UK dataswitch to US
Medical and dental technicians
assisting doctors in diagnosing cardiac or peripheral vascular conditions, carrying out finishing of custom made devices and constructing or receiving casts of patients' torsos or limbs for use as cutting and fabrication patterns. If that's your week, this page is about your job.
The honest answer
AI changes the edges of this job, not the middle: conducting pure tone screenings to assess hearing is work software can't reach.
What shifts is maintaining accurate and confidential patient or client records: the paper around the work, not the work.
Your week, as this page understands it
Medical and dental technicians operate, calibrate and maintain cardiographic and encephalographic testing equipment, assist in the conduct of post mortems, give simple dental treatments, fit artificial limbs and hearing aids, and undertake a wide range of related medical and dental tasks. The job title says “medical” or “dental technicians”: officially one job, two names. The real job is the part underneath: conducting pure tone screenings to assess hearing. 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 medical and dental technicians is not one task. It is 193 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is conducting pure tone screenings to assess hearing, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 8%
- changing shape
- 8%
- staying human
- 84%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 16 out of 100 (12–21 allowing for uncertainty): minimal exposure, across 193 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 medical and dental 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 2026-08-05. Read the full method.
Your job, task by task
These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.
- 16 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
- Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.
Shifting to AI
14 tasksTasks 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.
Reading prescriptions or specifications to establish the type of product to be made
This is reading one thing and writing another: prescriptions in, a record out. That is the shape today's tools are built for.
importance 90 · 3213/03, 3213/07Source: “Read prescriptions or specifications to establish the type of product to be made.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (62–70 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Reading a prescription and working out what to make is document work software handles well.
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 0/4 · how much data exists 3/4.
Maintaining accurate and confidential patient or client records
This is reading one thing and writing another: accurate in, a record out. That is the shape today's tools are built for.
importance 80 · 3213/02, 3213/06Source: “Maintain accurate and confidential patient or client records.” (UK task statement)
How this row was scored
Exposure score: 88 out of 100 (84–92 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Keeping patient records accurate and confidential is screen work that software does reliably, with the clinician still answerable for content.
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 0/4 · how much data exists 4/4.
Maintaining patients' dental records
This is reading one thing and writing another: patients' dental records in, a record out. That is the shape today's tools are built for.
importance 75 · 3213/02, 3213/03Source: “Maintain patients' dental records.” (UK task statement)
How this row was scored
Exposure score: 88 out of 100 (84–92 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Keeping dental records up to date is screen work software handles accurately, with the dentist answerable for the clinical content.
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 0/4 · how much data exists 4/4.
Comparing measurements of heart wall thickness and chamber sizes to standards to identify abnormalities
This is reading one thing and writing another: measurements of heart wall thickness in, a record out. That is the shape today's tools are built for.
importance 90 · 3213/01Source: “Compare measurements of heart wall thickness and chamber sizes to standards to identify abnormalities, using the results of an echocardiogram.” (UK task statement)
How this row was scored
Exposure score: 69 out of 100 (62–76 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: Comparing chamber sizes and wall thickness against published reference ranges is exactly the kind of measurement checking software does reliably.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Changing shape
16 tasksTasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.
Interviewing patients to obtain their medical histories
The software now makes the first pass at patients, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 70 · 3213/02, 3213/06Source: “Interview patients to obtain their medical histories.” (UK task statement)
How this row was scored
Exposure score: 46 out of 100 (39–53 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; the value is that a specific person does it.
The rating behind it: History taking follows a documented structure that software handles well, though patients often open up more to a person.
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 2/4 · how much data exists 3/4.
Assessing cardiac physiology and calculating valve areas from blood flow velocity measurements
The software now makes the first pass at cardiac physiology, 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 · 3213/01Source: “Assess cardiac physiology and calculate valve areas from blood flow velocity measurements.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 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: Valve areas are calculated from measurements using set formulas, which software applies reliably, though a qualified professional confirms the clinical picture.
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.
Scanning and interpreting tapes from Holter and event monitors
The software now makes the first pass at tapes, 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 · 3213/01Source: “Scan and interpret tapes from Holter and event monitors.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 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: Automated analysis of monitor recordings is already strong and mostly needs light checking, with a qualified professional confirming the report.
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.
Staying human
163 tasksTasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.
Conducting pure tone screenings to assess hearing
This work happens in the physical world: pure tone screenings, in a real place. Software cannot follow it there.
importance 95 · 3213/04, 3213/05Source: “Conduct pure tone screenings to assess hearing.” (UK task statement)
How this row was scored
Exposure score: 11 out of 100 (4–18 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: Hearing screening needs the patient in the booth with equipment on them, even though the results themselves are standard.
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.
Administering hearing tests and examining patients to collect information on type and degree of impairment
This work happens in the physical world: tests, in a real place. Software cannot follow it there.
importance 90 · 3213/04, 3213/05Source: “Administer hearing tests and examine patients to collect information on type and degree of impairment, using specialised instruments and electronic equipment.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (0–14 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: Hearing tests need the patient present with instruments on them, even though the measurements themselves are standard.
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.
Assisting audiologists in conducting speech audiometry tests
This work happens in the physical world: audiologists, in a real place. Software cannot follow it there.
importance 85 · 3213/04, 3213/05Source: “Assist audiologists in conducting speech audiometry tests.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 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: Speech audiometry needs the patient in the booth and someone present to run and supervise the test.
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 2/4 · how much data exists 3/4.
Show the other 183 tasks
Distributing reports of diagnostic procedures to doctors
shifting to AIThis is reading one thing and writing another: reports of diagnostic procedures in, a record out. That is the shape today's tools are built for.
importance 60 · 3213/01Source: “Distribute reports of diagnostic procedures to doctors.” (UK task statement)
How this row was scored
Exposure score: 100 out of 100 (93–100 allowing for uncertainty): very high 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: Sending diagnostic reports to the right doctor is routine electronic routing that software handles reliably.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Recording patient information, including identification, medical history and examination results
shifting to AIThis is reading one thing and writing another: patient information, including identification in, a record out. That is the shape today's tools are built for.
importance 65 · 3213/01Source: “Record patient information, including identification, medical history, and examination results.” (UK task statement)
How this row was scored
Exposure score: 88 out of 100 (84–92 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Recording patient details, history and results is structured screen work that software captures accurately.
