakes for visual appeal.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Applying coatings and finishes to a cake is physical work with real ingredients.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Cleaning decorating tools to maintain hygiene standards
staying human
This work happens in the physical world: tools, in a real place. Software cannot follow it there.
importance 85 · 5432/02
Source: “Clean decorating tools to maintain hygiene standards.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Washing decorating tools is straightforward physical work in the kitchen.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Maintaining cleanliness of work area
staying human
This work happens in the physical world: cleanliness of work area, in a real place. Software cannot follow it there.
importance 80 · 5432/02
Source: “Maintain cleanliness of work area.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Keeping the work area tidy is physical work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Wrapping finished cakes for delivery
staying human
This work happens in the physical world: finished cakes, in a real place. Software cannot follow it there.
importance 80 · 5432/02
Source: “Wrap finished cakes for delivery.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Wrapping and boxing a finished cake is careful handwork that cannot be done remotely.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Selecting and mixing ingredients to prepare coating substances
staying human
This work happens in the physical world: ingredients, in a real place. Software cannot follow it there.
importance 70 · 5432/02
Source: “Select and mix ingredients to prepare coating substances according to specifications, using paddles or mechanical mixers.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–7 allowing for uncertainty): minimal exposure, high confidence, and it moved between repeat runs, so the range is widened.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Selecting and mixing coating ingredients is done at the mixer by hand.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Cutting out sections in surfaces of materials for inlaying decorative pieces using patterns and scissors
staying human
This work happens in the physical world: sections, in a real place. Software cannot follow it there.
importance 60 · 5432/02
Source: “Cut out sections in surfaces of materials for inlaying decorative pieces using patterns and scissors.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Cutting inlay sections into a surface is handwork with pattern and scissors.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Positioning and gluing decorative pieces in cutout sections of workpieces
staying human
This work happens in the physical world: decorative pieces, in a real place. Software cannot follow it there.
importance 60 · 5432/02
Source: “Position and glue decorative pieces in cutout sections of workpieces, following patterns.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Positioning and gluing decorative pieces is close handwork.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.

What this job pays, and how many people do it

Median pay: £29,100a year, before tax, the middle of the range, so half earn more and half earn less.ashe-t14, 2025 · ASHE 2025 provisional (reference April 2025)Provisional, because the ONS revises this figure in the autumn.
How we know this
Source: ashe-t14
Reference period: ASHE 2025 provisional (reference April 2025)
Rounding: Shown to the nearest £100. The exact published figure is in the downloadable dataset. We do not render pounds the survey cannot support.
People doing this job: 26,800in the UK, 2026.nomis-aps · Apr 2025-Mar 2026 (latest APS 12-month period)This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.

What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.

Why this is shifting

The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: production records detailing quantities in, a record out. The rows above are exactly that shape: maintaining production records detailing quantities and producing sketches and designs for customer review. What it cannot do is be there in the room, and that is still where baked goods get done. Which is why this page talks about your tasks changing, not your job ending.

Your move

Over a pint: what I’d tell you if you were my friend

Start with what does not change: decorating baked goods, such as cakes or pastries is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 9% of this job's task weight sits in rows the software is already learning, 8% in rows that change shape rather than disappear, and 83% in rows it is nowhere near. That is the position, measured across 57 scored tasks. It is not a forecast about you.

So the thing worth your attention is not the job going away. It is the layer around it. Maintaining production records detailing quantities is the part turning into software, and being the person who understands that layer is worth money.

This week: one thing

Ask the one question. Find whoever is bringing new software into your workplace (the manager, the office, whoever runs the system) and ask them what it is meant to do to production records detailing quantities, and what it is not meant to touch. Ten minutes, this week, before anyone decides it for you.

What you end up holding: a straight answer about what is actually being rolled out, and when
How long it takes: ten minutes

If there’s nobody obvious to ask, or you’d rather not ask your manager: Put the same question to your union rep, your shift lead or the person who has been there longest, in person, over a break. Same ten minutes, same answer, and you will usually get a straighter one. Write down what they say. The note is the artifact, and it tells you whether baked goods are in scope or not. Nothing to log into, no licence needed.

Over the next 90 days

Get inside the tool rollout rather than waiting for it. Over the next ninety days, ask to be in the group that tests, checks or signs off whatever new system arrives near ordering ingredients to maintain bakery production. It is usually an unglamorous seat that nobody fights for, and it is the one that decides how the software is used on your job rather than to it.

Over the next 12 months

On this evidence I would not retrain out of this job, and I will say that plainly rather than hedge it. The task list here is dominated by work that stays with a person. What I would do with a year is get formally recognised for the layer around it (the systems, the compliance, the planning), so you are the one who understands the software instead of the one it is done to. Before you pay for anything, spend an hour with National Careers Service. It is free and government-funded, and it is listed below with the rest of the free routes.

The roads out of here, and why I am not sending you down them

I looked at the obvious moves out of this job, and here is what I found.

I checked the 12 nearest UK occupations to bakers and flour confectioners (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was food, drink and tobacco process operatives: only about 18% of its durable work is work you already do. And on the numbers you do not need one. This job scores 16/100 here, with only 9% of the task list in the top band, and “decorate cakes with icing, chocolate, and personalised messages” is not work that hands over cleanly. None of them beats deepening what you already have.

How that was checked: this job was compared against all 412 UK occupations in this release on their official task statements, and the 12 nearest were examined one by one. A move that turns on an industry, an employer or a qualification rather than on the work itself will not show up in a check like that. And this release carries no licence register, so anything you are weighing needs that looked up separately.

