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UK dataswitch to US

Optometrists

advising patients on a range of eye conditions and providing guidance, calculating corrections for refractive errors and obtaining complete medical and surgical histories from patients. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: fitting spectacles or contacting lenses is work software can't reach.

Your move: what you can actually do about this ↓

What shifts is advising patients on visual hygiene to prevent strain: the overhead at the edges, not the middle you trained for.

Your week, as this page understands it

Ophthalmic opticians test patients’ vision, diagnose defects and disorders and prescribe glasses or contact lenses as required. The job title says “optometrists”. The real job is the part underneath: fitting spectacles or contacting lenses. 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 optometrists is not one task. It is 44 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is fitting spectacles or contacting lenses, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI
7%
changing shape
18%
staying human
75%

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

Whole-job exposure score 23 out of 100 (1730 allowing for uncertainty): low exposure, across 44 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 optometrists 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

3 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.

  • Advising patients on visual hygiene to prevent strain

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

    importance 85 · 2252/00
    Source:Advise patients on visual hygiene to prevent strain.” (UK task statement)
    How this row was scored

    Exposure score: 74 out of 100 (6286 allowing for uncertainty): high exposure, low 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: Advice on resting your eyes and avoiding strain is standard, well-published guidance.

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

  • Advising on lighting arrangements to enhance visual comfort

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

    importance 80 · 2252/00
    Source:Advise on lighting arrangements to enhance visual comfort.” (UK task statement)
    How this row was scored

    Exposure score: 74 out of 100 (6286 allowing for uncertainty): high exposure, low 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: Lighting advice for comfortable seeing is well documented general guidance.

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

  • Liaising with and writing referral letters to doctors and other optometrists with higher qualifications

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

    importance 80 · 2252/00
    Source:Liaise with and write referral letters to doctors and other optometrists with higher qualifications.” (UK task statement)
    How this row was scored

    Exposure score: 69 out of 100 (6276 allowing for uncertainty): high exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.

    The rating behind it: Referral letters follow a standard format and draft well, though the optometrist signs and owns them.

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

Changing shape

8 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.

  • Designing a treatment plan based on the consultation and testing results

    The software now makes the first pass at a treatment plan, but someone has to be answerable for the result, and it cannot be the software. So the job becomes checking and deciding rather than producing.

    importance 90 · 2252/00
    Source:Design a treatment plan based on the consultation and test results.” (UK task statement)
    How this row was scored

    Exposure score: 47 out of 100 (4054 allowing for uncertainty): partial exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.

    The rating behind it: Once tests are in, a plan drafts well from documented guidance, but a registered optometrist decides it.

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

  • Giving advice on the care and use of contact lenses

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

    importance 90 · 2252/00
    Source:Give advice on the care and use of contact lenses.” (UK task statement)
    How this row was scored

    Exposure score: 46 out of 100 (4250 allowing for uncertainty): partial exposure, high confidence.

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

    The rating behind it: Contact lens care advice is abundantly documented and standardised, and trained practice staff routinely give it.

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

  • Calculating corrections for refractive errors

    The software now makes the first pass at corrections, but someone has to be answerable for the result, and it cannot be the software. So the job becomes checking and deciding rather than producing.

    importance 85 · 2252/00
    Source:Calculate corrections for refractive errors.” (UK task statement)
    How this row was scored

    Exposure score: 56 out of 100 (4963 allowing for uncertainty): partial exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.

    The rating behind it: Working out the correction from measurements is calculation, though the prescription itself is an optometrist call.

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

  • Interviewing patients to obtain their medical histories

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

    importance 85 · 2252/00
    Source:Interview patients to obtain their medical histories.” (UK task statement)
    How this row was scored

    Exposure score: 42 out of 100 (3549 allowing for uncertainty): partial exposure, medium confidence.

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

    The rating behind it: Taking a history is a structured set of questions, already collected on forms by practice staff before the test.

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

Staying human

33 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.

