Will AI replace Textile process operatives?

Not as a job, but it is already doing parts of the work. Across the 56 official task statements scored for Textile process operatives (United Kingdom, SOC 8112), 6% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 13 out of 100 (range 11–18, 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 “Textile process operatives” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Estimate and calculate material requirements for cutting, considering factors like material relaxation and spreading” (75/100, high); “Record fabric tensions and machine speeds” (75/100, high); “Complete work docket documentation for cutting processes” (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 “Textile process operatives” stay human?

About 85% 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: “Transfer marks and notches to the material using the appropriate tools” (0/100, minimal); “Prepare equipment and materials for the oncoming shift” (0/100, minimal); “Transport material safely to the cutting table/area” (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 “Textile process operatives” do about AI?

Start from the ledger rather than the headline: 6% of this job's weighted core work is exposed, and roughly 85% 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 Textile process operatives 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 56 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

Textile process operatives

cutting products to specified dimensions, inspecting material to ensure it meets quality standards and checking, cleaning, sharpen or change blades on cutting equipment. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: cutting products to specified dimensions 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: 6%
changing shape: 9%
staying human: 85%

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

Whole-job exposure score 13 out of 100 (11–18 allowing for uncertainty): minimal exposure, across 56 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 textile process operatives 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 estimating and calculating material requirements: the paper around the work, not the work.

Your week, as this page understands it

Textile process operatives operate machines to prepare natural and synthetic fibres for processing, spin and twist fibre into yarn, thread, twine, rope and other similar material, and estimate the quantities of colouring matter required for printing and dyeing fabrics. The job title says “textile process operatives”. The real job is the part underneath: cutting products to specified dimensions. 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 textile process operatives is not one task. It is 56 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is cutting products to specified dimensions, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 6%
changing shape: 9%
staying human: 85%

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.

Shifting to AI

4 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.

Estimating and calculating material requirements
This is reading one thing and writing another: material requirements in, a record out. That is the shape today's tools are built for.
importance 70 · 8112/00
Source: “Estimate and calculate material requirements for cutting, considering factors like material relaxation and spreading.” (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 how much fabric a cut needs is a calculation from documented specifications.
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.
Recording fabric tensions and machine speeds
This is reading one thing and writing another: fabric tensions in, a record out. That is the shape today's tools are built for.
importance 55 · 8112/00
Source: “Record fabric tensions and machine speeds.” (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: Logging tensions and machine speeds is straightforward record-keeping that software already does.
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 4/4.
Completing work docket documentation for cutting processes
This is reading one thing and writing another: work docket documentation in, a record out. That is the shape today's tools are built for.
importance 50 · 8112/00
Source: “Complete work docket documentation for cutting processes.” (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: Filling in work dockets is routine form-filling that software handles very well.
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 4/4.
Reporting any shortages or quality issues with selected materials
This is reading one thing and writing another: any shortages in, a record out. That is the shape today's tools are built for.
importance 50 · 8112/00
Source: “Report any shortages or quality issues with selected materials.” (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: Reporting shortages and material problems is straightforward reporting once they have been noticed.
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

6 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.

Reading and interpreting cutting instructions to plan the day's cutting schedule
The software now makes the first pass at instructions, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 65 · 8112/00
Source: “Read and interpret cutting instructions to plan the day's cutting schedule.” (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: Turning cutting instructions into a day’s schedule is planning work software does 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.
Examining guides and specification sheets to identify setup requirements
The software now makes the first pass at guides, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 8112/00
Source: “Examine guides and specification sheets to identify setup requirements.” (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 setup requirements out of written specifications is exactly the kind of reading software does quickly and reliably.
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 job sheets to determine required processes
The software now makes the first pass at job sheets, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 8112/00
Source: “Read job sheets to determine required processes, techniques, materials, or equipment.” (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: Working out from a job sheet what materials and methods are needed is paperwork 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.