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 0/4 · how much data exists 4/4.
Reviewing and updating patient records to ensure accuracy
shifting to AIThis is reading one thing and writing another: patient records in, a record out. That is the shape today's tools are built for.
importance 75 · 3213/02Source: “Review and update patient records to ensure accuracy.” (UK task statement)
How this row was scored
Exposure score: 88 out of 100 (84–92 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Checking and correcting patient records is screen work software does accurately, with the clinician answerable for the content.
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 0/4 · how much data exists 4/4.
Maintaining accurate records
shifting to AIThis is reading one thing and writing another: accurate records in, a record out. That is the shape today's tools are built for.
importance 65 · 3213/04Source: “Maintain accurate records.” (UK task statement)
How this row was scored
Exposure score: 88 out of 100 (84–92 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Keeping records accurate is structured screen work that software handles reliably.
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 0/4 · how much data exists 4/4.
Completing administrative paperwork to ensure compliance and record-keeping
shifting to AIThis is reading one thing and writing another: administrative paperwork in, a record out. That is the shape today's tools are built for.
importance 60 · 3213/06Source: “Complete administrative paperwork to ensure compliance and record-keeping.” (UK task statement)
How this row was scored
Exposure score: 88 out of 100 (84–92 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Compliance paperwork and record-keeping follow set formats and are the kind of forms software completes reliably.
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 0/4 · how much data exists 4/4.
Ordering medical equipment to support diagnostic services
shifting to AIThis is reading one thing and writing another: medical equipment in, a record out. That is the shape today's tools are built for.
importance 60 · 3213/01Source: “Order medical equipment to support diagnostic services.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Ordering equipment is purchasing paperwork that software handles well from the department's usual list.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Reporting monitoring results to doctors for patient evaluation
shifting to AIThis is reading one thing and writing another: results in, a record out. That is the shape today's tools are built for.
importance 85 · 3213/01Source: “Report monitoring results to doctors for patient evaluation.” (UK task statement)
How this row was scored
Exposure score: 69 out of 100 (65–73 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Passing monitoring results to a doctor is routine reporting that software handles, and the doctor's assessment happens separately.
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 3/4.
Typing detailed reports of cardiac and vascular diagnostic procedures
shifting to AIThis is reading one thing and writing another: detailed reports of cardiac in, a record out. That is the shape today's tools are built for.
importance 70 · 3213/01Source: “Type detailed reports of cardiac and vascular diagnostic procedures.” (UK task statement)
How this row was scored
Exposure score: 69 out of 100 (62–76 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: Writing up diagnostic findings into a structured report is drafting work software does well, with a qualified professional confirming it.
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.
Effectivelying manage patient records and databases
shifting to AIThis is reading one thing and writing another: manage patient records in, a record out. That is the shape today's tools are built for.
importance 70 · 3213/02Source: “Effectively manage patient records and databases, ensuring accurate updates, recalls, and governance.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (62–70 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Keeping patient records, recalls and data governance in order is exactly what practice software and AI do well.
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 0/4 · how much data exists 3/4.
Planning community-based oral health schedules for patients
shifting to AIThis is reading one thing and writing another: community-based oral health schedules in, a record out. That is the shape today's tools are built for.
importance 60 · 3213/02Source: “Plan community-based oral health schedules for patients.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 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; mistakes that are cheap to catch.
The rating behind it: Scheduling community oral health sessions is planning work software organises well.
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 0/4 · how much data exists 3/4.
Interpreting results of diagnostic or laboratory tests
changing shapeThe software now makes the first pass at results of diagnostic, 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 60 · 3213/02Source: “Interpret results of diagnostic or laboratory tests.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 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: Reading test results against known patterns is something software does well, though a qualified professional normally signs off the clinical meaning.
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.
Signposting people to other health professionals
changing shapeThe software now makes the first pass at people, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 50 · 3213/02Source: “Signpost people to other health professionals.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 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: Matching a person's needs to the right professional is documented routing work, though it is usually done in conversation.
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.
Designing Smile Design cases for aesthetic dental improvements
changing shapeThe software now makes the first pass at smile design cases, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 3213/03Source: “Design Smile Design cases for aesthetic dental improvements.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 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: Digital smile design is done in software already, with the technician and dentist agreeing the final look.
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.
Gathering information on patient condition
changing shapeThe software now makes the first pass at information, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 75 · 3213/06Source: “Gather information on patient condition, treatment plans, and activities from caregivers, nurses, and doctors.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 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: Pulling together information from colleagues and records is straightforward gathering work that software does well.
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.
Advising patients on preventive dental care
changing shapeThe software now makes the first pass at patients, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 90 · 3213/02Source: “Advise patients on preventive dental care.” (UK task statement)
How this row was scored
Exposure score: 51 out of 100 (44–58 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; the value is that a specific person does it.
The rating behind it: Preventive dental advice is well documented and easy to draft, though patients tend to act on it when a person explains it.
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 2/4 · how much data exists 4/4.
Providing advice on oral health and guidance on maintaining teeth
changing shapeThe software now makes the first pass at advice, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 90 · 3213/02Source: “Provide advice on oral health and guidance on maintaining teeth, gums, and oral hygiene.” (UK task statement)
How this row was scored
Exposure score: 51 out of 100 (44–58 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; the value is that a specific person does it.
The rating behind it: Oral health advice is well documented and easy to draft, though it is usually given in the surgery by a registered dental professional.
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 2/4 · how much data exists 4/4.
Establishing and maintaining a safe practice environment
changing shapeThe software now makes the first pass at a safe practice environment, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 3213/04Source: “Establish and maintain a safe practice environment, maintaining confidentiality and records appropriately.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 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: Confidentiality rules and record standards are written down and easy to apply, though keeping the room itself safe needs someone there.
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 0/4 · how much data exists 3/4.
Recording observations of patient behaviour
changing shapeThe software now makes the first pass at observations of patient behaviour, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 3213/06Source: “Record observations of patient behaviour, complaints, or physical symptoms.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 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: Writing up observations is note-taking that software already drafts well from what the carer reports.
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 0/4 · how much data exists 3/4.
