Futureproof

US dataswitch to UK

Pump Operators, Except Wellhead Pumpers

monitoring gauges and flowmeters and inspecting equipment to ensure that tank levels, turning valves and starting pumps to start or regulate flows of substances and connecting hoses and pipelines to pumps and vessels prior to material transfer. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: turning valves and starting pumps to start or regulate flows of substances is work software can't reach.

Your move: what you can actually do about this ↓

What shifts is recording operating data, products and quantities pumped, stocks used, gauging results and operating times. This page scores what today's tools actually do, not headlines.

Your week, as this page understands it

Tend, control, or operate power-driven, stationary, or portable pumps and manifold systems to transfer gases, oil, other liquids, slurries, or powdered materials to and from various vessels and processes. The job title says “pump operators” or “except wellhead pumpers”: officially one job, two names. The real job is the part underneath: turning valves and starting pumps to start or regulate flows of substances. 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 pump operators, except wellhead pumpers 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 turning valves and starting pumps to start or regulate flows of substances, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI
0%
changing shape
16%
staying human
84%

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

Whole-job exposure score 14 out of 100 (1119 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 pump operators, except wellhead pumpers is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-05. Read the full method.

Your job, task by task

These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.

Shifting to AI

0 tasks

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

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

Changing shape

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.

  • Recording operating data, products and quantities pumped, stocks used, gauging results and operating times

    The software now makes the first pass at data, products and quantities pumped, stocks used, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.

    importance 4 · Core
    Source:Record operating data such as products and quantities pumped, stocks used, gauging results, and operating times.” (O*NET task statement)
    How this row was scored

    Exposure score: 56 out of 100 (5260 allowing for uncertainty): partial 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: Logging quantities pumped and running times is routine record-keeping software handles well.

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

  • Planning movement of products through lines

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

    importance 4 · Core
    Source:Plan movement of products through lines to processing, storage, and shipping units, using knowledge of interconnections and capacities of pipelines, valve manifolds, pumps, and tankage.” (O*NET task statement)
    How this row was scored

    Exposure score: 43 out of 100 (3650 allowing for uncertainty): partial exposure, medium confidence.

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

    The rating behind it: Planning which product moves through which line is a routing puzzle software can work out from capacities.

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

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.

  • Reading operating schedules or instructions or receiving verbal orders to determine amounts

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

    importance 4 · Core
    Source:Read operating schedules or instructions or receive verbal orders to determine amounts to be pumped.” (O*NET task statement)
    How this row was scored

    Exposure score: 32 out of 100 (2539 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: Working out amounts from a schedule is simple information work, though orders often come verbally on site.

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

  • Turning valves and starting pumps to start or regulate flows of substances

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

    importance 4 · Core
    Source:Turn valves and start pumps to start or regulate flows of substances such as gases, liquids, slurries, or powdered materials.” (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: Turning valves and starting pumps means being at 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.

  • Monitoring gauges and flowmeters and inspecting equipment to ensure that tank levels

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

    importance 4 · Core
    Source:Monitor gauges and flowmeters and inspect equipment to ensure that tank levels, temperatures, chemical amounts, and pressures are at specified levels, reporting abnormalities as necessary.” (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: Sensors can flag a reading out of range, but walking the plant and checking equipment needs a person.

    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.

  • Connecting hoses and pipelines to pumps and vessels prior to material transfer

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

    importance 4 · Core
    Source:Connect hoses and pipelines to pumps and vessels prior to material transfer, 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: Connecting hoses and pipelines with hand tools is physical work.

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

  • Communicating with other workers, using signals, radios or telephones

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

    importance 4 · Core
    Source:Communicate with other workers, using signals, radios, or telephones, to start and stop flows of materials or substances.” (O*NET task statement)
    How this row was scored

    Exposure score: 9 out of 100 (216 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: Coordinating flows by radio means being on site where the work is happening.

    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 1/4 · how much data exists 3/4.

  • Cleaning lubricate and repairing pumps and vessels, using hand tools and equipment

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

    importance 4 · Core
    Source:Clean, lubricate, and repair pumps and vessels, using hand tools and equipment.” (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: Cleaning, lubricating and repairing pumps is physical work.

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

  • Tending vessels that store substances

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

    importance 4 · Core
    Source:Tend vessels that store substances such as gases, liquids, slurries, or powdered materials, checking levels of substances by using calibrated rods or by reading mercury gauges and tank charts.” (O*NET task statement)
    How this row was scored

    Exposure score: 10 out of 100 (614 allowing for uncertainty): minimal exposure, high confidence.

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

    The rating behind it: Checking tank levels with gauge rods means climbing the tank and reading it yourself.

    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.

  • Testing materials and solutions, using testing equipment

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

    importance 4 · Core
    Source:Test materials and solutions, using testing equipment.” (O*NET task statement)
    How this row was scored

    Exposure score: 10 out of 100 (614 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: Testing samples means handling the material and the test equipment.

