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Sewing machinists

attaching buttons, hooks, zips, fasteners or other accessories, carrying out quality assurance checks and conducting quality assurance checks to ensure product standards are met. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: attaching buttons, hooks, zips, fasteners or other accessories to fabric, using feeding hoppers or clamp holders is work software can't reach.

Your move: what you can actually do about this ↓

What shifts is the routine end of the work: the paper around the work, not the work.

Your week, as this page understands it

Sewing machinists sew and finish garments by hand or machine, rectify faults in manufactured textile goods and repair worn and damaged garments. The job title says “sewing machinists”. The real job is the part underneath: attaching buttons, hooks, zips, fasteners or other accessories to fabric, using feeding hoppers or clamp holders. 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 sewing machinists is not one task. It is 42 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is attaching buttons, hooks, zips, fasteners or other accessories to fabric, using feeding hoppers or clamp holders, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI
0%
changing shape
0%
staying human
100%

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

Whole-job exposure score 2 out of 100 (1–7 allowing for uncertainty): minimal exposure, across 42 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 sewing machinists 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 2026-08-05. 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

0 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.

Nothing in this job’s scored task list landed in this group. That is the measurement, not an editorial choice, and it is worth knowing either way.

Changing shape

0 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.

Nothing in this job’s scored task list landed in this group. That is the measurement, not an editorial choice, and it is worth knowing either way.

Staying human

42 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.

  • Attaching buttons, hooks, zips, fasteners or other accessories to fabric, using feeding hoppers or clamp holders

    This work happens in the physical world: buttons, hooks, zips, fasteners or other accessories, in a real place. Software cannot follow it there.

    importance 90 · 8146/00
    Source: “Attach buttons, hooks, zips, fasteners, or other accessories to fabric, using feeding hoppers or clamp holders.” (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: Fixing buttons and zips onto fabric is machine work with hands.

    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.

  • Guiding garments or garment parts under machine needles and presser feet to sew parts together

    This work happens in the physical world: garments, in a real place. Software cannot follow it there.

    importance 90 · 8146/00
    Source: “Guide garments or garment parts under machine needles and presser feet to sew parts together.” (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: Guiding fabric under a needle is entirely 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 2/4.

  • Performing sewing machinist operations to meet product instructions

    This work happens in the physical world: machinist operations, in a real place. Software cannot follow it there.

    importance 90 · 8146/00
    Source: “Perform sewing machinist operations to meet product instructions, quality, and speed 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: Meeting speed and quality standards at the machine is physical skill.

    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.

  • Sewing garments or books using needles and thread or sewing machines

    This work happens in the physical world: garments, in a real place. Software cannot follow it there.

    importance 90 · 8146/00
    Source: “Sew garments or books using needles and thread or sewing 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: Sewing is hands-on machine 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.

  • Adjusting machine settings, speed or tension to produce products that meet specifications

    This work happens in the physical world: machine settings, speed or tension, in a real place. Software cannot follow it there.

    importance 85 · 8146/00
    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.

  • Cutting and assembling fabric pieces to make up garments

    This work happens in the physical world: fabric pieces, in a real place. Software cannot follow it there.

    importance 85 · 8146/00
    Source: “Cut and assemble fabric pieces to make up garments.” (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 assembling fabric pieces 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 2/4.

  • Checking finished work against the pattern instructions

    This work happens in the physical world: finished work against the pattern instructions, in a real place. Software cannot follow it there.

    importance 80 · 8146/00
    Source: “Check finished work against the pattern instructions.” (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: Instructions are easy to digitise, but checking the actual garment means having it in front of you.

    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 machine settings for different tasks

    This work happens in the physical world: machine settings, in a real place. Software cannot follow it there.

    importance 80 · 8146/00
    Source: “Adjust machine settings for different tasks.” (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: Changing settings between jobs is done standing at the machine, though the settings themselves are written down.

    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.