Assessing and evaluating individual care plans
changing shapeThe software now makes the first pass at individual care plans, 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 · 3213/06Source: “Assess and evaluate individual care plans.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 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: Reviewing care plans against agreed standards is document work software does well, though a qualified professional normally confirms the outcome.
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.
Collecting medical and dental histories of patients
changing shapeThe software now makes the first pass at medical and dental histories of patients, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 75 · 3213/02Source: “Collect medical and dental histories of patients.” (UK task statement)
How this row was scored
Exposure score: 46 out of 100 (39–53 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; the value is that a specific person does it.
The rating behind it: Taking medical and dental histories follows a documented structure that software handles well, though patients often prefer talking to a person.
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 2/4 · how much data exists 3/4.
Instructing carers or family members on patient treatment plans
changing shapeThe software now makes the first pass at carers, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 70 · 3213/06Source: “Instruct carers or family members on patient treatment plans.” (UK task statement)
How this row was scored
Exposure score: 46 out of 100 (39–53 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; the value is that a specific person does it.
The rating behind it: Clear written instructions are easy to produce, but carers usually need someone to talk them through the plan and reassure 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 2/4 · how much data exists 3/4.
Demonstrating a broad understanding of dental diseases and the roles within the dental team
changing shapeThe software now makes the first pass at a broad understanding of dental diseases, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 3213/02Source: “Demonstrate a broad understanding of dental diseases and the roles within the dental team.” (UK task statement)
How this row was scored
Exposure score: 43 out of 100 (36–50 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Knowledge of dental disease and team roles is well documented, so software explains it accurately.
The five ratings: output a model can produce 2/4 · 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.
Entering factors, such as amount and quality of radiation beam and filming sequence, into computer
changing shapeThe software now makes the first pass at factors, 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 50 · 3213/01Source: “Enter factors, such as amount and quality of radiation beam, and filming sequence, into computer.” (UK task statement)
How this row was scored
Exposure score: 42 out of 100 (35–49 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: Entering exposure settings is straightforward data work, but UK rules require a trained operator to set them.
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 0/4 · how much data exists 3/4.
Designing bespoke dental devices
staying humanThe ratings behind this row put bespoke dental devices well outside what today's tools can do on their own.
importance 85 · 3213/03Source: “Design bespoke dental devices.” (UK task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Dental design software already does much of this, though the technician judges what will actually fit and last.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Reporting changes in intake or output to medical or nursing staff
staying humanThe rules require a named, qualified person to answer for changes, and that person cannot be a piece of software.
importance 70 · 3213/06Source: “Report changes in intake or output to medical or nursing staff.” (UK task statement)
How this row was scored
Exposure score: 36 out of 100 (29–43 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: Flagging a change in a patient's fluid balance is quick reporting that systems can already trigger from the figures.
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 1/4 · how much data exists 3/4.
Documenting informed consent and maintaining patient records
staying humanThe rules require a named, qualified person to answer for informed consent, and that person cannot be a piece of software.
importance 70 · 3213/07Source: “Document informed consent and maintain patient records.” (UK task statement)
How this row was scored
Exposure score: 36 out of 100 (29–43 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: Recording consent and keeping records is form work software handles, though a trained person must take the consent.
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 1/4 · how much data exists 3/4.
Committing to personal development and lifelong learning
staying humanThe ratings behind this row put personal development well outside what today's tools can do on their own.
importance 60 · 3213/07Source: “Commit to personal development and lifelong learning.” (UK task statement)
How this row was scored
Exposure score: 35 out of 100 (28–42 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over.
The rating behind it: Software can suggest and summarise learning, but the development being recorded is the technician's own.
The five ratings: output a model can produce 1/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Planning the design and manufacturing of custom-made devices to meet the prescription and timescale
staying humanThe ratings behind this row put the design well outside what today's tools can do on their own.
importance 85 · 3213/07Source: “Plan the design and manufacturing of custom-made devices to meet the prescription and timescale, advising if there are any issues which may cause difficulty in production of the device.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 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.
The rating behind it: Planning and flagging production problems is largely paperwork, though it rests on knowing what the workshop can make.
The five ratings: output a model can produce 2/4 · 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.
Speaking with colleagues to share knowledge on pathology
staying humanThe value here is that a specific person handles colleagues and stands behind it. That is earned, not computed.
importance 50 · 3213/06Source: “Speak with colleagues to share knowledge on pathology.” (UK task statement)
How this row was scored
Exposure score: 30 out of 100 (23–37 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: Sharing knowledge with colleagues happens in conversation and depends on working relationships rather than a document.
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.
Counseling and instructing patients and their families in techniques to improve hearing and communication related to hearing loss
staying humanThe value here is that a specific person handles patients and stands behind it. That is earned, not computed.
importance 80 · 3213/04, 3213/05Source: “Counsel and instruct patients and their families in techniques to improve hearing and communication related to hearing loss.” (UK task statement)
How this row was scored
Exposure score: 28 out of 100 (21–35 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: Advice on hearing techniques can be drafted well, but families rely on a person they trust to work through it with them.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Explaining testing procedures to patients
staying humanThis work happens in the physical world: procedures, in a real place. Software cannot follow it there.
importance 80 · 3213/01Source: “Explain testing procedures to patients.” (UK task statement)
How this row was scored
Exposure score: 26 out of 100 (19–33 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; the value is that a specific person does it.
The rating behind it: Clear explanations write themselves easily, but they land better face to face with a patient who is nervous.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Preparing clinical equipment and records for each session
staying humanThis work happens in the physical world: clinical equipment, in a real place. Software cannot follow it there.
importance 70 · 3213/02Source: “Prepare clinical equipment and records for each session.” (UK task statement)
How this row was scored
Exposure score: 25 out of 100 (18–32 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: Setting out equipment is physical, while getting the records ready for each session is straightforward screen work.
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 0/4 · how much data exists 3/4.
Referring people to a dentist or other dental health practitioner
staying humanThe rules require a named, qualified person to answer for people, and that person cannot be a piece of software.
importance 85 · 3213/02Source: “Refer people to a dentist or other dental health practitioner as required.” (UK task statement)
How this row was scored
Exposure score: 23 out of 100 (16–30 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: The referral letter is easy to draft, but the decision to refer must be made by a registered clinician.