  • Advising patients on a range of eye conditions and providing guidance

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

    importance 95 · 2252/00
    Source:Advise patients on a range of eye conditions and provide guidance.” (UK task statement)
    How this row was scored

    Exposure score: 30 out of 100 (2337 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Eye condition information drafts well, but patients expect a registered optometrist to explain it.

    The five ratings: output a model can produce 3/4 · 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 3/4.

  • Examining patients' eyes to detect vision defects and signs of injury

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

    importance 95 · 2252/00
    Source:Examine patients' eyes to detect vision defects and signs of injury, disease or abnormality.” (UK task statement)
    How this row was scored

    Exposure score: 7 out of 100 (014 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; someone qualified has to answer for it.

    The rating behind it: By law a sight test must be carried out by a registered optometrist, with instruments on the patient.

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

  • Prescribing, fitting and supplying glasses or contacting lenses

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

    importance 95 · 2252/00
    Source:Prescribe, fit and supply glasses or contact lenses.” (UK task statement)
    How this row was scored

    Exposure score: 6 out of 100 (013 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; someone qualified has to answer for it.

    The rating behind it: Prescribing is legally reserved to the registered optometrist, and fitting is done on the patient's face.

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

Show the other 34 tasks
  • Handling legal documentation for the certification of patients as blind or partially

    changing shape

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

    importance 50 · 2252/00
    Source:Handle legal documentation for the certification of patients as blind or partially sighted.” (UK task statement)
    How this row was scored

    Exposure score: 56 out of 100 (4468 allowing for uncertainty): partial exposure, low 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: The certification forms are standard paperwork that drafts well, with the clinician's judgement behind them.

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

  • Referring patients to ophthalmic surgeons or other physicians

    changing shape

    The software now makes the first pass at patients, but someone has to be answerable for the result, and it cannot be the software. So the job becomes checking and deciding rather than producing.

    importance 75 · 2252/00
    Source:Refer patients to ophthalmic surgeons or other physicians.” (UK task statement)
    How this row was scored

    Exposure score: 48 out of 100 (4155 allowing for uncertainty): partial exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.

    The rating behind it: The referral letter drafts easily, but deciding an eye needs a surgeon is the optometrist's clinical judgement.

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

  • Referring clients to specialised healthcare professionals

    changing shape

    The software now makes the first pass at clients, but someone has to be answerable for the result, and it cannot be the software. So the job becomes checking and deciding rather than producing.

    importance 70 · 2252/00
    Source:Refer clients to specialised healthcare professionals such as optometrists, eye surgeons, and vision scientists.” (UK task statement)
    How this row was scored

    Exposure score: 48 out of 100 (4155 allowing for uncertainty): partial exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.

    The rating behind it: Referral letters are straightforward to draft, but the clinical decision to refer belongs to the registered optometrist.

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

  • Obtaining complete medical and surgical histories from patients

    changing shape

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

    importance 85 · 2252/00
    Source:Obtain complete medical and surgical histories from patients.” (UK task statement)
    How this row was scored

    Exposure score: 42 out of 100 (3549 allowing for uncertainty): partial exposure, medium confidence.

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

    The rating behind it: Collecting a full medical and surgical history is structured questioning that forms and software already handle.

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

  • Assessing and recommending spectacle frames based on client's facial features and preferences

    staying human

    The value here is that a specific person handles spectacle frames and stands behind it. That is earned, not computed.

    importance 80 · 2252/00
    Source:Assess and recommend spectacle frames based on client's facial features and preferences.” (UK task statement)
    How this row was scored

    Exposure score: 39 out of 100 (3246 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.

    The rating behind it: Frame recommendation from face shape and preference is well handled by existing tools, though trying frames on happens in store.

    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 2/4 · how much data exists 3/4.

  • Offering help and advice to patients when choosing frames and lenses

    staying human

    The value here is that a specific person handles help and stands behind it. That is earned, not computed.

    importance 80 · 2252/00
    Source:Offer help and advice to patients when choosing frames and lenses.” (UK task statement)
    How this row was scored

    Exposure score: 39 out of 100 (3246 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.