  • Cutting products to specified dimensions

    This work happens in the physical world: products, in a real place. Software cannot follow it there.

    importance 80 · 8146/00
    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.

  • Following a set of instructions for each sewing job

    This work happens in the physical world: a set of instructions, in a real place. Software cannot follow it there.

    importance 80 · 8146/00
    Source: “Follow a set of instructions for each sewing job.” (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: Following the job instructions means doing the sewing 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.

Show the other 32 tasks

  • Maintaining and promoting workplace health and safety

    staying human

    This work happens in the physical world: workplace health, in a real place. Software cannot follow it there.

    importance 50 · 8146/00
    Source: “Maintain and promote workplace health and safety.” (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 same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.

    The rating behind it: Safety guidance and briefings can be written automatically, but keeping the working area safe happens physically where the machines are.

    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 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 70 · 8146/00
    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.

  • Carrying out quality assurance checks

    staying human

    This work happens in the physical world: quality assurance checks, in a real place. Software cannot follow it there.

    importance 70 · 8146/00
    Source: “Carry out quality assurance checks, including comparing output with shade card specifications.” (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: Shade cards and specifications are documented, but comparing real cloth to them is done by eye and hand.

    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.

  • Organising batches of materials, pack or dispatching for the next stage in the production process

    staying human

    This work happens in the physical world: batches of materials, pack, in a real place. Software cannot follow it there.

    importance 50 · 8146/00
    Source: “Organise batches of materials, pack, or dispatch for the next stage in the production process.” (UK task statement)
    How this row was scored

    Exposure score: 14 out of 100 (2–26 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: Dispatch paperwork is easy to automate, but batching and packing the materials is physical.

    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.

  • Examining repair tags and markings on garments and marking errors

    staying human

    This work happens in the physical world: repair tags, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    Source: “Examine repair tags and markings on garments and mark errors as necessary.” (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: Repair tags can be read digitally, but the garment has to be examined and marked by hand.

    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.

  • 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 70 · 8146/00
    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.

  • Operating single or double needle overlocking machines to join or reinforcing material

    staying human

    This work happens in the physical world: single, in a real place. Software cannot follow it there.

    importance 80 · 8146/00
    Source: “Operate single or double needle overlocking machines to join or reinforce material.” (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: Overlocking is machine work with the fabric in your hands.

    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 specialised or automatic sewing machine functions

    staying human

    This work happens in the physical world: specialised, in a real place. Software cannot follow it there.

    importance 80 · 8146/00
    Source: “Perform specialised or automatic sewing machine functions, such as buttonhole making or tacking.” (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: Buttonholing and tacking are 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.

  • Removing sewn workpieces from sewing machines

    staying human

    This work happens in the physical world: sewn workpieces, in a real place. Software cannot follow it there.

    importance 80 · 8146/00
    Source: “Remove sewn workpieces from sewing 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 finished work off the machine 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.

  • Altering items by adding missing stitches

    staying human

    This work happens in the physical world: items, in a real place. Software cannot follow it there.

    importance 70 · 8146/00
    Source: “Alter items by adding missing stitches.” (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: Adding missing stitches is handwork on the item.

    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.

  • Folding twist, stretch or drape material in preparation for sewing

    staying human

    This work happens in the physical world: twist, stretch or drape material, in a real place. Software cannot follow it there.

    importance 70 · 8146/00
    Source: “Fold, twist, stretch, or drape material in preparation for sewing.” (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: Handling fabric to get it ready for sewing is pure hand work and needs a person 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.

  • Inspecting assembled or finished products to ensure conformance

    staying human

    This work happens in the physical world: assembled, in a real place. Software cannot follow it there.

    importance 70 · 8146/00
    Source: “Inspect assembled or finished products to ensure conformance to specifications, using precision measuring 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: work that happens in the physical world.

    The rating behind it: Measuring finished products with precision instruments requires handling 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 2/4.