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 1/4 · how much data exists 3/4.
Providing patients with advice and counselling on health promotion and disease prevention
staying humanThe rules require a named, qualified person to answer for patients, and that person cannot be a piece of software.
importance 85 · 3213/06Source: “Provide patients with advice and counselling on health promotion and disease prevention.” (UK task statement)
How this row was scored
Exposure score: 23 out of 100 (16–30 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: Health advice is well documented, but patients act on it when a clinician they trust gives 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 3/4 · how much data exists 3/4.
Advising Prosthetists and Orthotists on technical solutions for patient goals
staying humanThe value here is that a specific person handles prosthetists and stands behind it. That is earned, not computed.
importance 85 · 3213/07Source: “Advise Prosthetists and Orthotists on technical solutions for patient goals.” (UK task statement)
How this row was scored
Exposure score: 23 out of 100 (16–30 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Technical options can be researched and drafted, but the useful advice draws on hands-on experience of what fits and lasts.
The five ratings: output a model can produce 2/4 · 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.
Charting conditions of decay and disease for dental diagnosis and treatment
staying humanThis work happens in the physical world: conditions of decay, in a real place. Software cannot follow it there.
importance 80 · 3213/02Source: “Chart conditions of decay and disease for dental diagnosis and treatment.” (UK task statement)
How this row was scored
Exposure score: 22 out of 100 (15–29 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: Charting is data entry, though the findings come from an examination a clinician carries out.
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 0/4 · how much data exists 3/4.
Attending continuing education classes to enhance professional skills
staying humanThe ratings behind this row put education classes well outside what today's tools can do on their own.
importance 60 · 3213/02Source: “Attend continuing education classes to enhance professional skills.” (UK task statement)
How this row was scored
Exposure score: 22 out of 100 (15–29 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over.
The rating behind it: Continuing education builds the person's own skills, so software can prepare materials but cannot do the learning.
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 1/4 · how much data exists 3/4.
Participating in educational opportunities to update dental laboratory knowledge and skills
staying humanThe ratings behind this row put educational opportunities well outside what today's tools can do on their own.
importance 50 · 3213/03Source: “Participate in educational opportunities to update dental laboratory knowledge and skills.” (UK task statement)
How this row was scored
Exposure score: 22 out of 100 (15–29 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over.
The rating behind it: Software can summarise new techniques, but the point is the technician's own learning and registration record.
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 1/4 · how much data exists 3/4.
Attending in-service training to validate or refresh basic professional skills
staying humanThe ratings behind this row put in-service well outside what today's tools can do on their own.
importance 75 · 3213/06Source: “Attend in-service training to validate or refresh basic professional skills.” (UK task statement)
How this row was scored
Exposure score: 22 out of 100 (15–29 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over.
The rating behind it: Refresher training builds the technician's own skills, so software can prepare materials but cannot do the learning for them.
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 1/4 · how much data exists 3/4.
Training cardiology students
staying humanThe value here is that a specific person handles cardiology students and stands behind it. That is earned, not computed.
importance 60 · 3213/01Source: “Train cardiology students.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 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: Teaching materials can be generated, but training cardiology students depends on a person guiding them through real cases.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Motivating and educating individuals or groups of people to care for their oral hygiene and eat a healthy diet
staying humanThe value here is that a specific person handles individuals and stands behind it. That is earned, not computed.
importance 85 · 3213/02Source: “Motivate and educate individuals or groups of people to care for their oral hygiene and eat a healthy diet.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 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: The health messages are standard, but people change habits because someone they trust encourages them.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Conducting motivational sessions to encourage healthy lifestyle changes
staying humanThe value here is that a specific person handles motivational sessions and stands behind it. That is earned, not computed.
importance 60 · 3213/02Source: “Conduct motivational sessions to encourage healthy lifestyle changes.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 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: The advice is standard, but people make lifestyle changes when a person they trust supports them.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Supporting individuals in giving up smoking and improving their diet for better health
staying humanThe value here is that a specific person handles individuals and stands behind it. That is earned, not computed.
importance 60 · 3213/02Source: “Support individuals in giving up smoking and improving their diet for better health.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 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: Stop-smoking and diet advice is well documented, but sticking with it usually depends on regular human support.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Assessing patients' psychosocial status and needs
staying humanThe rules require a named, qualified person to answer for patients' psychosocial status, and that person cannot be a piece of software.
importance 80 · 3213/06Source: “Assess patients' psychosocial status and needs, including sleep patterns, anxiety, grief, and support systems.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 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: Understanding someone's sleep, anxiety, grief and support network depends on a conversation where they feel able to be honest.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 2/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Adjusting communication styles when interacting with healthcare professionals and patients
staying humanThe value here is that a specific person handles communication styles and stands behind it. That is earned, not computed.
importance 70 · 3213/07Source: “Adjust communication styles when interacting with healthcare professionals and patients.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Reading the room and adjusting how you speak to a frightened patient is judgement built in the moment.
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 3/4 · how much data exists 2/4.
Teaching people how to carry out personal care tasks
staying humanThis work happens in the physical world: people how, in a real place. Software cannot follow it there.
importance 85 · 3213/02Source: “Teach people how to carry out personal care tasks, such as brushing teeth.” (UK task statement)
How this row was scored
Exposure score: 20 out of 100 (13–27 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; the value is that a specific person does it.
The rating behind it: Instructions are easy to produce, but teaching someone to brush properly usually needs a person alongside them.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Assisting doctors in diagnosing cardiac or peripheral vascular conditions
staying humanThis work happens in the physical world: doctors, in a real place. Software cannot follow it there.
importance 95 · 3213/01Source: “Assist doctors in diagnosing cardiac or peripheral vascular conditions.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 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: Software can flag findings from cardiac tests, but supporting a doctor through diagnosis also means being present during procedures.
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.
Monitoring patients' conditions and reactions
staying humanThis work happens in the physical world: patients' conditions, in a real place. Software cannot follow it there.
importance 80 · 3213/01Source: “Monitor patients' conditions and reactions, reporting abnormal signs to physician.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 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: Monitors already flag abnormal signs automatically, but noticing how a patient looks and reacts still needs someone present.