Staying human

46 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.

Cutting products to specified dimensions
This work happens in the physical world: products, in a real place. Software cannot follow it there.
importance 90 · 8112/00
Source: “Cut products to specified dimensions, using hand or power cutters.” (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 product to size uses hand or power cutters.
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.
Operating machines to twist strands of yarn
This work happens in the physical world: machines, in a real place. Software cannot follow it there.
importance 90 · 8112/00
Source: “Operate machines to twist strands of yarn, enhancing their strength, smoothness, or uniformity.” (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 twisting machine means an operator on the mill floor.
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 textile machines
This work happens in the physical world: textile machines, in a real place. Software cannot follow it there.
importance 90 · 8112/00
Source: “Operate textile machines for winding, twisting, knitting, weaving, bonding, or stretching.” (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 textile machines is physical operation on the floor.
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 46 tasks

Identifying and reporting issues internally throughout the production process
changing shape
The software now makes the first pass at issues internally throughout the production process, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 55 · 8112/00
Source: “Identify and report issues internally throughout the production process, which affect quality and meeting deadlines.” (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: Flagging quality and deadline issues is reporting work, though it depends on noticing them in production.
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.
Interpreting product design briefs and drafting patterns that reflect the design and technical specifications using pattern cutting methods
changing shape
The software now makes the first pass at product design briefs, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 50 · 8112/00
Source: “Interpret product design briefs and draft patterns that reflect the design and technical specifications using pattern cutting methods.” (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: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Pattern software can draft from a brief, but a cutter still corrects the fit and technical detail.
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 0/4 · how much data exists 3/4.
Recording grade or identification numbers on tags and documentation
changing shape
The software now makes the first pass at grade, but part of it still happens in the physical world. So the job becomes checking and deciding rather than producing.
importance 50 · 8112/00
Source: “Record grade or identification numbers on tags and documentation.” (UK task statement)
How this row was scored
Exposure score: 41 out of 100 (34–48 allowing for uncertainty): partial 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: Recording grades and numbers is simple data entry, though the tags still get attached by hand.
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 4/4.
Selecting material to be cut and checking against the job sheet/specification for availability
staying human
This work happens in the physical world: material, in a real place. Software cannot follow it there.
importance 75 · 8112/00
Source: “Select material to be cut and check against the job sheet/specification for availability.” (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: Checking material against the job sheet is a document comparison, though the roll still has to be found.
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.
Reporting malfunctioning equipment to supervisors to arrange repairs
staying human
This work happens in the physical world: equipment, in a real place. Software cannot follow it there.
importance 60 · 8112/00
Source: “Report malfunctioning equipment to supervisors to arrange repairs.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 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: Reporting a fault is quick paperwork, but spotting it means being in the kitchen.
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 1/4 · how much data exists 3/4.
Monitoring production processes and reporting any operational issues
staying human
This work happens in the physical world: production processes, in a real place. Software cannot follow it there.
importance 75 · 8112/00
Source: “Monitor production processes and report any operational issues.” (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: Writing up issues is easy for software, but noticing them still means being on the production floor.
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.
Supporting continuous improvement activity within the organisation
staying human
The value here is that a specific person handles continuous improvement activity within the organisation and stands behind it. That is earned, not computed.
importance 60 · 8112/00
Source: “Support continuous improvement activity within the organisation.” (UK task statement)
How this row was scored
Exposure score: 26 out of 100 (19–33 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: Improvement ideas can be drafted, but making them stick depends on colleagues taking them up.
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 2/4 · how much data exists 2/4.
Reviewing samples as part of the production team
staying human
This work happens in the physical world: samples, in a real place. Software cannot follow it there.
importance 70 · 8112/00
Source: “Review samples as part of the production team, analyse any necessary changes, and make adjustments to the patterns.” (UK task statement)
How this row was scored
Exposure score: 24 out of 100 (17–31 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: Notes on sample changes can be drafted, but judging a sample means handling it with the team.
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 1/4 · how much data exists 3/4.
Positioning patterns of garment parts on fabric
staying human
This work happens in the physical world: patterns of garment parts, in a real place. Software cannot follow it there.