3 moves I checked and rejected

These are the obvious-looking jumps. They are here with their reasons rather than quietly dropped, because the ones that fail are worth knowing about. It is one less thing to turn over at night.

Food, drink and tobacco process operatives
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “measure or weigh ingredients, using scales or measuring containers”. Across the whole of both lists that adds up to about 18% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 18% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
Look at that job’s page anyway →
Routine inspectors and testers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already inspect products to ensure they meet specifications, and their equivalent is to test products to ensure they meet specifications. Across both published task lists that is about 4% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 4% of the durable side of that job. That is a different job, not a next step.
Look at that job’s page anyway →
Planning, process and production technicians
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “conduct quality assurance checks to ensure product standards are met”. Across the whole of both lists that adds up to about 3% of the work in that job the software is not taking.
Why I am not recommending it: Almost none of it is work you already do: about 3% of the durable side of that job. That is a different job, not a next step.
Look at that job’s page anyway →

What I’d stop worrying about

A friend tells you what not to spend fear on. This is that list.

The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 9% of its task weight, across 57 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The headlines about your trade disappearing
They are usually about the technology, not the timetable. Changes to work like decorating baked goods, such as cakes or pastries arrive through rules, insurance and money, slowly and visibly. This page tracks the task evidence and will move when it moves.
Retraining out of a job that is holding up
On this evidence I would not spend money leaving. Spend it on the layer around the job instead: the tools, the paperwork, the planning. That is where the change actually is.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.

You are reading the United Kingdom figures

The United States splits this work across more than one official group, of which Bakers is the closest. The pay and employment figures are not directly comparable, and we do not average them together.

Switch to the United States page →partial match

In US official statistics this job is counted as Bakers. Pay and employment stay on this page’s own group; the task list and the scores do not cross over.

Your route through this

Where to go next, and what it costs

Free, and complete

The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.

In England:
National Careers Service
A free hour with a government-funded careers adviser is worth more than another evening of reading. In England that's the National Careers Service.
Free, government-funded
- Discover your skills and careers (the skills assessment)
In England:
National Careers Service - Find a course
Search what's actually running near you before you spend anything.
Free to search; individual courses vary
In England:
Free courses for jobs (Level 3 qualifications)
A free Level 3 qualification you already qualify for beats a paid course you don't need.
Free for eligible adults
In England:
Skills Bootcamps
Free, up to 16 weeks, and you get a job interview at the end. In England these are Skills Bootcamps - search what's running near you.
Free for eligible adults in England
- Skills Bootcamps - what they are and who can do them (DfE, Skills for Careers)
- Skills Bootcamps - JobHelp (DWP)
In Scotland:
My World of Work (Skills Development Scotland)
In Scotland it's My World of Work, from Skills Development Scotland.
Free, publicly funded
- Skills Development Scotland
In Wales:
Careers Wales
In Wales it's Careers Wales.
Free, Welsh Government-funded
In Northern Ireland:
Careers Service Northern Ireland
In Northern Ireland it's the Careers Service on nidirect.
Free, Department for the Economy-funded

No Space for this job, but one for what is happening to it

Nothing Collab365 runs is built for bakers / flour confectioners, and we are not going to point you at the nearest one and call it a fit.

There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 9% of the work on this page is already inside what they can do.

Try The AI Authority free →

7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.

The AI Authority is a general community about working with AI, not a course for bakers / flour confectioners. You do not need it to act on anything here: the moves above cost nothing and stand on their own. The data on this page is the same either way.

Noted, and thank you. We’ll email you if a Space for bakers / flour confectioners launches. Nothing else.

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No Space for bakers / flour confectioners yet. Should there be one?

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Questions people ask about this job

Will AI replace Bakers and flour confectioners?: Not as a job, but it is already doing parts of the work. Across the 57 official task statements scored for Bakers and flour confectioners (United Kingdom, SOC 5432), 9% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 16 out of 100 (range 13–22, band: minimal). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
Which tasks in “Bakers and flour confectioners” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Order stock according to specific business requirements” (75/100, high); “Prepare inventory records to support stock management processes” (75/100, high); “Estimate costs for projects to manage ingredient expenses and pricing” (75/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
Which tasks in “Bakers and flour confectioners” stay human?: About 83% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Position and glue decorative pieces in cutout sections of workpieces, following patterns” (0/100, minimal); “Cut out sections in surfaces of materials for inlaying decorative pieces using patterns and scissors” (0/100, minimal); “Select and mix ingredients to prepare coating substances according to specifications, using paddles or mechanical mixers” (0/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.
What should someone working in “Bakers and flour confectioners” do about AI?: Start from the ledger rather than the headline: 9% of this job's weighted core work is exposed, and roughly 83% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.
How is the AI exposure score for Bakers and flour confectioners calculated?: Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 57 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

About the data on this page

Provisional, because the ONS revises this figure in the autumn.
This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
One task scored differently between repeat runs, so its range on this page is wider. We would rather show the wobble than hide it.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
29 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Task statements: gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
Task weights: gaisi-index (relatedness)
Scores: Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment: ashe-t14 (ASHE 2025 provisional (reference April 2025))nomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))

Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.

The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.

The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.

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Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.

Plain text

Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).

BibTeX

@misc{collab365futureproof2026q41,
  title        = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
  author       = {{Collab365}},
  year         = {2026},
  url          = {https://futureproof.collab365.com/data/2026-q4.1},
  note         = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}

Permalink

https://futureproof.collab365.com/data/2026-q4.1

Data as of release 2026-q4.1, published 2026-08-05. Releases never change after publication; when the figures move, a new dated release is published beside this one and this one stays exactly where it is.