Futureproof

US dataswitch to UK

Emergency Medical Technicians

observing, recording, assessing nature and extent of illness or injury to establish and prioritize medical procedures and coordinating work with other emergency medical team members or police or fire department personnel. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: administering first aid treatment or life support care to sick or injured persons in prehospital settings is work software can't reach.

Your move: what you can actually do about this ↓

What shifts is the routine end of the work. This page scores what today's tools actually do, not headlines.

Your week, as this page understands it

Assess injuries and illnesses and administer basic emergency medical care. May transport injured or sick persons to medical facilities. The job title says “emergency medical technicians”. The real job is the part underneath: administering first aid treatment or life support care to sick or injured persons in prehospital settings. 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 emergency medical technicians is not one task. It is 12 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is administering first aid treatment or life support care to sick or injured persons in prehospital settings, and the ledger below shows exactly why.

Where the work sits, by task weight

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

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

Whole-job exposure score 6 out of 100 (312 allowing for uncertainty): minimal exposure, across 12 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 emergency medical technicians 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 2026-08-04. Read the full method.

Your job, task by task

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

Shifting to AI

0 tasks

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

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

Changing shape

0 tasks

Tasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.

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

Staying human

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.

  • Observing, recording and reporting to physician the patient's condition or injury

    This work happens in the physical world: physician the patient's condition, in a real place. Software cannot follow it there.

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Observe, record, and report to physician the patient's condition or injury, the treatment provided, and reactions to drugs or treatment.” (O*NET task statement)
    How this row was scored

    Exposure score: 24 out of 100 (1731 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.

    The rating behind it: The observing happens at the patient's side, but writing up the run report is the part software drafts well.

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

  • Communicating with dispatchers or treatment center personnel to provide information about situation

    The rules require a named, qualified person to answer for dispatchers, and that person cannot be a piece of software.

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Communicate with dispatchers or treatment center personnel to provide information about situation, to arrange reception of survivors, or to receive instructions for further treatment.” (O*NET task statement)
    How this row was scored

    Exposure score: 20 out of 100 (1327 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Software can draft a clean handover, but the radio call still comes from the crew at the scene.

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

  • Attending training classes to maintain certification licensure

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

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Attend training classes to maintain certification licensure, keep abreast of new developments in the field, or maintain existing knowledge.” (O*NET task statement)
    How this row was scored

    Exposure score: 15 out of 100 (327 allowing for uncertainty): minimal exposure, low 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: Keeping a license current means the person themselves attends and passes the training.

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

  • Decontaminating ambulance interior following treatment of patient with infectious disease

    This work happens in the physical world: ambulance interior following treatment of patient, in a real place. Software cannot follow it there.

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Decontaminate ambulance interior following treatment of patient with infectious disease, and report case to proper authorities.” (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: Cleaning the ambulance is manual work; only the case report afterwards can be drafted automatically.

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

  • Assessing nature and extent of illness or injury to establish and prioritize medical procedures

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

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Assess nature and extent of illness or injury to establish and prioritize medical procedures.” (O*NET task statement)
    How this row was scored

    Exposure score: 5 out of 100 (012 allowing for uncertainty): minimal exposure, medium confidence.

    Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Judging how badly someone is hurt means being there to look at and examine the patient.

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

  • Coordinating work with other emergency medical team members or police or fire department personnel

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

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Coordinate work with other emergency medical team members or police or fire department personnel.” (O*NET task statement)
    How this row was scored

    Exposure score: 3 out of 100 (010 allowing for uncertainty): minimal exposure, medium confidence.

    Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Working alongside police and firefighters at an incident depends on being there and reading the situation.

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

  • Administering first aid treatment or life support care to sick or injured persons in prehospital settings

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

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Administer first aid treatment or life support care to sick or injured persons in prehospital settings.” (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; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Hands-on emergency care at the scene: someone has to physically treat the injured person.

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

  • Comforting and reassuring patients

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

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Comfort and reassure patients.” (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 value is that a specific person does it.

    The rating behind it: Reassurance works because a real person is beside the frightened patient.

    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 4/4 · how much data exists 1/4.

  • Driving mobile intensive care unit to specified location

    This work happens in the physical world: mobile intensive care unit, in a real place. Software cannot follow it there.

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Drive mobile intensive care unit to specified location, following instructions from emergency medical dispatcher.” (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; someone qualified has to answer for it.

    The rating behind it: Driving the ambulance to the scene needs a person behind the wheel.

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

  • Immobilizing patient for placement on stretcher and ambulance transport

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

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Immobilize patient for placement on stretcher and ambulance transport, using backboard or other spinal immobilization device.” (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; someone qualified has to answer for it.