importance 60 · 8112/00
Source: “Position patterns of garment parts on fabric.” (UK task statement)
How this row was scored
Exposure score: 19 out of 100 (7–31 allowing for uncertainty): minimal exposure, low 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: Pattern nesting software is mature, but laying patterns on real cloth is done by hand.
The five ratings: output a model can produce 3/4 · 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.
Monitoring textile processing operations to detect malfunctions and maintain quality
staying human
This work happens in the physical world: textile processing operations, in a real place. Software cannot follow it there.
importance 85 · 8112/00
Source: “Monitor textile processing operations to detect malfunctions and maintain quality.” (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: Process data can be watched automatically, but catching faults on the machines means being on the floor.
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.
Following instructions on grain lines
staying human
This work happens in the physical world: instructions, in a real place. Software cannot follow it there.
importance 75 · 8112/00
Source: “Follow instructions on grain lines, pairs, and quantities during cutting to minimise material wastage.” (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: The cutting rules are written down, but following them happens with the fabric on the table.
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.
Inspecting material to ensure it meets quality standards
staying human
This work happens in the physical world: material, in a real place. Software cannot follow it there.
importance 75 · 8112/00
Source: “Inspect material to ensure it meets quality standards, identifying and reporting flaws and faults such as shading, holes, overprint, scruffs, fibre structure and marks.” (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: Image checking is improving, but spotting and reporting fabric faults means handling the material.
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.
Setting up, operate and adjusting conventional or CNC machining equipment settings and programmes
staying human
This work happens in the physical world: up, operate and adjusting conventional or CNC, in a real place. Software cannot follow it there.
importance 80 · 8112/00
Source: “Set up, operate, and adjust conventional or CNC machining equipment settings and programmes.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (6–14 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: Setting up and adjusting machining equipment is physical work done at the machine.
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.
Observing bobbins as they are winding
staying human
This work happens in the physical world: bobbins, in a real place. Software cannot follow it there.
importance 80 · 8112/00
Source: “Observe bobbins as they are winding.” (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: Watching bobbins wind and stepping in when they break is done standing at the frame.
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.
Inspecting machinery or equipment to diagnose faults
staying human
This work happens in the physical world: machinery, in a real place. Software cannot follow it there.
importance 70 · 8112/00
Source: “Inspect machinery or equipment to diagnose faults.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (4–12 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Inspecting machinery to find a fault means being at the machine.
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.
Spinning fibres into yarn for textile manufacturing
staying human
This work happens in the physical world: fibres, in a real place. Software cannot follow it there.
importance 90 · 8112/00
Source: “Spin fibres into yarn for textile manufacturing.” (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: Spinning fibre into yarn is machine work done in person.
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.
Cleaning and lubricating equipment as part of machine maintenance
staying human
This work happens in the physical world: equipment, in a real place. Software cannot follow it there.
importance 85 · 8112/00
Source: “Clean and lubricate equipment as part of machine maintenance.” (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: Cleaning and lubricating a machine 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 1/4.
Cutting threads to remove loaded bobbins
staying human
This work happens in the physical world: threads, in a real place. Software cannot follow it there.
importance 85 · 8112/00
Source: “Cut threads to remove loaded bobbins, using knives.” (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 threads to take off full bobbins is done by hand at the machine.
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.
Operating multi-unit winding machines to wind thread onto bobbins for various textile machinery
staying human
This work happens in the physical world: multi-unit winding machines, in a real place. Software cannot follow it there.
importance 85 · 8112/00
Source: “Operate multi-unit winding machines to wind thread onto bobbins for various textile machinery.” (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: Operating winding machines needs someone at the machine.
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 or cutting materials to specified measurements
staying human
This work happens in the physical world: materials, in a real place. Software cannot follow it there.
importance 85 · 8112/00
Source: “Shape or cut materials to specified measurements, using hand tools, machines, or power saws.” (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 and shaping material to size is done with tools on the 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.
Adjusting machine settings, speed or tension to produce products that meet specifications
staying human
This work happens in the physical world: machine settings, speed or tension, in a real place. Software cannot follow it there.
importance 80 · 8112/00
Source: “Adjust machine settings such as speed or tension to produce products that meet specifications.” (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: Changing machine speed and tension settings is done at the machine.