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.
Instructing patients in use of prosthetic or orthotic devices
staying humanThis work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 80 · 3213/07Source: “Instruct patients in use of prosthetic or orthotic devices.” (UK task statement)
How this row was scored
Exposure score: 15 out of 100 (8–22 allowing for uncertainty): minimal exposure, medium 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: Showing a patient how to use a limb or brace involves demonstrating on them and adjusting as they try.
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 2/4 · how much data exists 2/4.
Identifying problems and reporting defects in machinery
staying humanThis work happens in the physical world: problems, in a real place. Software cannot follow it there.
importance 70 · 3213/07Source: “Identify problems and report defects in machinery.” (UK task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 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: Spotting and reporting a machine fault means noticing it at the machine, though the report itself is simple.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Monitoring gauges, recorder and video screens of data analysis system during imaging of cardiovascular system
staying humanThis work happens in the physical world: gauges, recorder and video screens of data analysis, in a real place. Software cannot follow it there.
importance 85 · 3213/01Source: “Monitor gauges, recorder, and video screens of data analysis system during imaging of cardiovascular system.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Watching the screens and gauges during imaging needs someone in the room while the procedure is under way.
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 0/4 · how much data exists 3/4.
Measuring and recording food and liquid intake or urinary and faecal output
staying humanThis work happens in the physical world: food, in a real place. Software cannot follow it there.
importance 75 · 3213/06Source: “Measure and record food and liquid intake or urinary and faecal output.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: The recording is simple, but someone has to measure and observe the patient's intake and output.
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 0/4 · how much data exists 3/4.
Working with other professionals and supporting staff
staying humanThe value here is that a specific person handles other professionals and stands behind it. That is earned, not computed.
importance 70 · 3213/07Source: “Work with other professionals and support staff.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Working alongside other professionals depends on relationships built in person over time, not on a document anyone can produce.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Putting patients at the centre of care
staying humanThe value here is that a specific person handles patients and stands behind it. That is earned, not computed.
importance 60 · 3213/02Source: “Put patients at the centre of care.” (UK task statement)
How this row was scored
Exposure score: 12 out of 100 (5–19 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: Keeping the patient at the centre of care shows in how staff behave with people, not in anything software produces.
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 3/4 · how much data exists 2/4.
Measuring and recording patients' height and weight
staying humanThis work happens in the physical world: patients' height, in a real place. Software cannot follow it there.
importance 70 · 3213/06Source: “Measure and record patients' height and weight.” (UK task statement)
How this row was scored
Exposure score: 12 out of 100 (8–16 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: Measuring height and weight means the patient standing on scales with someone taking the reading.
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 4/4.
Collaborating with clinical staff and professionals to provide patient care
staying humanThe value here is that a specific person handles clinical staff and stands behind it. That is earned, not computed.
importance 75 · 3213/07Source: “Collaborate with clinical staff and professionals to provide patient care.” (UK task statement)
How this row was scored
Exposure score: 12 out of 100 (5–19 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 clinical colleagues runs on relationships and live discussion rather than on any document that could be produced.
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 3/4 · how much data exists 2/4.
Monitoring patients' blood pressure and heart rate
staying humanThis work happens in the physical world: patients' blood pressure, in a real place. Software cannot follow it there.
importance 90 · 3213/01Source: “Monitor patients' blood pressure and heart rate using electrocardiogram (ECG) equipment during procedures to alert physicians to abnormalities.” (UK task statement)
How this row was scored
Exposure score: 11 out of 100 (4–18 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: Theatre monitors already flag abnormalities automatically, but someone has to be in the room watching the patient during the procedure.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Inspecting and testing cardiology equipment to ensure proper operation
staying humanThis work happens in the physical world: cardiology equipment, in a real place. Software cannot follow it there.
importance 75 · 3213/01Source: “Inspect and test cardiology equipment to ensure proper operation.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (3–17 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: Testing cardiology equipment means physically handling and checking the machines, even though the results are recorded simply.
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.
Supervising cardiology technologists
staying humanThe rules require a named, qualified person to answer for cardiology technologists, and that person cannot be a piece of software.
importance 70 · 3213/01Source: “Supervise cardiology technologists.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (3–17 allowing for uncertainty): minimal 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: Rotas and reviews can be drafted, but supervising a technical team depends on a person present and trusted by them.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Placing tooth models on an apparatus that mimics bite and movement of patient's jaw to evaluate functionality
staying humanThis work happens in the physical world: tooth models, in a real place. Software cannot follow it there.
importance 75 · 3213/03Source: “Place tooth models on an apparatus that mimics bite and movement of patient's jaw to evaluate functionality.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (3–17 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: Mounting models on a jaw simulator and judging the bite is hands-on bench work.
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.
Maintaining machinery to ensure the quality of orthotic and prosthetic devices
staying humanThis work happens in the physical world: machinery, in a real place. Software cannot follow it there.
importance 75 · 3213/07Source: “Maintain machinery to ensure the quality of orthotic and prosthetic devices.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (6–14 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: Keeping workshop machinery running means servicing it by hand.
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.
Encouraging and demonstrating tooth brushing and cleaning in-between teeth
staying humanThis work happens in the physical world: tooth, in a real place. Software cannot follow it there.
importance 85 · 3213/02Source: “Encourage and demonstrate tooth brushing and cleaning in-between teeth.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 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 value is that a specific person does it.
The rating behind it: Brushing technique is best shown in person with a mirror, even though the advice itself is well known.
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 2/4 · how much data exists 3/4.
Maintaining dental equipment
staying humanThis work happens in the physical world: dental equipment, in a real place. Software cannot follow it there.
importance 65 · 3213/02Source: “Maintain dental equipment.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (5–13 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: Servicing dental equipment is practical work done on the machines themselves.
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.
Constructing accurate dental models from impressions taken by dentists
staying humanThis work happens in the physical world: accurate dental models, in a real place. Software cannot follow it there.
importance 95 · 3213/03Source: “Construct accurate dental models from impressions taken by dentists.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (5–13 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: Casting a model from an impression is bench work with plaster and hands.
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.
