Futureproof

US dataswitch to UK

Locksmiths and Safe Repairers

cutting new or duplicate keys, opening safe locks by drilling and setting up and maintaining master key systems. 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 new or duplicate keys is work software can't reach.

Your move: what you can actually do about this ↓

What shifts is keeping records of company locks and keys. This page scores what today's tools actually do, not headlines.

Your week, as this page understands it

Repair and open locks, make keys, change locks and safe combinations, and install and repair safes. The job title says “locksmiths” or “safe repairers”: officially one job, two names. The real job is the part underneath: cutting new or duplicate keys. 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 locksmiths and safe repairers is not one task. It is 14 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is cutting new or duplicate keys, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI
7%
changing shape
0%
staying human
93%

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

Whole-job exposure score 9 out of 100 (814 allowing for uncertainty): minimal exposure, across 14 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 locksmiths and safe repairers 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.

  • Keeping records of company locks and keys

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

    importance 4 · Core
    Source:Keep records of company locks and keys.” (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: Keeping a register of locks and keys is straightforward record work software does reliably.

    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

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

13 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 new or duplicate keys

    This work happens in the physical world: new or duplicate keys, in a real place. Software cannot follow it there.

    importance 5 · Core
    Source:Cut new or duplicate keys, using impressions or code key machines.” (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: Cutting keys is machine work done by hand on a blank.

    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 new or repaired tumblers into locks to change combinations

    This work happens in the physical world: new or repaired tumblers, in a real place. Software cannot follow it there.

    importance 5 · Core
    Source:Insert new or repaired tumblers into locks to change combinations.” (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: Fitting new tumblers into a lock is fine 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.

  • Moving picklocks in cylinders to open door locks without keys

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

    importance 5 · Core
    Source:Move picklocks in cylinders to open door locks without keys.” (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: Picking a lock is a physical skill done at the door.

    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 new or duplicate keys

    This work happens in the physical world: new or duplicate keys, in a real place. Software cannot follow it there.

    importance 5 · Core
    Source:Cut new or duplicate keys, using key cutting machines.” (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: Cutting duplicate keys is hand work at the key 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.

  • Opening safe locks by drilling

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

    importance 4 · Core
    Source:Open safe locks by drilling.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (07 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: Drilling a safe open is physical work at the safe.

    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 0/4.

  • Setting up and maintaining master key systems

    This work happens in the physical world: and maintaining master key systems, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Set up and maintain master key systems.” (O*NET task statement)
    How this row was scored

    Exposure score: 25 out of 100 (1832 allowing for uncertainty): low 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: Charting a master key system is planning work, but cutting and fitting the keys is done by hand.

    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 2/4.

  • Installing door hardware, such as locks and closers

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

    importance 4 · Core
    Source:Install door hardware, such as locks and closers.” (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: Fitting locks and door closers is hands-on installation.

    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.

  • Disassembling mechanical or electrical locking devices

    This work happens in the physical world: mechanical or electrical locking devices, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Disassemble mechanical or electrical locking devices, and repair or replace worn tumblers, springs, and other parts, using hand tools.” (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: Stripping and repairing locking devices is done with tools in 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.

  • Repairing and adjusting safes, vault doors and vault components, using hand tools, lathes, drill presses and welding and acetylene cutting apparatus

    This work happens in the physical world: safes, vault doors and vault components, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Repair and adjust safes, vault doors, and vault components, using hand tools, lathes, drill presses, and welding and acetylene cutting apparatus.” (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: Repairing safes and vault doors uses lathes, drills and welding gear.

    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 4 tasks
  • Installing alarm and electronic access systems

    staying human

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

    importance 4 · Core
    Source:Install alarm and electronic access systems.” (O*NET task statement)
    How this row was scored

    Exposure score: 10 out of 100 (317 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: Alarm and access systems are configured on a screen but mounted and wired on the building.

    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.

  • Installing safes, vault doors and depositing boxes according to blueprints, using equipment, power drills, taps, dies, truck cranes and dollies

    staying human

    This work happens in the physical world: safes, vault doors and depositing boxes, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Install safes, vault doors, and deposit boxes according to blueprints, using equipment such as power drills, taps, dies, truck cranes, and dollies.” (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: Moving and fixing safes and vault doors is heavy physical installation.

