Futureproof

US dataswitch to UK

Medical Equipment Preparers

operating and maintaining steam autoclaves, reporting defective equipment to appropriate supervisors or staff and maintaining records of inventory or equipment usage and ordering medical instruments or supplies when inventory is low. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: cleaning instruments to prepare them for sterilization is work software can't reach.

Your move: what you can actually do about this ↓

What shifts is maintaining records of inventory or equipment usage and ordering medical instruments or supplies when inventory is low: the paper around the work, not the work.

Your week, as this page understands it

Prepare, sterilize, install, or clean laboratory or healthcare equipment. May perform routine laboratory tasks and operate or inspect equipment. The job title says “medical equipment preparers”. The real job is the part underneath: cleaning instruments to prepare them for sterilization. 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 medical equipment preparers is not one task. It is 15 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is cleaning instruments to prepare them for sterilization, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI
7%
changing shape
16%
staying human
77%

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

Whole-job exposure score 19 out of 100 (1624 allowing for uncertainty): minimal exposure, across 15 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 medical equipment preparers 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

1 task

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

  • Maintaining records of inventory or equipment usage and ordering medical instruments or supplies when inventory is low

    This is reading one thing and writing another: records of inventory in, a record out. That is the shape today's tools are built for.

    importance 5 · Core
    Source:Maintain records of inventory or equipment usage and order medical instruments or supplies when inventory is low.” (O*NET task statement)
    How this row was scored

    Exposure score: 93 out of 100 (8997 allowing for uncertainty): very high exposure, high confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.

    The rating behind it: Tracking stock levels and reordering when supplies run low is routine work inventory systems already do.

    The five ratings: output a model can produce 4/4 · 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

2 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.

  • Reporting defective equipment to appropriate supervisors or staff

    The software now makes the first pass at defective equipment, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.

    importance 5 · Core
    Source:Report defective equipment to appropriate supervisors or staff.” (O*NET task statement)
    How this row was scored

    Exposure score: 48 out of 100 (4155 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: Reporting a faulty item is a short written notice software drafts easily once the fault is known.

    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.

  • Recording sterilizer test results

    The software now makes the first pass at sterilizer test results, but part of it still happens in the physical world. So the job becomes checking and deciding rather than producing.

    importance 5 · Core
    Source:Record sterilizer test results.” (O*NET task statement)
    How this row was scored

    Exposure score: 46 out of 100 (4250 allowing for uncertainty): partial exposure, high 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: Logging sterilizer test results is straightforward record keeping, though someone must be there to read the indicator.

    The five ratings: output a model can produce 4/4 · 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.

Staying human

12 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.

  • Checking sterile supplies to ensure that they are not

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

    importance 5 · Core
    Source:Check sterile supplies to ensure that they are not outdated.” (O*NET task statement)
    How this row was scored

    Exposure score: 19 out of 100 (1226 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: Expiry dates can be tracked in a database, but checking the actual packs on the shelf is physical.

    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.

  • Cleaning instruments to prepare them for sterilization

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

    importance 5 · Core
    Source:Clean instruments to prepare them for sterilization.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Scrubbing instruments clean before sterilization is physical work at the sink.

    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.

  • Organizing and assembling routine or specialty surgical instrument trays or other sterilized supplies

    This work happens in the physical world: routine or specialty surgical instrument trays, in a real place. Software cannot follow it there.

    importance 5 · Core
    Source:Organize and assemble routine or specialty surgical instrument trays or other sterilized supplies, filling special requests as needed.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Assembling surgical instrument trays means physically picking and laying out each 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.

  • Examining equipment to detect leaks

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

    importance 5 · Core
    Source:Examine equipment to detect leaks, worn or loose parts, or other indications of disrepair.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 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 leaks, wear or loose parts means handling the equipment and looking closely at it.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.

  • Operating and maintaining steam autoclaves

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

    importance 5 · Core
    Source:Operate and maintain steam autoclaves, keeping records of loads completed, items in loads, and maintenance procedures performed.” (O*NET task statement)
    How this row was scored

    Exposure score: 14 out of 100 (721 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 load records are simple to keep, but loading and running an autoclave is hands-on work.

    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.

  • Stocking crash carts or other medical supplies

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

    importance 5 · Core
    Source:Stock crash carts or other medical supplies.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Restocking a crash cart means physically placing supplies in it.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.

  • Starting equipment and observing gauges and equipment operation to detect malfunctions and to ensure equipment is operating to prescribed standards

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

    importance 5 · Core
    Source:Start equipment and observe gauges and equipment operation to detect malfunctions and to ensure equipment is operating to prescribed standards.” (O*NET task statement)
    How this row was scored

    Exposure score: 14 out of 100 (721 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: Gauges can be read remotely on newer machines, but starting equipment and watching it run is done at the machine.

    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.

Show the other 5 tasks
  • Attending hospital in-service programs related to areas of work specialization

    staying human

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

    importance 4 · Core
    Source:Attend hospital in-service programs related to areas of work specialization.” (O*NET task statement)
    How this row was scored

    Exposure score: 17 out of 100 (1024 allowing for uncertainty): minimal exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; work that happens in the physical world.

    The rating behind it: Attending in-service training means the worker themselves taking part; nobody can learn on their behalf.

    The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

  • Disinfecting and sterilizing equipment, such as respirators, hospital beds or oxygen or dialysis equipment, using sterilizers, aerators or washers

    staying human

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

    importance 5 · Supplemental
    Source:Disinfect and sterilize equipment, such as respirators, hospital beds, or oxygen or dialysis equipment, using sterilizers, aerators, or washers.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Disinfecting and sterilizing beds and respirators is physical handling of 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.