    The rating behind it: Style recommendation tools already do this well, though people still like a second opinion from someone in the shop.

    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 2/4 · how much data exists 3/4.

  • Educating patients to help them understand their medical condition

    staying human

    The value here is that a specific person handles patients and stands behind it. That is earned, not computed.

    importance 85 · 2252/00
    Source:Educate patients to help them understand their medical condition.” (UK task statement)
    How this row was scored

    Exposure score: 34 out of 100 (2741 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.

    The rating behind it: Explaining a condition in plain words is something software does well, though understanding often lands better in conversation.

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

  • Detecting signs and symptoms of general health conditions

    staying human

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

    importance 60 · 2252/00
    Source:Detect signs and symptoms of general health conditions such as diabetes.” (UK task statement)
    How this row was scored

    Exposure score: 31 out of 100 (2438 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: Image analysis for signs of diabetes is a strong AI area, but the images and follow-up need the patient.

    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 0/4 · how much data exists 4/4.

  • Advising patients on using common ophthalmic medicines for safe optometric examinations and ocular disease treatment

    staying human

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

    importance 90 · 2252/00
    Source:Advise patients on using common ophthalmic medicines for safe optometric examinations and ocular disease treatment.” (UK task statement)
    How this row was scored

    Exposure score: 30 out of 100 (2337 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.

    The rating behind it: Medicine information is published, but advising on eye medicines is a regulated clinical act.

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

  • Supporting health promotion and disease prevention activities

    staying human

    The value here is that a specific person handles health promotion and stands behind it. That is earned, not computed.

    importance 70 · 2252/00
    Source:Support health promotion and disease prevention activities.” (UK task statement)
    How this row was scored

    Exposure score: 30 out of 100 (2337 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.

    The rating behind it: Health promotion materials are easy to produce, but the persuading happens between people.

    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 2/4 · how much data exists 3/4.

  • Measuring visual acuity, including near, distance, pinhole or dynamic visual acuity, using appropriate tests

    staying human

    This work happens in the physical world: visual acuity, including near, distance, in a real place. Software cannot follow it there.

    importance 90 · 2252/00
    Source:Measure visual acuity, including near, distance, pinhole, or dynamic visual acuity, using appropriate tests.” (UK task statement)
    How this row was scored

    Exposure score: 21 out of 100 (1428 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: Acuity testing is a routine measurement, already taken by trained optical assistants, though the patient must be in the chair.

    The five ratings: output a model can produce 2/4 · 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.

  • Working as part of a multi-disciplinary team to ensure evidence-informed clinical decision making

    staying human

    The rules require a named, qualified person to answer for part of a multi-disciplinary team, and that person cannot be a piece of software.

    importance 80 · 2252/00
    Source:Work as part of a multi-disciplinary team to ensure evidence-informed clinical decision making, maintaining knowledge of optical products and advancements in technology, to provide patients with the most appropriate optical appliances, care, advice, and referral to other professionals.” (UK task statement)
    How this row was scored

    Exposure score: 19 out of 100 (1226 allowing for uncertainty): minimal exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Team decisions can be informed by AI summaries, but registered clinicians make and carry them.

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

  • Carrying out colour vision testing to assess colour perception

    staying human

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

    importance 80 · 2252/00
    Source:Carry out colour vision testing to assess colour perception.” (UK task statement)
    How this row was scored

    Exposure score: 18 out of 100 (1125 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; someone qualified has to answer for it.

    The rating behind it: Colour vision tests can be shown on a screen, but they are run with the patient present and interpreted clinically.

    The five ratings: output a model can produce 2/4 · 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.

  • Working with neurologists, ENT surgeons, paediatricians and geneticists in a multidisciplinary team

    staying human

    The value here is that a specific person handles neurologists, ENT surgeons, paediatricians and geneticists and stands behind it. That is earned, not computed.

    importance 50 · 2252/00
    Source:Work with neurologists, ENT surgeons, paediatricians, and geneticists in a multidisciplinary team.” (UK task statement)
    How this row was scored

    Exposure score: 15 out of 100 (822 allowing for uncertainty): minimal exposure, medium confidence.