  • Matching cloth pieces in correct sequences prior to sewing them

    staying human

    This work happens in the physical world: cloth pieces, in a real place. Software cannot follow it there.

    importance 70 · 8146/00
    Source: “Match cloth pieces in correct sequences prior to sewing them, and verify that dye lots and patterns match.” (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: Matching cloth pieces and dye lots means handling the fabric.

    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 flat-bed felling machines to decorate material or articles

    staying human

    This work happens in the physical world: flat-bed felling machines, in a real place. Software cannot follow it there.

    importance 70 · 8146/00
    Source: “Operate flat-bed felling machines to decorate material or articles.” (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: Felling machines need an operator 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.

  • 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 70 · 8146/00
    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.

  • Rectifying sewn product output issues by undoing stitching

    staying human

    This work happens in the physical world: sewn product output issues, in a real place. Software cannot follow it there.

    importance 70 · 8146/00
    Source: “Rectify sewn product output issues by undoing stitching.” (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: Unpicking and re-sewing is 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.

  • Replacing worn or defective needles and other components using hand tools

    staying human

    This work happens in the physical world: worn, in a real place. Software cannot follow it there.

    importance 70 · 8146/00
    Source: “Replace worn or defective needles and other components using hand 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: Changing needles and components with hand tools 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.

  • 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 · 8146/00
    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.

  • Attaching trimmings and labels to articles with adhesive

    staying human

    This work happens in the physical world: trimmings, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    Source: “Attach trimmings and labels to articles with adhesive, using brushes or adhesive guns.” (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: Gluing on trims and labels 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 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 60 · 8146/00
    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.

  • Inserting bobbins into machines

    staying human

    This work happens in the physical world: bobbins, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    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 garments to locate defects or damage

    staying human

    This work happens in the physical world: garments, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    Source: “Inspect garments to locate defects or damage.” (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: Finding a tear or a mark means examining the garment itself.

    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.

  • Marking or pinning appliques on fabric to achieve design variations

    staying human

    This work happens in the physical world: appliques, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    Source: “Mark or pin appliques on fabric to achieve design variations.” (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: Pinning appliques onto fabric is 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.

  • Obtaining materials and accessories and preparing equipment for sewing machinist operations

    staying human

    This work happens in the physical world: materials, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    Source: “Obtain materials and accessories, and prepare equipment for sewing machinist operations.” (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: Fetching materials and setting up machines 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.

  • Performing routine maintenance on machinery

    staying human

    This work happens in the physical world: routine maintenance, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    Source: “Perform routine maintenance on machinery, tools, and equipment to ensure their efficiency and meet production expectations.” (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: Routine maintenance of machinery and tools 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.

  • Positioning items under needles using marks on machines

    staying human

    This work happens in the physical world: items under needles, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    Source: “Position items under needles using marks on machines, clamps, templates, or cloth as guides.” (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 work under the needle 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 2/4.

  • Preparing sewn products for the next stage in the process

    staying human

    This work happens in the physical world: sewn products, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    Source: “Prepare sewn products for the next stage in the process.” (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 sewn items ready for the next stage 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.

  • Providing sewing tools and materials to support garment production

    staying human

    This work happens in the physical world: tools, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    Source: “Provide sewing tools and materials to support garment production.” (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: Supplying tools and materials to the line 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.

  • Repairing garments by adding replacement parts

    staying human

    This work happens in the physical world: garments, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    Source: “Repair garments by adding replacement parts.” (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: Replacing garment parts is 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.

  • Threading ends of items like thread

    staying human

    This work happens in the physical world: ends of items like thread, in a real place. Software cannot follow it there.

    importance 60 · 8146/00
    Source: “Thread ends of items like thread, cloth, and lace through needles, rollers, and around take-up tubes.” (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: Threading machines is fiddly manual 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.

  • Feeding originals into feed rolls

    staying human

    This work happens in the physical world: originals, in a real place. Software cannot follow it there.

    importance 50 · 8146/00
    Source: “Feed originals into feed rolls.” (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 material into rolls 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.