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.
Inserting bobbins into machines
staying human
This work happens in the physical world: bobbins, in a real place. Software cannot follow it there.
importance 80 · 8112/00
Source: “Insert bobbins into machines.” (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: Putting bobbins into machines is manual.
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 80 · 8112/00
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.
Placing spools of thread or pre-wound bobbins into shuttles
staying human
This work happens in the physical world: spools of thread, in a real place. Software cannot follow it there.
importance 80 · 8112/00
Source: “Place spools of thread or pre-wound bobbins into shuttles, spindles, or loopers of stitching machines.” (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 bobbins and spools is manual.
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.
Checking, cleaning, sharpen or change blades on cutting equipment
staying human
This work happens in the physical world: sharpen, in a real place. Software cannot follow it there.
importance 75 · 8112/00
Source: “Check, clean, sharpen, or change blades on cutting 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: Sharpening and changing blades is physical work on the 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 2/4.
Performing test production runs and making adjustments as necessary to ensure that completed products meet standards and specifications
staying human
This work happens in the physical world: test production runs, in a real place. Software cannot follow it there.
importance 75 · 8112/00
Source: “Perform test production runs and make adjustments as necessary to ensure that completed products meet standards and 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: work that happens in the physical world.
The rating behind it: Running test production and tweaking as you go is done at the machine.
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.
Starting machines, monitor operations and making adjustments
staying human
This work happens in the physical world: machines, monitor operations and making adjustments, in a real place. Software cannot follow it there.
importance 75 · 8112/00
Source: “Start machines, monitor operations, and make adjustments as needed.” (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: Starting a machine and adjusting it while it runs happens at the machine.
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.
Carrying out first line preventative maintenance on cutting equipment to ensure efficient performance
staying human
This work happens in the physical world: first line preventative maintenance, in a real place. Software cannot follow it there.
importance 70 · 8112/00
Source: “Carry out first line preventative maintenance on cutting equipment to ensure efficient performance.” (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: First-line maintenance on cutting equipment is done with tools on the machine.
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.
Measuring bobbins periodically using gauges
staying human
This work happens in the physical world: bobbins, in a real place. Software cannot follow it there.
importance 70 · 8112/00
Source: “Measure bobbins periodically using gauges.” (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: Gauging bobbins means measuring the actual bobbin 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 2/4.
Preparing materials for cutting, ensuring fabric pile and printing are appropriately
staying human
This work happens in the physical world: materials, in a real place. Software cannot follow it there.
importance 70 · 8112/00
Source: “Prepare materials for cutting, ensuring fabric pile and print are appropriately considered.” (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: Laying up fabric with the pile and print the right way is physical preparation.
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.
Removing spindles from machines
staying human
This work happens in the physical world: spindles, in a real place. Software cannot follow it there.
importance 70 · 8112/00
Source: “Remove spindles from machines.” (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 spindles out of a machine is a manual task.
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.
Stopping machines when specified amounts of product
staying human
This work happens in the physical world: machines, in a real place. Software cannot follow it there.
importance 70 · 8112/00
Source: “Stop machines when specified amounts of product have been produced.” (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: Stopping the machine at the right point is done at the machine.
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.
Trimming excess material or cutting threads off finished products for a smoother finish
staying human
This work happens in the physical world: excess material, in a real place. Software cannot follow it there.
importance 70 · 8112/00
Source: “Trim excess material or cut threads off finished products for a smoother finish.” (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: Trimming threads and material is done 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.
Grouping or sorting components together for the next production stage
staying human
This work happens in the physical world: components together, in a real place. Software cannot follow it there.
importance 65 · 8112/00
Source: “Group or sort components together for the next production stage.” (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: Sorting cut components into bundles 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 2/4.
Leveling and aligning machine components
staying human
This work happens in the physical world: machine components, in a real place. Software cannot follow it there.
importance 65 · 8112/00
Source: “Level and align machine components such as dies, cutters, and needles for operation readiness.” (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: Levelling and aligning dies, cutters and needles is precise hand 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.
Replacing depleted supply packages with full packages
staying human
This work happens in the physical world: depleted supply packages, in a real place. Software cannot follow it there.