    Why it sits in this group: the value is that a specific person does it.

    The rating behind it: Joint working with hospital specialists runs on live discussion and relationships between named professionals.

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

  • Managing emergency eye clinics

    staying human

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

    importance 70 · 2252/00
    Source:Manage emergency eye clinics.” (UK task statement)
    How this row was scored

    Exposure score: 13 out of 100 (620 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; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Emergency clinics need clinicians present, though triage and record work can be supported by software.

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

  • Conducting visual field tests to measure field of vision

    staying human

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

    importance 85 · 2252/00
    Source:Conduct visual field tests to measure field of vision.” (UK task statement)
    How this row was scored

    Exposure score: 11 out of 100 (418 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: Visual field testing runs on a machine, but the patient has to be positioned and watched.

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

  • Measuring and recording lens power

    staying human

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

    importance 85 · 2252/00
    Source:Measure and record lens power, using lensometers.” (UK task statement)
    How this row was scored

    Exposure score: 10 out of 100 (317 allowing for uncertainty): minimal exposure, medium confidence.

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

    The rating behind it: Reading a lens power means putting the actual lens into a bench instrument.

    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.

  • Conducting tonometry tests to measure intraocular pressure

    staying human

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

    importance 90 · 2252/00
    Source:Conduct tonometry tests to measure intraocular pressure.” (UK 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: The pressure reading needs the instrument at the patient's eye, even though the numbers record simply.

    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.

  • Prescribing or administering topical or systemic medicines to treat eye conditions and to manage pain

    staying human

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

    importance 85 · 2252/00
    Source:Prescribe or administer topical or systemic medicines to treat eye conditions and to manage pain.” (UK 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; someone qualified has to answer for it.

    The rating behind it: Prescribing and giving eye medicines is legally restricted to qualified prescribers.

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

  • Carrying out binocular disparity tests to assess depth perception

    staying human

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

    importance 75 · 2252/00
    Source:Carry out binocular disparity tests to assess depth perception.” (UK task statement)
    How this row was scored

    Exposure score: 7 out of 100 (014 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: Depth perception testing needs the patient at the equipment responding in person.

    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 1/4 · how much data exists 3/4.

  • Managing eye conditions independently in clinical settings

    staying human

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

    importance 75 · 2252/00
    Source:Manage eye conditions independently in clinical settings.” (UK task statement)
    How this row was scored

    Exposure score: 7 out of 100 (014 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; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Managing eye disease independently is a regulated clinical responsibility carried out with the patient.

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

  • Treating conditions, glaucoma, cataracts and retinal diseases in collaboration with ophthalmologists, optometrists or other specialists

    staying human

    This work happens in the physical world: conditions, glaucoma, cataracts and retinal diseases, in a real place. Software cannot follow it there.

    importance 60 · 2252/00
    Source:Treat conditions such as glaucoma, cataracts, and retinal diseases in collaboration with ophthalmologists, optometrists, or other specialists.” (UK task statement)
    How this row was scored

    Exposure score: 7 out of 100 (014 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; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Treating glaucoma and retinal disease is a regulated clinical act carried out with the patient.

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

  • Assessing refractive conditions of eyes using retinoscopes

    staying human

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

    importance 90 · 2252/00
    Source:Assess refractive conditions of eyes using retinoscopes.” (UK 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: 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: Retinoscopy means using an instrument on the patient during a legally reserved sight test.

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

  • Assessing and examining patients, make a diagnosis

    staying human

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

    importance 95 · 2252/00
    Source:Assess and examine patients in order to make a diagnosis.” (UK task statement)
    How this row was scored

    Exposure score: 4 out of 100 (08 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; someone qualified has to answer for it.

    The rating behind it: In Britain only a registered optometrist or doctor may test someone's sight, and the examination itself is done at the instruments.

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

  • Examining patients to assess their current condition and health

    staying human

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

    importance 90 · 2252/00
    Source:Examine patients to assess their current condition and health.” (UK task statement)
    How this row was scored

    Exposure score: 4 out of 100 (08 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; someone qualified has to answer for it.

