US dataswitch to UK
Brickmasons and Blockmasons
measuring distance from reference points and marking guidelines to lay out work, breaking or cutting bricks, tiles or blocks and interpreting blueprints and drawings to determine specifications and to calculate the materials. If that's your week, this page is about your job.
The honest answer
AI changes the edges of this job, not the middle: measuring distance from reference points and marking guidelines to lay out work is work software can't reach.
What shifts is interpreting blueprints and drawings to determine specifications and to calculate the materials: the paper around the work, not the work.
Your week, as this page understands it
Lay and bind building materials, such as brick, structural tile, concrete block, cinder block, glass block, and terra-cotta block, with mortar and other substances, to construct or repair walls, partitions, arches, sewers, and other structures. The job title says “brickmasons” or “blockmasons”: officially one job, two names. The real job is the part underneath: measuring distance from reference points and marking guidelines to lay out work. 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 brickmasons and blockmasons 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 measuring distance from reference points and marking guidelines to lay out work, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 8%
- changing shape
- 0%
- staying human
- 92%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 10 out of 100 (9–15 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 brickmasons and blockmasons 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.
- 2 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
- Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.
Shifting to AI
1 taskTasks 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.
Interpreting blueprints and drawings to determine specifications and to calculate the materials
This is reading one thing and writing another: blueprints in, a record out. That is the shape today's tools are built for.
importance 4 · CoreSource: “Interpret blueprints and drawings to determine specifications and to calculate the materials required.” (O*NET task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Reading drawings and working out how much material a job needs is document and calculation work.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Changing shape
0 tasksTasks 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 tasksTasks 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.
Measuring distance from reference points and marking guidelines to lay out work
This work happens in the physical world: distance, in a real place. Software cannot follow it there.
importance 5 · CoreSource: “Measure distance from reference points and mark guidelines to lay out work, using plumb bobs and levels.” (O*NET 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: Marking out lines on the actual wall with a level and plumb bob 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 3/4.
Constructing corners by fastening in plumb position a corner pole or building a corner pyramid of bricks
This work happens in the physical world: corners, in a real place. Software cannot follow it there.
importance 5 · CoreSource: “Construct corners by fastening in plumb position a corner pole or building a corner pyramid of bricks, and filling in between the corners using a line from corner to corner to guide each course, or layer, of brick.” (O*NET 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: Building a corner in plumb is skilled physical work with brick and mortar.
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.
Calculating angles and courses and determining vertical and horizontal alignment of courses
This work happens in the physical world: angles, in a real place. Software cannot follow it there.
importance 4 · CoreSource: “Calculate angles and courses and determine vertical and horizontal alignment of courses.” (O*NET task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: The arithmetic of courses and angles is easy to compute, but checking alignment means eyes on the wall.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Breaking or cutting bricks, tiles or blocks to size, using trowel edge, hammer or power saw
This work happens in the physical world: bricks, tiles or blocks, in a real place. Software cannot follow it there.
importance 4 · CoreSource: “Break or cut bricks, tiles, or blocks to size, using trowel edge, hammer, or power saw.” (O*NET 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 brick to size is physical work with hammer, trowel or saw.
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 excess mortar with trowels and hand tools
This work happens in the physical world: excess mortar, in a real place. Software cannot follow it there.
importance 4 · CoreSource: “Remove excess mortar with trowels and hand tools, and finish mortar joints with jointing tools, for a sealed, uniform appearance.” (O*NET 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: Striking and finishing mortar joints is done by hand at the wall.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Applying and smoothing mortar or other mixture over work surface
This work happens in the physical world: mortar, in a real place. Software cannot follow it there.
importance 4 · CoreSource: “Apply and smooth mortar or other mixture over work surface.” (O*NET 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: Spreading and smoothing mortar is done by hand with a trowel.
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 working surface to remove scale
This work happens in the physical world: surface, in a real place. Software cannot follow it there.
importance 4 · CoreSource: “Clean working surface to remove scale, dust, soot, or chips of brick and mortar, using broom, wire brush, or scraper.” (O*NET 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: Brushing and scraping surfaces clean is 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 2/4.
Fastening or fusing brick or other building material to structure with wire clamps
This work happens in the physical world: brick, in a real place. Software cannot follow it there.
importance 4 · CoreSource: “Fasten or fuse brick or other building material to structure with wire clamps, anchor holes, torch, or cement.” (O*NET 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 brickwork to a structure is hands-on.
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 brickwork or structure to determine need for repair
This work happens in the physical world: brickwork, in a real place. Software cannot follow it there.
importance 4 · CoreSource: “Examine brickwork or structure to determine need for repair.” (O*NET 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: Judging whether brickwork needs repair means looking at and touching the actual structure.
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.
Show the other 4 tasks
Mixing specified amounts of sand
staying humanThis work happens in the physical world: specified amounts of sand, in a real place. Software cannot follow it there.
importance 4 · CoreSource: “Mix specified amounts of sand, clay, dirt, or mortar powder with water to form refractory mixtures.” (O*NET 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: Mixing mortar to the right consistency is physical work with materials on site.
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.