importance 65 · 8112/00
Source: “Replace depleted supply packages with full packages.” (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: Swapping empty packages for full ones is manual machine tending.
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.
Separating products
staying human
This work happens in the physical world: products, in a real place. Software cannot follow it there.
importance 65 · 8112/00
Source: “Separate products according to weight, grade, size, or composition of materials used to produce them.” (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: Sorting products by weight, size or grade is physical handling on the line.
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.
Treating fabrics to make them stain or crease resistant
staying human
This work happens in the physical world: fabrics, in a real place. Software cannot follow it there.
importance 65 · 8112/00
Source: “Treat fabrics to make them stain or crease resistant.” (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 stain or crease-resist treatment happens at the finishing line.
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.
Cleaning production areas to maintain hygiene and safety standards
staying human
This work happens in the physical world: production areas, in a real place. Software cannot follow it there.
importance 60 · 8112/00
Source: “Clean production areas to maintain hygiene and safety 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: Cleaning production areas 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 2/4.
Installing machinery parts to ensure operational efficiency
staying human
This work happens in the physical world: machinery parts, in a real place. Software cannot follow it there.
importance 60 · 8112/00
Source: “Install machinery parts to ensure operational efficiency.” (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: Fitting machinery parts 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.
Replacing defective components or parts using hand tools and precision instruments
staying human
This work happens in the physical world: defective components, in a real place. Software cannot follow it there.
importance 60 · 8112/00
Source: “Replace defective components or parts using hand tools and precision instruments.” (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: Replacing parts with hand tools and precision instruments 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 3/4.
Marking or discarding items with defects
staying human
This work happens in the physical world: items, in a real place. Software cannot follow it there.
importance 55 · 8112/00
Source: “Mark or discard items with defects such as spots, stains, scars, snags, chips, scratches, or unacceptable shapes or finishes.” (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: Spotting a stain or chip and pulling the item out of the line means handling the goods.
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.
Replacing dulled cutting tools, saws
staying human
This work happens in the physical world: dulled cutting tools, saws, in a real place. Software cannot follow it there.
importance 55 · 8112/00
Source: “Replace dulled cutting tools such as saws.” (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: Changing a blunt blade is a manual maintenance task.
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.
Transporting material safely to the cutting table/area
staying human
This work happens in the physical world: material, in a real place. Software cannot follow it there.
importance 55 · 8112/00
Source: “Transport material safely to the cutting table/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: Moving material to the cutting table 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 2/4.
Preparing equipment and materials for the oncoming shift
staying human
This work happens in the physical world: equipment, in a real place. Software cannot follow it there.
importance 50 · 8112/00
Source: “Prepare equipment and materials for the oncoming shift.” (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 up machines and stock for the next shift is physical preparation.
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.
Transferring marks and notches to the material using the appropriate tools
staying human
This work happens in the physical world: marks, in a real place. Software cannot follow it there.
importance 50 · 8112/00
Source: “Transfer marks and notches to the material using the appropriate tools.” (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: Transferring marks and notches onto fabric is done by hand at the table.
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: £27,900a 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: 9,600in 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: material requirements in, a record out. The rows above are exactly that shape: estimating and calculating material requirements and recording fabric tensions and machine speeds. What it cannot do is be there in the room, and that is still where products 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: cutting products to specified dimensions is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 6% of this job's task weight sits in rows the software is already learning, 9% in rows that change shape rather than disappear, and 85% in rows it is nowhere near. That is the position, measured across 56 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. Estimating and calculating material requirements 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 material requirements, 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 products 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 reading and interpreting cutting instructions to plan the day's cutting schedule. 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 textile process operatives (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was sewing machinists: only about 16% of its durable work is work you already do and it pays 11.1% less. And on the numbers you do not need one. This job scores 13/100 here, with only 6% of the task list in the top band, and “cut products to specified dimensions, using hand or power cutters” 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.