    The rating behind it: Examining eyes to judge someone's condition is sight testing, which by law only a registered optometrist or doctor may carry out.

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

  • Conducting outpatient clinics to assess and manage patients' eye health

    staying human

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

    importance 85 · 2252/00
    Source:Conduct outpatient clinics to assess and manage patients' eye health.” (UK task statement)
    How this row was scored

    Exposure score: 4 out of 100 (011 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; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Running a clinic means seeing patients in person, and the decisions are a registered optometrist's.

    The five ratings: output a model can produce 1/4 · 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 3/4.

  • Providing pre-operative care for patients undergoing eye surgeries

    staying human

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

    importance 60 · 2252/00
    Source:Provide pre-operative care for patients undergoing eye surgeries.” (UK task statement)
    How this row was scored

    Exposure score: 4 out of 100 (011 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; someone qualified has to answer for it; the value is that a specific person does it.

    The rating behind it: Preparing someone for eye surgery involves in-person checks and reassurance by a clinician.

    The five ratings: output a model can produce 1/4 · 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 3/4.

  • Offering reassurance to patients and their families

    staying human

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

    importance 75 · 2252/00
    Source:Offer reassurance to patients and their families.” (UK task statement)
    How this row was scored

    Exposure score: 2 out of 100 (06 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 only counts when it comes from a person who is actually there with the family.

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

  • Fitting spectacles or contacting lenses

    staying human

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

    importance 95 · 2252/00
    Source:Fit spectacles or contact lenses.” (UK 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; someone qualified has to answer for it.

    The rating behind it: Fitting spectacles or contact lenses is done on the patient, and contact lens fitting is restricted to registered practitioners.

    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 3/4.

  • Operating ophthalmoscopes, slit lamps and lenses

    staying human

    This work happens in the physical world: ophthalmoscopes, slit lamps and lenses, in a real place. Software cannot follow it there.

    importance 90 · 2252/00
    Source:Operate ophthalmoscopes, slit lamps, and lenses.” (UK 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: Using slit lamps and ophthalmoscopes means being at the patient with the instrument.

    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.

  • Measuring corneal thickness, using pachymeter or contacting ultrasound methods

    staying human

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

    importance 80 · 2252/00
    Source:Measure corneal thickness, using pachymeter or contact ultrasound methods.” (UK 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: Corneal thickness measurement needs the instrument on the eye.

    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.

  • Carrying out electrophysiological procedures to assess eye function

    staying human

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

    importance 70 · 2252/00
    Source:Carry out electrophysiological procedures to assess eye function.” (UK 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: Electrical eye tests need electrodes placed on the 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 0/4 · how much data exists 3/4.

  • Distributing or maintaining low vision aids

    staying human

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

    importance 70 · 2252/00
    Source:Distribute or maintain low vision aids.” (UK 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: Handing out and maintaining low vision aids is practical, in-person 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.

  • Removing foreign bodies from the eye

    staying human

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

    importance 50 · 2252/00
    Source:Remove foreign bodies from the eye.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (07 allowing for uncertainty): minimal exposure, high confidence, and it moved between repeat runs, so the range is widened.

    Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.

    The rating behind it: Removing something from somebody’s eye is a delicate hands-on procedure.

    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
£51,000a year, before tax, the middle of the range, so half earn more and half earn less.ashe-t14, 2025 · ASHE 2025 provisional (reference April 2025)Provisional, because the ONS revises this figure in the autumn.
How we know this

Source: ashe-t14

Reference period: ASHE 2025 provisional (reference April 2025)

Rounding: Shown to the nearest £100. The exact published figure is in the downloadable dataset. We do not render pounds the survey cannot support.

People doing this job
18,900in the UK, 2026.nomis-aps · Apr 2025-Mar 2026 (latest APS 12-month period)This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.