Laying and aligning bricks, blocks or tiles to build or repair structures or high temperature equipment
staying humanThis work happens in the physical world: bricks, blocks or tiles, in a real place. Software cannot follow it there.
importance 3 · SupplementalSource: “Lay and align bricks, blocks, or tiles to build or repair structures or high temperature equipment, such as cupola, kilns, ovens, or furnaces.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Laying and aligning brick is the physical craft at the center of the trade.
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 burned or damaged brick or mortar
staying humanThis work happens in the physical world: burned, in a real place. Software cannot follow it there.
importance 3 · CoreSource: “Remove burned or damaged brick or mortar, using sledgehammer, crowbar, chipping gun, or chisel.” (O*NET 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: Breaking out damaged brick with a hammer or chisel is heavy 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 2/4.
Spraying or spreading refractory material over brickwork to protect against deterioration
staying humanThis work happens in the physical world: refractory material over brickwork, in a real place. Software cannot follow it there.
importance 3 · SupplementalSource: “Spray or spread refractory material over brickwork to protect against deterioration.” (O*NET 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: Spraying refractory coating onto brickwork is applied by hand on site.
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.
What this job pays, and how many people do it
- Median pay
- $62,120a 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
- 52,550in 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: blueprints in, a record out. The rows above are exactly that shape: interpreting blueprints and drawings to determine specifications and to calculate the materials. What it cannot do is be there in the room, and that is still where distance gets 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: measuring distance from reference points and marking guidelines to lay out work is the middle of this job, and the evidence on this page says it stays with a person.
So, given all that: 8% of this job's task weight sits in rows the software is already learning, 0% in rows that change shape rather than disappear, and 92% 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. Interpreting blueprints and drawings to determine specifications and to calculate the materials 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 blueprints, 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 distance is 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 measuring distance from reference points and marking guidelines to lay out work. 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 brickmasons and blockmasons (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was stonemasons: only about 8% of its durable work is work you already do and there are far fewer of those jobs than of yours. And on the numbers you do not need one. This job scores 10/100 here, with only 8% of the task list in the top band, and “measure distance from reference points and mark guidelines to lay out work…” 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.
Stonemasons
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already remove excess mortar with trowels and hand tools, and finish mortar joints with…, and their equivalent is to remove wedges, fill joints between stones, finish joints between stones, using a trowel…. Across both published task lists that is about 8% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 8% of the durable side of that job. That is a different job, not a next step. And it is a narrow door: about 7,820 of those jobs against 52,550 of yours (OEWS May 2025), 15% as many seats.
Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already clean working surface to remove scale, dust, soot, or chips of brick and…, and their equivalent is to remove damaged tile, brick, or mortar, and clean or prepare surfaces, using pliers…. 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. It is a pay cut, in those words: $47,550 against your $62,120, 23.5% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.
Refractory Materials Repairers, Except Brickmasons
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already mix specified amounts of sand, clay, dirt, or mortar powder with water to…, and their equivalent is to mix specified amounts of sand, clay, mortar powder, and water to form refractory…. 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. And it is a narrow door: about 1,080 of those jobs against 52,550 of yours (OEWS May 2025), 2% as many seats.
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: 8% 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 measuring distance from reference points and marking guidelines to lay out work 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 Bricklayers 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 Bricklayers. 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.
Anywhere in the US:
CareerOneStop - Find local training
Search what's running near you, from the Labor Department's own database, before anyone sells you a course.
Free to search; individual programs vary, and some are funded
Anywhere in the US:
An American Job Center will sit down with you for free. Find yours by ZIP code.
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Anywhere in the US:
CareerOneStop - Licensed occupations finder
Check what your state actually requires before you pay for anything.
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Anywhere in the US:
Free
No Space for this job, but one for what is happening to it
Nothing Collab365 runs is built for brickmasons / blockmasons, 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 8% of the work on this page is already inside what they can do.

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 brickmasons / blockmasons. 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 brickmasons / blockmasons launches. Nothing else.
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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 Brickmasons and Blockmasons?
- Not as a job, but it is already doing parts of the work. Across the 14 official task statements scored for Brickmasons and Blockmasons (United States, SOC 47-2021), 8% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 10 out of 100 (range 9–15, 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 “Brickmasons and Blockmasons” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Interpret blueprints and drawings to determine specifications and to calculate the materials required” (75/100, high); “Calculate angles and courses and determine vertical and horizontal alignment of courses” (38/100, low); “Examine brickwork or structure to determine need for repair” (13/100, 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 “Brickmasons and Blockmasons” stay human?
- About 92% 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: “Spray or spread refractory material over brickwork to protect against deterioration” (0/100, minimal); “Remove burned or damaged brick or mortar, using sledgehammer, crowbar, chipping gun, or chisel” (0/100, minimal); “Lay and align bricks, blocks, or tiles to build or repair structures or high temperature equipment, such as cupola, kilns, ovens, or furnaces” (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 “Brickmasons and Blockmasons” do about AI?
- Start from the ledger rather than the headline: 8% of this job's weighted core work is exposed, and roughly 92% 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 Brickmasons and Blockmasons 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
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.
- 2 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.
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.