  • Sanding rough areas of needles to ensure smooth operation

    staying human

    This work happens in the physical world: rough areas of needles, in a real place. Software cannot follow it there.

    importance 50 · 8146/00
    Source: “Sand rough areas of needles to ensure smooth operation.” (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: Sanding needles smooth is 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
£24,800a 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
19,100in 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. Almost none of this job is reading one thing and writing another (the shape today's tools are built for), because the work turns on buttons, hooks, zips, fasteners or other accessories, which happens with people and things rather than on a screen. The rows above are the evidence rather than the reassurance: attaching buttons, hooks, zips, fasteners or other accessories and guiding garments or garment parts under machine needles and presser feet to sew parts together. The parts that are changing are the paperwork and the tools around the job, not the middle of it, 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: attaching buttons, hooks, zips, fasteners or other accessories to fabric, using feeding hoppers or clamp holders is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 0% of this job's task weight sits in rows the software is already learning, 0% in rows that change shape rather than disappear, and 100% in rows it is nowhere near. That is the position, measured across 42 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. The routine end of the work 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 the routine work, 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 buttons, hooks, zips, fasteners or other accessories 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 attaching buttons, hooks, zips, fasteners or other accessories to fabric, using feeding hoppers or clamp holders. 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 sewing machinists (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was textiles, garments and related trades n.e.c.: only about 23% of its durable work is work you already do. And on the numbers you do not need one. This job scores 2/100 here, with only 0% of the task list in the top band, and “attach buttons, hooks, zips, fasteners, or other accessories to fabric, using feeding…” 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.

  • 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: “replace worn or defective needles and other components using hand tools”. Across the whole of both lists that adds up to about 23% 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 23% 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 →

  • Textile 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: “cut products to specified dimensions, using hand or power cutters”. Across the whole of both lists that adds up to about 19% 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 19% 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 →

  • Print finishing and binding workers

    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 10% 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 10% 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: 0% of its task weight, across 42 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 attaching buttons, hooks, zips, fasteners or other accessories to fabric, using feeding hoppers or clamp holders 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 Sewing Machine Operators 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 Sewing Machine Operators, Textile Knitting and Weaving 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.

Why there is no community here

Collab365, who build this site, run paid Spaces for a small number of subjects, and none of them is built for this job. We are not going to point you at the nearest one and call it a fit.

So the free services listed on this page are the whole answer, and it is the same answer we would give a friend.

Noted, and thank you. We’ll email you if a Space for sewing machinists launches. Nothing else.

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

We could not save that. The fault is ours, not yours, and your address was not stored. Please try again later.

No Space for sewing machinists 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 sewing machinists existed, with researched problems, courses and people in the same boat, would you want in?

We use your email address for one thing: to tell you if a Space for sewing machinists 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 Sewing machinists?
Not as a job, but it is already doing parts of the work. Across the 42 official task statements scored for Sewing machinists (United Kingdom, SOC 8146), 0% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 2 out of 100 (range 1–7, 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 “Sewing machinists” can AI already do?
The highest-scoring tasks in release 2026-q4.1 are: “Maintain and promote workplace health and safety” (21/100, low); “Position patterns of garment parts on fabric” (19/100, minimal); “Check finished work against the pattern instructions” (14/100, minimal). 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 “Sewing machinists” stay human?
About 100% 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: “Sand rough areas of needles to ensure smooth operation” (0/100, minimal); “Feed originals into feed rolls” (0/100, minimal); “Thread ends of items like thread, cloth, and lace through needles, rollers, and around take-up tubes” (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 “Sewing machinists” do about AI?
Start from the ledger rather than the headline: 0% of this job's weighted core work is exposed, and roughly 100% 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 Sewing machinists 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 42 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.
  • 2 rows are marked low confidence, so treat them 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.
  • 11 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.

How we score a jobDownload this releaseLook up another job

Using these figures?

Cite this

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 . 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.