    The rating behind it: Strapping someone safely to a backboard is physical work on a real body.

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

Show the other 2 tasks
  • Maintaining vehicles and medical and communication equipment

    staying human

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

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Maintain vehicles and medical and communication equipment, and replenish first aid equipment and supplies.” (O*NET task statement)
    How this row was scored

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

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

    The rating behind it: Checking the rig and restocking supplies means hands on the equipment.

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

  • Performing emergency diagnostic and treatment procedures

    staying human

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

    importance not published

    O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.

    Source:Perform emergency diagnostic and treatment procedures, such as stomach suction, airway management, or heart monitoring, during ambulance ride.” (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; someone qualified has to answer for it.

    The rating behind it: Suctioning, airway management and monitoring are done with hands on the patient in a moving ambulance.

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

What this job pays, and how many people do it

Median pay
$44,470a 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
180,510in 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. Almost none of this job is reading one thing and writing another (the shape today's tools are built for), because the work turns on first aid treatment, which happens with people and things rather than on a screen. The rows above are the evidence rather than the reassurance: observing, recording and communicating with dispatchers or treatment center personnel to provide information about situation. The parts that are changing are the paperwork and the tools around the job, not the middle of it, which is why this page talks about your tasks changing, not your job ending.

Your move

Over a pint: what I’d tell you if you were my friend

Start with what does not change: administering first aid treatment or life support care to sick or injured persons in prehospital settings is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 0% of this job's task weight sits in rows the software is already learning, 0% in rows that change shape rather than disappear, and 100% in rows it is nowhere near. That is the position, measured across 12 scored tasks. It is not a forecast about you.

So the thing worth your attention is not the job going away. It is the layer around it. The routine end of the work is the part turning into software, and being the person who understands that layer is worth money.

This week: one thing

Ask the one question. Find whoever is bringing new software into your workplace (the manager, the office, whoever runs the system) and ask them what it is meant to do to the routine work, and what it is not meant to touch. Ten minutes, this week, before anyone decides it for you.

What you end up holding
a straight answer about what is actually being rolled out, and when
How long it takes
ten minutes

If there’s nobody obvious to ask, or you’d rather not ask your manager: Put the same question to your union rep, your shift lead or the person who has been there longest, in person, over a break. Same ten minutes, same answer, and you will usually get a straighter one. Write down what they say. The note is the artifact, and it tells you whether first aid treatment 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 observing, recording and reporting to physician the patient's condition or injury. 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

You did not come here for a career change and I am not selling you one. But one road out of here is worth knowing about, so here it is with the bill attached.

  • Emergency Medical TechniciansParamedics

    a year or morematched on shared tasks

    One of the tasks on your list is on theirs in the same words: “comfort and reassure patients”. Take both published task lists together and about 47% of the work in that job that the software is not taking is work you are doing today.

    About 47% of it you could do on Monday. The rest is the price of the ticket.

    The work the two jobs share

    • You already do

      Comfort and reassure patients.

      They do

      Comfort and reassure patients.

    • You already do

      Administer first aid treatment or life support care to sick or injured persons in prehospital settings.

      They do

      Administer first aid treatment or life support care to sick or injured persons in prehospital settings.

    • You already do

      Coordinate work with other emergency medical team members or police or fire department personnel.

      They do

      Coordinate work with other emergency medical team members or police or fire department personnel.

    What you would not already have: Nothing in your task list touches “administer drugs, orally or by injection, or perform intravenous procedures”, “coordinate with treatment center personnel to obtain patients' vital statistics and medical…” or “operate equipment, such as electrocardiograms (EKGs), external defibrillators, or bag valve mask…”. That is the part you would be learning from scratch, and it is roughly the 53% of their durable work you do not already hold.

    The honest bill

    Pay: $60,600 against your $44,470 (OEWS May 2025 (both)).

    • The licence gate: Default-closed. This release carries no licence-register snapshot, so I could not check whether that job is regulated, which means I have to assume it might be. Before you spend a penny, look it up on the US Labor Department’s licensed-occupations finder; the free routes below link straight to it. The route is banded a year or more because of that unknown, not in spite of it.
    • The entry ticket: Typical entry-level education is published for only ten occupations in this release, and neither this job nor that one is among them. So I cannot tell you whether a qualification stands in the way. Treat that as an open question to settle before you commit, not as a green light.
    • What the pay gap is telling you: $60,600 against your $44,470, 36.3% more (OEWS May 2025 (both)). A real difference, not a life-changing one. Take the move for the work, not the raise.
    • What you live on meanwhile: Nobody is going to pay you to retrain. This is evenings and weekends alongside the job you already have, for a year or more, and if that is not possible right now then this route is not open right now, which is worth knowing before you start. The free American Job Center service listed below will talk training funding through with you before you pay anyone.
    • Is the target job itself holding up: Paramedics scores 5/100 on this site’s own exposure measure (minimal), with 0% of its tasks in the top band. Employment projections are not published for this occupation in this release, so this is the exposure leg of the check only. It passed, which is the only reason it is here.