Making dental devices, such as dentures, crowns, bridges, inlays or appliances for straightening teeth
staying humanThis work happens in the physical world: dental devices, in a real place. Software cannot follow it there.
importance 95 · 3213/03Source: “Make dental devices, such as dentures, crowns, bridges, inlays, or appliances for straightening teeth.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 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: Design can be done on a computer now, but the device is still built and finished by hand in the lab.
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.
Testing appliances for conformance to specifications and accuracy of occlusion using articulators and micrometers
staying humanThis work happens in the physical world: appliances, in a real place. Software cannot follow it there.
importance 85 · 3213/03Source: “Test appliances for conformance to specifications and accuracy of occlusion using articulators and micrometers.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 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: Checking an appliance against the specification means handling it on an articulator with measuring instruments.
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.
Manufacturing mouth guards as part of prosthetic work
staying humanThis work happens in the physical world: mouth guards, in a real place. Software cannot follow it there.
importance 80 · 3213/03Source: “Manufacture mouth guards as part of prosthetic work.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 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: A mouth guard is made to a model at the bench, though the design step is increasingly digital.
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.
Modifying bespoke dental devices
staying humanThis work happens in the physical world: bespoke dental devices, in a real place. Software cannot follow it there.
importance 70 · 3213/03Source: “Modify bespoke dental devices.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 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: Altering a finished device means working on the actual appliance by hand.
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.
Modifying impressions for earmoulds and hearing aid shells
staying humanThis work happens in the physical world: impressions, in a real place. Software cannot follow it there.
importance 85 · 3213/04Source: “Modify impressions for earmoulds and hearing aid shells.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 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: Adjusting an earmould impression is hands-on shaping, although the design step is often digital now.
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.
Demonstrating assistive listening devices to clients
staying humanThis work happens in the physical world: assistive listening devices, in a real place. Software cannot follow it there.
importance 75 · 3213/04, 3213/05Source: “Demonstrate assistive listening devices to clients.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 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 value is that a specific person does it.
The rating behind it: Software can explain a device, but a client usually needs it fitted and demonstrated in front of them.
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 2/4 · how much data exists 3/4.
Conducting pre-operational checks on equipment to ensure proper functioning
staying humanThis work happens in the physical world: pre-operational checks, in a real place. Software cannot follow it there.
importance 60 · 3213/06Source: “Conduct pre-operational checks on equipment to ensure proper functioning.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 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: Checking that equipment works properly means handling the machine itself before the session starts.
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.
Constructing devices using appropriate materials
staying humanThis work happens in the physical world: devices, in a real place. Software cannot follow it there.
importance 90 · 3213/07Source: “Construct devices using appropriate materials and, where applicable, computer technology for customised manufacture and fitting.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 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: Design and manufacture are increasingly computer-aided, but the device is still built and fitted by hand.
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.
Testing medical supportive devices
staying humanThis work happens in the physical world: medical supportive devices, in a real place. Software cannot follow it there.
importance 80 · 3213/07Source: “Test medical supportive devices for alignment, movement, and biomechanical stability using meters and fixtures.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 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: Alignment and stability checks are done by handling the device on test equipment.
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.
Recognising and identifying abnormalities in patients
staying humanThis work happens in the physical world: abnormalities, in a real place. Software cannot follow it there.
importance 70 · 3213/02Source: “Recognise and identify abnormalities in patients.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 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: Software is good at spotting patterns, but examining a patient and deciding is a registered clinician's job.
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 1/4 · how much data exists 3/4.
Restoring natural teeth by fabricating crowns
staying humanThis work happens in the physical world: natural teeth, in a real place. Software cannot follow it there.
importance 95 · 3213/03Source: “Restore natural teeth by fabricating crowns, veneers, bridges, or creating dental implants.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 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: Crowns and bridges are designed digitally but made and finished at the bench to a dentist's prescription.
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 0/4 · how much data exists 3/4.
Operating the ECG machine to obtain a reading
staying humanThis work happens in the physical world: the ECG machine, in a real place. Software cannot follow it there.
importance 90 · 3213/01Source: “Operate the ECG machine to obtain a reading.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (3–11 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: Recording an ECG means attaching electrodes to the patient, so someone has to be there with them.
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.
Setting up 24-hour Holter and event monitors for patient monitoring
staying humanThis work happens in the physical world: 24-hour holter, in a real place. Software cannot follow it there.
importance 80 · 3213/01Source: “Set up 24-hour Holter and event monitors for patient monitoring.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (3–11 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: Fitting a Holter or event monitor means attaching the device to the patient 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.
Undertaking standardised clinical photography in various healthcare settings to capture disease and treatment features
staying humanThis work happens in the physical world: standardised clinical photography, in a real place. Software cannot follow it there.
importance 75 · 3213/02Source: “Undertake standardised clinical photography in various healthcare settings to capture disease and treatment features.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (0–14 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: Clinical photographs have to be taken with a camera and the patient positioned in front of it.
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.
Training clients to use auditory information
staying humanThis work happens in the physical world: clients, in a real place. Software cannot follow it there.
importance 75 · 3213/04, 3213/05Source: “Train clients to use auditory information.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (0–14 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: Learning to make sense of sound again depends on regular sessions with a person guiding the practice.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 2/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Measuring patients' vital signs to monitor health
staying humanThis work happens in the physical world: patients' vital signs, in a real place. Software cannot follow it there.
importance 85 · 3213/06Source: “Measure patients' vital signs to monitor health.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (3–11 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: Measuring vital signs means putting equipment on the patient, which needs a person at the bedside.
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.
Taking and recording vital signs
staying humanThis work happens in the physical world: vital signs, in a real place. Software cannot follow it there.
importance 85 · 3213/06Source: “Take and record vital signs, such as temperature, blood pressure, pulse rate, or respiration rate, as directed by medical or nursing staff.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (3–11 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: Taking a temperature, pulse or blood pressure means touching the patient, even though recording the numbers is simple.
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.
Conducting echocardiogram to record patients' cardiac activity using specialised equipment
staying humanThis work happens in the physical world: echocardiogram, in a real place. Software cannot follow it there.
importance 95 · 3213/01Source: “Conduct echocardiogram to record patients' cardiac activity using specialised equipment.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (2–10 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: Echocardiography depends on the operator holding the probe and finding the right views on the patient in real time.