    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 interior and exterior finishes on safes and vaults

    staying human

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

    importance 2 · Supplemental
    Source:Remove interior and exterior finishes on safes and vaults, and spray on new finishes.” (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: Stripping and respraying safe finishes is hands-on refinishing 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.

  • Unlocking cars and other vehicles

    staying human

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

    importance 3 · Core
    Source:Unlock cars and other vehicles.” (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: Opening a locked vehicle means being at the vehicle.

    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 1/4 · how much data exists 1/4.

What this job pays, and how many people do it

Median pay
$51,320a 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
15,040in 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 company locks in, a record out. The rows above are exactly that shape: keeping records of company locks and keys. What it cannot do is be there in the room, and that is still where new or duplicate keys 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 new or duplicate keys 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, 0% in rows that change shape rather than disappear, and 93% in rows it is nowhere near. That is the position, measured across 14 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. Keeping records of company locks and keys 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 company locks, 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 new or duplicate keys 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 cutting new or duplicate keys. 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 locksmiths and safe repairers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was mechanical door repairers: only about 12% of its durable work is work you already do. And on the numbers you do not need one. This job scores 9/100 here, with only 7% of the task list in the top band, and “cut new or duplicate keys, using impressions or code key machines” 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.

  • Mechanical Door Repairers

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already install door hardware, such as locks and closers, and their equivalent is to prepare doors for hardware installation. Across both published task lists that is about 12% of the durable work in that job.

    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 →

  • Elevator and Escalator Installers and Repairers

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already disassemble mechanical or electrical locking devices, and repair or replace worn tumblers, springs…, and their equivalent is to disassemble defective units, and repair or replace parts. Across both published task lists that is about 2% of the durable work in that job.

    Why I am not recommending it: Almost none of it is work you already do: about 2% of the durable side of that job. That is a different job, not a next step. The pay gap is the market pricing a barrier: $109,910 against your $51,320 is 2.14× (OEWS May 2025 (both)), and you would be crossing it holding about 2% of their durable work. A gap that size with an overlap that small is a wish, not a route.

    Look at that job’s page anyway →

  • Computer, Automated Teller, and Office Machine Repairers

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already disassemble mechanical or electrical locking devices, and repair or replace worn tumblers, springs…, and their equivalent is to repair, adjust, or replace electrical or mechanical components or parts, using hand tools…. Across both published task lists that is about 2% of the durable work in that job.

    Why I am not recommending it: Almost none of it is work you already do: about 2% 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 14 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 new or duplicate keys 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 Tool makers, tool fitters and markers-out 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

In UK official statistics this job is counted as Tool makers, tool fitters and markers-out. Pay and employment stay on this page’s own group; the task list and the scores do not cross over.

Your route through this

Where to go next, and what it costs

Free, and complete

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

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

Nothing Collab365 runs is built for locksmiths / safe repairers, 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 locksmiths / safe repairers. 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 locksmiths / safe repairers 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 locksmiths / safe repairers 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 locksmiths / safe repairers 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 locksmiths / safe repairers 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 Locksmiths and Safe Repairers?
Not as a job, but it is already doing parts of the work. Across the 14 official task statements scored for Locksmiths and Safe Repairers (United States, SOC 49-9094), 7% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 9 out of 100 (range 8–14, 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 “Locksmiths and Safe Repairers” can AI already do?
The highest-scoring tasks in release 2026-q4.1 are: “Keep records of company locks and keys” (93/100, very high); “Set up and maintain master key systems” (25/100, low); “Install alarm and electronic access systems” (10/100, 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 “Locksmiths and Safe Repairers” stay human?
About 93% 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: “Unlock cars and other vehicles” (0/100, minimal); “Install door hardware, such as locks and closers” (0/100, minimal); “Cut new or duplicate keys, using impressions or code key machines” (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 “Locksmiths and Safe Repairers” do about AI?
Start from the ledger rather than the headline: 7% of this job's weighted core work is exposed, and roughly 93% 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 Locksmiths and Safe Repairers 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 14 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

  • One task scored differently between repeat runs, so its range on this page is wider. We would rather show the wobble than hide it.
  • The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
  • 4 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
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.