Sewing machinists
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “cut products to specified dimensions, using hand or power cutters”. Across the whole of both lists that adds up to about 16% 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 16% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. It is a pay cut, in those words: £24,813 against your £27,915, 11.1% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →
Metal working machine 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: “start machines, monitor operations, and make adjustments as needed”. Across the whole of both lists that adds up to about 13% 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 13% 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 →
Textiles, garments and related trades n.e.c.
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “operate textile machines for winding, twisting, knitting, weaving, bonding, or stretching”. Across the whole of both lists that adds up to about 12% 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 12% 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 →

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: 6% of its task weight, across 56 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 cutting products to specified dimensions 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 Textile Bleaching and Dyeing Machine Operators and Tenders 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

The other groups this work is counted across:

In US official statistics this job is counted as Textile Bleaching and Dyeing Machine Operators and Tenders, Textile Knitting and Weaving Machine Setters, Operators, and Tenders, Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders and Textile, Apparel, and Furnishings Workers, All Other. Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.

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 textile process operatives, 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 6% 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 textile process operatives. 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 textile process operatives launches. Nothing else.

That did not look like an email address, so nothing was saved. Have another go below.

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No Space for textile process operatives yet. Should there be one?

Collab365 Spaces is built by the same people as this site. We find the problems that AI and automation are creating inside one kind of work, then solve them as short courses, briefings and Blueprints. Each Space is the community too, so the research and the people doing your job are in the same place.

What a Space actually is, in full

Collab365 launches new communities where the need is real. If one for textile process operatives existed, with researched problems, courses and people in the same boat, would you want in?

Your email

We use your email address for one thing: to tell you if a Space for textile process operatives launches. We never sell it, never use it for unrelated marketing, and every email has a one-click unsubscribe. Our privacy policy has the full version.

This unlocks nothing. Every figure, every row and every step on this page is already yours, whether you fill this in or not.

No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.

Questions people ask about this job

Will AI replace Textile process operatives?: Not as a job, but it is already doing parts of the work. Across the 56 official task statements scored for Textile process operatives (United Kingdom, SOC 8112), 6% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 13 out of 100 (range 11–18, 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 “Textile process operatives” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Estimate and calculate material requirements for cutting, considering factors like material relaxation and spreading” (75/100, high); “Record fabric tensions and machine speeds” (75/100, high); “Complete work docket documentation for cutting processes” (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 “Textile process operatives” stay human?: About 85% 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: “Transfer marks and notches to the material using the appropriate tools” (0/100, minimal); “Prepare equipment and materials for the oncoming shift” (0/100, minimal); “Transport material safely to the cutting table/area” (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 “Textile process operatives” do about AI?: Start from the ledger rather than the headline: 6% of this job's weighted core work is exposed, and roughly 85% 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 Textile process operatives 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 56 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.
2 tasks scored differently between repeat runs, so their range on this page is wider. We would rather show the wobble than hide it.
One row is marked low confidence, so treat it as a ballpark rather than a fine measurement.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
31 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.