    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.

Show the other 4 tasks
  • Collecting and delivering sample solutions for laboratory analysis

    staying human

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

    importance 4 · Supplemental
    Source:Collect and deliver sample solutions for laboratory analysis.” (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: Collecting and delivering samples means moving around the site with them.

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

  • Tending auxiliary equipment, water treatment and refrigeration units and heat exchangers

    staying human

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

    importance 4 · Supplemental
    Source:Tend auxiliary equipment such as water treatment and refrigeration units, and heat exchangers.” (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: Tending water treatment and refrigeration units is hands-on plant 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.

  • Adding chemicals and solutions to tanks to ensure that specifications are met

    staying human

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

    importance 4 · Supplemental
    Source:Add chemicals and solutions to tanks to ensure that specifications are met.” (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: Adding chemicals to tanks is physical work with real materials.

    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.

  • Pumping two or more materials into one tank to blend mixtures

    staying human

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

    importance 4 · Supplemental
    Source:Pump two or more materials into one tank to blend mixtures.” (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: Blending materials into a tank means operating the plant in person.

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

What this job pays, and how many people do it

Median pay
$61,770a 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
9,780in 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: data, products and quantities pumped, stocks used in, a record out. The rows above are exactly that shape: recording operating data, products and quantities pumped, stocks used, gauging results and operating times. What it cannot do is be there in the room, and that is still where valves 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: turning valves and starting pumps to start or regulate flows of substances is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 0% of this job's task weight sits in rows the software is already learning, 16% in rows that change shape rather than disappear, and 84% 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. Recording operating data, products and quantities pumped, stocks used, gauging results and operating times 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 data, products and quantities pumped, stocks used, 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 valves 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 recording operating data, products and quantities pumped, stocks used, gauging results and operating times. 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 pump operators, except wellhead pumpers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was gas compressor and gas pumping station operators: only about 15% of its durable work is work you already do. And on the numbers you do not need one. This job scores 14/100 here, with only 0% of the task list in the top band, and “read operating schedules or instructions or receive verbal orders to determine amounts…” 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.

  • Gas Compressor and Gas Pumping Station Operators

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already turn valves and start pumps to start or regulate flows of substances, and their equivalent is to operate power-driven pumps that transfer liquids, semi-liquids, gases, or powdered materials. Across both published task lists that is about 15% of the durable work in that job.

    Why I am not recommending it: You would be starting most of it from nothing: about 15% 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 →

  • Mixing and Blending Machine Setters, Operators, and Tenders

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already clean, lubricate, and repair pumps and vessels, using hand tools and equipment, and their equivalent is to clean and maintain equipment, using hand tools. 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. It is a pay cut, in those words: $48,990 against your $61,770, 20.7% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.

    Look at that job’s page anyway →

  • Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already clean, lubricate, and repair pumps and vessels, using hand tools and equipment, and their equivalent is to clean, adjust, and maintain equipment, using hand tools. 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. It is a pay cut, in those words: $48,540 against your $61,770, 21.4% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.

    Look at that job’s page anyway →

What I’d stop worrying about

A friend tells you what not to spend fear on. This is that list.

  • The headline number you read somewhere

    The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 0% of its task weight, across 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 turning valves and starting pumps to start or regulate flows of substances 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 Water and sewerage plant operatives 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 Water and sewerage plant operatives. 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.

Why there is no community here

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

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

Noted, and thank you. We’ll email you if a Space for pump operators / except wellhead pumpers launches. Nothing else.

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

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

No Space for pump operators / except wellhead pumpers 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 pump operators / except wellhead pumpers 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 pump operators / except wellhead pumpers 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 Pump Operators, Except Wellhead Pumpers?
Not as a job, but it is already doing parts of the work. Across the 14 official task statements scored for Pump Operators, Except Wellhead Pumpers (United States, SOC 53-7072), 0% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 14 out of 100 (range 11–19, 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 “Pump Operators, Except Wellhead Pumpers” can AI already do?
The highest-scoring tasks in release 2026-q4.1 are: “Record operating data such as products and quantities pumped, stocks used, gauging results, and operating times” (56/100, partial); “Plan movement of products through lines to processing, storage, and shipping units, using knowledge of interconnections and capacities of pipelines, valve ma…” (43/100, partial); “Read operating schedules or instructions or receive verbal orders to determine amounts to be pumped” (32/100, low). 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 “Pump Operators, Except Wellhead Pumpers” stay human?
About 84% 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: “Pump two or more materials into one tank to blend mixtures” (0/100, minimal); “Add chemicals and solutions to tanks to ensure that specifications are met” (0/100, minimal); “Tend auxiliary equipment such as water treatment and refrigeration units, and heat exchangers” (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 “Pump Operators, Except Wellhead Pumpers” do about AI?
Start from the ledger rather than the headline: 0% of this job's weighted core work is exposed, and roughly 84% 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 Pump Operators, Except Wellhead Pumpers 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.

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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.