    How long: A year or more, part-time, alongside the job you have. That band is set by the unchecked licence question and by the 53% of their work you would be learning, not by any one course.

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.

  • Radiation Therapists

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already observe, record, and report to physician the patient's condition or injury, the treatment…, and their equivalent is to observe and reassure patients during treatment and report unusual reactions to physician or…. Across both published task lists that is about 3% of the durable work in that job.

    Why I am not recommending it: Almost none of it is work you already do: about 3% 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: $105,310 against your $44,470 is 2.37× (OEWS May 2025 (both)), and you would be crossing it holding about 3% of their durable work. A gap that size with an overlap that small is a wish, not a route. And it is a narrow door: about 17,070 of those jobs against 180,510 of yours (OEWS May 2025), 9% as many seats.

    Look at that job’s page anyway →

  • Emergency Medicine Physicians

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already observe, record, and report to physician the patient's condition or injury, the treatment…, and their equivalent is to discuss patients' treatment plans with physicians and other medical professionals. 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: $335,550 against your $44,470 is 7.55× (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. And it is a narrow door: about 32,880 of those jobs against 180,510 of yours (OEWS May 2025), 18% as many seats.

    Look at that job’s page anyway →

  • Cardiologists

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already observe, record, and report to physician the patient's condition or injury, the treatment…, and their equivalent is to talk to other physicians about patients to create a treatment plan. Across both published task lists that is about 1% of the durable work in that job.

    Why I am not recommending it: Almost none of it is work you already do: about 1% 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: $496,010 against your $44,470 is 11.15× (OEWS May 2025 (both)), and you would be crossing it holding about 1% of their durable work. A gap that size with an overlap that small is a wish, not a route. And it is a narrow door: about 17,290 of those jobs against 180,510 of yours (OEWS May 2025), 10% as many seats.

    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 12 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 administering first aid treatment or life support care to sick or injured persons in prehospital settings 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 Paramedics is the closest. The pay and employment figures are not directly comparable, and we do not average them together.

Switch to the United Kingdom page →partial match

The other groups this work is counted across:

In UK official statistics this job is counted as Paramedics and Ambulance staff (excluding paramedics). Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.

Your route through this

Where to go next, and what it costs

Free, and complete

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

Why there is no community here

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

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

Nearby moves

The jobs above, as pages you can read the same way as this one. Your job shares its core work with these. That is what the match is, and it is all it is.

Noted, and thank you. We’ll email you if a Space for emergency medical technicians 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 emergency medical technicians 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 emergency medical technicians 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 emergency medical technicians 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 Emergency Medical Technicians?
Not as a job, but it is already doing parts of the work. Across the 12 official task statements scored for Emergency Medical Technicians (United States, SOC 29-2042), 0% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 6 out of 100 (range 3–12, 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 “Emergency Medical Technicians” can AI already do?
The highest-scoring tasks in release 2026-q4.1 are: “Observe, record, and report to physician the patient's condition or injury, the treatment provided, and reactions to drugs or treatment” (24/100, low); “Communicate with dispatchers or treatment center personnel to provide information about situation, to arrange reception of survivors, or to receive instructi…” (20/100, low); “Attend training classes to maintain certification licensure, keep abreast of new developments in the field, or maintain existing knowledge” (15/100, 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 “Emergency Medical Technicians” stay human?
About 100% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Perform emergency diagnostic and treatment procedures, such as stomach suction, airway management, or heart monitoring, during ambulance ride” (0/100, minimal); “Maintain vehicles and medical and communication equipment, and replenish first aid equipment and supplies” (0/100, minimal); “Immobilize patient for placement on stretcher and ambulance transport, using backboard or other spinal immobilization device” (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 “Emergency Medical Technicians” do about AI?
Start from the ledger rather than the headline: 0% of this job's weighted core work is exposed, and roughly 100% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.
How is the AI exposure score for Emergency Medical Technicians 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 12 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

  • O*NET hasn't yet published importance ratings for this occupation's tasks, so the ordering here is ours, not theirs.
  • One row is marked low confidence, so treat it as a ballpark rather than a fine measurement.
  • The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
  • 6 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-with-imputed)
Scores
Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-04.
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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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.