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 1/4 · how much data exists 3/4.
Operating diagnostic imaging equipment to produce contrast-enhanced radiographs of heart and cardiovascular system
staying humanThis work happens in the physical world: diagnostic imaging equipment, in a real place. Software cannot follow it there.
importance 85 · 3213/01Source: “Operate diagnostic imaging equipment to produce contrast-enhanced radiographs of heart and cardiovascular system.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (2–10 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: Contrast imaging of the heart needs hands on the equipment and the patient, and radiation rules limit who may operate it.
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 0/4 · how much data exists 3/4.
Conducting tests of the pulmonary system using spirometer or other respiratory testing equipment
staying humanThis work happens in the physical world: tests of the pulmonary system, in a real place. Software cannot follow it there.
importance 70 · 3213/01Source: “Conduct tests of the pulmonary system using spirometer or other respiratory testing equipment.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 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: Lung function testing depends on coaching the patient through the breathing manoeuvres in person, and needs a trained operator.
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 1/4 · how much data exists 3/4.
Checking people's mouths to take dental bacterial plaque indices and food debris scores
staying humanThis work happens in the physical world: people's mouths, in a real place. Software cannot follow it there.
importance 85 · 3213/02Source: “Check people's mouths to take dental bacterial plaque indices and food debris scores.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 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: The scores are simple to record, but someone has to look inside the patient's mouth to take them.
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 1/4 · how much data exists 3/4.
Creating a model of patient's mouth by pouring plaster into a dental impression and allowing it
staying humanThis work happens in the physical world: a model of patient's mouth, in a real place. Software cannot follow it there.
importance 90 · 3213/03Source: “Create a model of patient's mouth by pouring plaster into a dental impression and allowing it to set.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (2–10 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: Pouring and setting plaster is a physical bench job.
The five ratings: output a model can produce 0/4 · 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.
Fabricating maxillofacial prostheses to replace missing facial and body tissues due
staying humanThis work happens in the physical world: maxillofacial prostheses, in a real place. Software cannot follow it there.
importance 60 · 3213/03Source: “Fabricate maxillofacial prostheses to replace missing facial and body tissues due to injury, disease, or developmental abnormality.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 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: Facial prostheses are sculpted and colour-matched by hand, though scanning and design software now help.
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 1/4 · how much data exists 3/4.
Operating lathes and milling machines for precision machining
staying humanThis work happens in the physical world: lathes, in a real place. Software cannot follow it there.
importance 60 · 3213/03Source: “Operate lathes and milling machines for precision machining.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (2–10 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: Running lathes and milling machines is physical work in the laboratory.
The five ratings: output a model can produce 0/4 · 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.
Ascertaining patients' feelings through communication
staying humanThis work happens in the physical world: patients' feelings, in a real place. Software cannot follow it there.
importance 85 · 3213/06Source: “Ascertain patients' feelings through communication.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 allowing for uncertainty): minimal exposure, medium 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: Understanding how a patient really feels depends on being with them and earning their confidence.
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 3/4 · how much data exists 2/4.
Operating fluoroscope to aid physician to view and guiding wire or catheter through blood vessels to area of interest
staying humanThis work happens in the physical world: fluoroscope, in a real place. Software cannot follow it there.
importance 80 · 3213/01Source: “Operate fluoroscope to aid physician to view and guide wire or catheter through blood vessels to area of interest.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (1–9 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: Operating the fluoroscope during a catheter procedure is hands-on, and radiation rules restrict who may use it.
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 0/4 · how much data exists 2/4.
Observing ultrasound display screen and listening to signals to record vascular information
staying humanThis work happens in the physical world: ultrasound display screen, in a real place. Software cannot follow it there.
importance 75 · 3213/01Source: “Observe ultrasound display screen and listen to signals to record vascular information such as blood pressure, limb volume changes, oxygen saturation, and cerebral circulation.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (1–9 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: Vascular ultrasound depends on the operator holding the probe and reading the signal live at the patient's side.
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 1/4 · how much data exists 2/4.
Examining gums visually and by touch for sores and signs of disease
staying humanThis work happens in the physical world: gums, in a real place. Software cannot follow it there.
importance 90 · 3213/02Source: “Examine gums visually and by touch for sores and signs of disease.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 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: Gums are checked by looking and feeling, so a clinician has to be at the chair.
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 1/4 · how much data exists 3/4.
Performing dental radiographs, x-rays) to assess oral health
staying humanThis work happens in the physical world: dental radiographs, x-rays), in a real place. Software cannot follow it there.
importance 90 · 3213/02Source: “Perform dental radiographs (x-rays) to assess oral health.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (1–9 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: Taking dental x-rays means positioning the patient and the machine, and UK radiation rules limit who may make the exposure.
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 1/4 · how much data exists 3/4.
Examining lymph nodes under patient's chin for swelling or tenderness to detect oral cancer
staying humanThis work happens in the physical world: lymph nodes under patient's chin, in a real place. Software cannot follow it there.
importance 75 · 3213/02Source: “Examine lymph nodes under patient's chin for swelling or tenderness to detect oral cancer.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 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: Checking lymph nodes is done by feeling under the chin, so the clinician must be present.
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 1/4 · how much data exists 3/4.
Developing castings for prosthetic devices to ensure accurate dental appliance fabrication
staying humanThis work happens in the physical world: castings, in a real place. Software cannot follow it there.
importance 75 · 3213/03Source: “Develop castings for prosthetic devices to ensure accurate dental appliance fabrication.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (1–9 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: Producing castings is a physical laboratory process.
The five ratings: output a model can produce 0/4 · 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.
Executing IPS e.max Press restorations to enhance dental function and appearance
staying humanThis work happens in the physical world: IPS e.max press restorations, in a real place. Software cannot follow it there.
importance 70 · 3213/03Source: “Execute IPS e.max Press restorations to enhance dental function and appearance.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 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: Pressed ceramic restorations are made through a physical laboratory process.
The five ratings: output a model can produce 0/4 · 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.
Shaping wax teeth based on observations or dentists' specifications
staying humanThis work happens in the physical world: wax teeth, in a real place. Software cannot follow it there.
importance 70 · 3213/03Source: “Shape wax teeth based on observations or dentists' specifications.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (1–9 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: Carving wax teeth to a dentist's specification is a hand skill.