  • Purging wastes from equipment by connecting equipment to water sources and flushing water through systems

    staying human

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

    importance 4 · Supplemental
    Source:Purge wastes from equipment by connecting equipment to water sources and flushing water through systems.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Connecting equipment to water and flushing it through 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.

  • Delivering equipment to specified hospital locations or to patients' residences

    staying human

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

    importance 4 · Supplemental
    Source:Deliver equipment to specified hospital locations or to patients' residences.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Delivering equipment to wards or homes means physically moving it there.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.

  • Assisting hospital staff with patient care duties

    staying human

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

    importance 3 · Supplemental
    Source:Assist hospital staff with patient care duties, such as providing transportation or setting up traction.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Helping move patients or set up traction is direct physical assistance.

    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
$47,700a year, the middle of the range, so half earn more and half earn less.bls-oews, 2025 · May 2025 estimates (national_M2025_dl.xlsx)
How we know this

Source: bls-oews

Reference period: May 2025 estimates (national_M2025_dl.xlsx)

Rounding: Shown as published.

People doing this job
77,420in the US, 2025.bls-oews · May 2025 estimates (national_M2025_dl.xlsx)

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: records of inventory in, a record out. The rows above are exactly that shape: maintaining records of inventory or equipment usage and ordering medical instruments or supplies when inventory is low and reporting defective equipment to appropriate supervisors or staff. What it cannot do is be there in the room, and that is still where instruments 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: cleaning instruments to prepare them for sterilization is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 7% of this job's task weight sits in rows the software is already learning, 16% in rows that change shape rather than disappear, and 77% in rows it is nowhere near. That is the position, measured across 15 scored tasks. It is not a forecast about you.

So the thing worth your attention is not the job going away. It is the layer around it. Maintaining records of inventory or equipment usage and ordering medical instruments or supplies when inventory is low 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 records of inventory, 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 sterile supplies are in scope or not. Nothing to log into, no license 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 reporting defective equipment to appropriate supervisors or staff. 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, use CareerOneStop - Find local training. It is free, it is the Labor Department's own service, 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 US occupations to medical equipment preparers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was surgical technologists: only about 9% of its durable work is work you already do. And on the numbers you do not need one. This job scores 19/100 here, with only 7% of the task list in the top band, and “report defective equipment to appropriate supervisors or staff” 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 830 US 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.

  • Surgical Technologists

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already record sterilizer test results, and their equivalent is to wash and sterilize equipment, using germicides and sterilizers. Across both published task lists that is about 9% of the durable work in that job.

    Why I am not recommending it: Almost none of it is work you already do: about 9% of the durable side of that job. That is a different job, not a next step.

    Look at that job’s page anyway →

  • Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already start equipment and observe gauges and equipment operation to detect malfunctions and to…, and their equivalent is to monitor equipment operation, gauges, and panel lights to detect deviations from standards. Across both published task lists that is about 6% of the durable work in that job.

    Why I am not recommending it: Almost none of it is work you already do: about 6% of the durable side of that job. That is a different job, not a next step. And it is a narrow door: about 14,280 of those jobs against 77,420 of yours (OEWS May 2025), 18% as many seats.

    Look at that job’s page anyway →

  • Chemical Equipment Operators and Tenders

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already start equipment and observe gauges and equipment operation to detect malfunctions and to…, and their equivalent is to patrol work areas to detect leaks or equipment malfunctions or to monitor operating…. Across both published task lists that is about 4% of the durable work in that job.

    Why I am not recommending it: Almost none of it is work you already do: about 4% of the durable side of that job. That is a different job, not a next step.

    Look at that job’s page anyway →

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: 7% of its task weight, across 15 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 cleaning instruments to prepare them for sterilization 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 States figures

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

Switch to the United Kingdom page →partial match

The other groups this work is counted across:

In UK official statistics this job is counted as Nursing auxiliaries and assistants and Dental nurses. 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.

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

Nothing Collab365 runs is built for medical equipment preparers, 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 7% 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 medical equipment preparers. 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 medical equipment preparers 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 medical equipment preparers 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 medical equipment preparers 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 medical equipment preparers 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 Medical Equipment Preparers?
Not as a job, but it is already doing parts of the work. Across the 15 official task statements scored for Medical Equipment Preparers (United States, SOC 31-9093), 7% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 19 out of 100 (range 16–24, 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 “Medical Equipment Preparers” can AI already do?
The highest-scoring tasks in release 2026-q4.1 are: “Maintain records of inventory or equipment usage and order medical instruments or supplies when inventory is low” (93/100, very high); “Report defective equipment to appropriate supervisors or staff” (48/100, partial); “Record sterilizer test results” (46/100, partial). 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 “Medical Equipment Preparers” stay human?
About 77% 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: “Stock crash carts or other medical supplies” (0/100, minimal); “Assist hospital staff with patient care duties, such as providing transportation or setting up traction” (0/100, minimal); “Deliver equipment to specified hospital locations or to patients' residences” (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 “Medical Equipment Preparers” do about AI?
Start from the ledger rather than the headline: 7% of this job's weighted core work is exposed, and roughly 77% 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 Medical Equipment Preparers 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 15 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

Worth knowing about these figures

  • The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
  • 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
onet-dbProcessing: catalogue-bridge → onet-im-rt-weighting → task-scoring → score-aggregation
Task weights
onet-db (im-rt)
Scores
Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment
bls-oews (May 2025 estimates (national_M2025_dl.xlsx))bls-oews (May 2025 estimates (national_M2025_dl.xlsx))

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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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}
}

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.