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: lighting arrangements in, a record out. The rows above are exactly that shape: advising patients on visual hygiene to prevent strain and advising on lighting arrangements to enhance visual comfort. What it cannot do is be answerable: spectacles need a named person the rules will accept, and software cannot be that person. 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: fitting spectacles or contacting lenses is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 7% of this job's task weight sits in rows the software is already learning, 18% in rows that change shape rather than disappear, and 75% in rows it is nowhere near. That is the position, measured across 44 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. Advising patients on visual hygiene to prevent strain 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 lighting arrangements, 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 patients' eyes are in scope or not. Nothing to log into, no licence 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 designing a treatment plan based on the consultation and testing results. 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, spend an hour with National Careers Service. It is free and government-funded, 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 UK occupations to optometrists (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was dispensing opticians: only about 32% of its durable work is work you already do and it pays 44.1% less. And on the numbers you do not need one. This job scores 23/100 here, with only 7% of the task list in the top band, and “advise patients on a range of eye conditions and provide guidance” 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 412 UK 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.

  • Dispensing opticians

    Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “prescribe, fit and supply glasses or contact lenses”. Across the whole of both lists that adds up to about 32% of the work in that job the software is not taking.

    Why I am not recommending it: It is closer than most, and still not close enough: about 32% of that job's durable work is already yours, against the 35% I want to see before I will call something a route. It is a pay cut, in those words: £28,543 against your £51,030, 44.1% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.

    Look at that job’s page anyway →

  • Other registered nursing professionals

    Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “offer reassurance to patients and their families”. Across the whole of both lists that adds up to about 8% of the work in that job the software is not taking.

    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: £42,300 against your £51,030, 17.1% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.

    Look at that job’s page anyway →

  • Registered community nurses

    Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “examine patients to assess their current condition and health”. Across the whole of both lists that adds up to about 5% of the work in that job the software is not taking.

    Why I am not recommending it: Almost none of it is work you already do: about 5% of the durable side of that job. That is a different job, not a next step. It is a pay cut, in those words: £40,897 against your £51,030, 19.9% less (ASHE Table 14.7a, 2025 provisional (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: 7% of its task weight, across 44 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 fitting spectacles or contacting lenses 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 Kingdom figures

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

Switch to the United States page →partial match

The other groups this work is counted across:

In US official statistics this job is counted as Optometrists and Ophthalmic Medical Technicians. Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.

Your route through this

Where to go next, and what it costs

Free, and complete

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

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

Nothing Collab365 runs is built for optometrists, and we are not going to point you at the nearest one and call it a fit.

There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 7% of the work on this page is already inside what they can do.

Try The AI Authority free

7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.

The AI Authority is a general community about working with AI, not a course for optometrists. 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 optometrists 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 optometrists 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 optometrists 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 optometrists 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 Optometrists?
Not as a job, but it is already doing parts of the work. Across the 44 official task statements scored for Optometrists (United Kingdom, SOC 2252), 7% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 23 out of 100 (range 17–30, band: low). 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 “Optometrists” can AI already do?
The highest-scoring tasks in release 2026-q4.1 are: “Advise patients on visual hygiene to prevent strain” (74/100, high); “Advise on lighting arrangements to enhance visual comfort” (74/100, high); “Liaise with and write referral letters to doctors and other optometrists with higher qualifications” (69/100, high). 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 “Optometrists” stay human?
About 75% 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: “Remove foreign bodies from the eye” (0/100, minimal); “Distribute or maintain low vision aids” (0/100, minimal); “Carry out electrophysiological procedures to assess eye function” (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 “Optometrists” do about AI?
Start from the ledger rather than the headline: 7% of this job's weighted core work is exposed, and roughly 75% 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 Optometrists 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 44 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

  • Provisional, because the ONS revises this figure in the autumn.
  • This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
  • One task scored differently between repeat runs, so its range on this page is wider. We would rather show the wobble than hide it.
  • 3 rows are marked low confidence, so treat them 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
gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
Task weights
gaisi-index (relatedness)
Scores
Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment
ashe-t14 (ASHE 2025 provisional (reference April 2025))nomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))

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.

How we score a jobDownload this releaseLook up another job

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.