The five ratings: output a model can produce 0/4 · 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.
Performing otoacoustic screenings to evaluate inner ear health
staying humanThis work happens in the physical world: otoacoustic screenings, in a real place. Software cannot follow it there.
importance 80 · 3213/04, 3213/05Source: “Perform otoacoustic screenings to evaluate inner ear health.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 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: The screening result is read by the machine, but a trained person must place the probe in the ear.
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 1/4 · how much data exists 3/4.
Monitoring patients for unusual or harmful behaviour and reporting to professional staff
staying humanThis work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 80 · 3213/06Source: “Monitor patients for unusual or harmful behaviour and report to professional staff.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 allowing for uncertainty): minimal exposure, medium 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: Noticing changes in how someone behaves needs a person present with them, though the reporting itself is simple.
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 2/4 · how much data exists 2/4.
Cleaning scopes or other endoscopic instruments according to manufacturer recommendations and facility standards
staying humanThis work happens in the physical world: scopes, in a real place. Software cannot follow it there.
importance 65 · 3213/06Source: “Clean scopes or other endoscopic instruments according to manufacturer recommendations and facility standards.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (1–9 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: Decontaminating scopes is a physical process carried out to a written standard.
The five ratings: output a model can produce 0/4 · 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.
Repairing medical support devices
staying humanThis work happens in the physical world: medical support devices, in a real place. Software cannot follow it there.
importance 85 · 3213/07Source: “Repair medical support devices.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (1–9 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: Repairing a support device means working on the physical item.
The five ratings: output a model can produce 0/4 · 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.
Adjusting settings on patients' assistive devices
staying humanThis work happens in the physical world: settings, in a real place. Software cannot follow it there.
importance 85 · 3213/01Source: “Adjust settings on patients' assistive devices, such as temporary pacemakers.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–8 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: Changing settings on a temporary pacemaker is done at the bedside and only by a suitably qualified clinical professional.
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 1/4 · how much data exists 2/4.
Collaborating with the dental team to treat patients and prevent gum disease
staying humanThis work happens in the physical world: the dental team, in a real place. Software cannot follow it there.
importance 90 · 3213/02Source: “Collaborate with the dental team to treat patients and prevent gum disease.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–11 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 gum disease as part of the dental team happens chairside with the patient present.
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.
Conducting dental health clinics for community groups to augment services of dentist
staying humanThis work happens in the physical world: dental health clinics, in a real place. Software cannot follow it there.
importance 70 · 3213/02Source: “Conduct dental health clinics for community groups to augment services of dentist.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–11 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: Running a community clinic means being there with people and providing clinical care.
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 2/4.
Training dental technicians and laboratory bench workers
staying humanThis work happens in the physical world: dental technicians, in a real place. Software cannot follow it there.
importance 50 · 3213/03Source: “Train dental technicians and laboratory bench workers.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–11 allowing for uncertainty): minimal exposure, medium 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: Teaching bench skills happens at the bench, with the trainer watching and correcting the trainee's hands.
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 3/4 · how much data exists 2/4.
Working with all colleagues as a team
staying humanThis work happens in the physical world: all colleagues, in a real place. Software cannot follow it there.
importance 70 · 3213/04Source: “Work with all colleagues as a team.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–8 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: Working as part of a team is about the relationships between the people in it.
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 3/4 · how much data exists 2/4.
Ensuring patients take their medicine as directed by district nurse or carer
staying humanThis work happens in the physical world: patients take their medicine, in a real place. Software cannot follow it there.
importance 85 · 3213/06Source: “Ensure patients take their medicine as directed by district nurse or carer.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–11 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: Making sure someone actually takes their medicine means being there with them, and medicines administration is tightly governed.
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 2/4 · how much data exists 2/4.
Restoring function to traumatic injury victims or individuals with diseases or birth defects
staying humanThis work happens in the physical world: function, in a real place. Software cannot follow it there.
importance 70 · 3213/07Source: “Restore function to traumatic injury victims or individuals with diseases or birth defects.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–11 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: Restoring function after injury involves making and fitting devices by hand and working closely with the patient over time.
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 2/4 · how much data exists 2/4.
Working with adults with health and social care needs or learning disabilities
staying humanThis work happens in the physical world: adults, in a real place. Software cannot follow it there.
importance 60 · 3213/07Source: “Work with adults with health and social care needs or learning disabilities.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–11 allowing for uncertainty): minimal exposure, medium 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: Supporting adults with health, care or learning needs is done in person and depends on a trusted relationship.
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 3/4 · how much data exists 2/4.
Administering medications as directed by a doctor or nurse
staying humanThis work happens in the physical world: medications, in a real place. Software cannot follow it there.
importance 80 · 3213/06Source: “Administer medications as directed by a doctor or nurse.” (UK task statement)
How this row was scored
Exposure score: 3 out of 100 (0–7 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: Giving a patient their medication is a physical act, and UK rules set out who may administer medicines and under whose direction.
The five ratings: output a model can produce 0/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Operating medical equipment under the guidance of nurses or doctors
staying humanThis work happens in the physical world: medical equipment under the guidance of nurses, in a real place. Software cannot follow it there.
importance 65 · 3213/06Source: “Operate medical equipment under the guidance of nurses or doctors.” (UK task statement)
How this row was scored
Exposure score: 3 out of 100 (0–10 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: Operating clinical equipment on a patient requires a trained person present under clinical supervision.
The five ratings: output a model can produce 0/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Attaching electrodes to patients' chests
staying humanThis work happens in the physical world: electrodes, in a real place. Software cannot follow it there.
importance 85 · 3213/01Source: “Attach electrodes to patients' chests, arms, and legs and connect to ECG machine leads.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Attaching electrodes to someone chest and limbs is physical work on a 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 1/4 · how much data exists 2/4.
Supporting doctors during complex cardiovascular procedures
staying humanThis work happens in the physical world: doctors during complex cardiovascular procedures, in a real place. Software cannot follow it there.
importance 85 · 3213/01Source: “Support doctors during complex cardiovascular procedures.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Supporting doctors during complex heart procedures is hands-on work in the catheter laboratory.
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 1/4 · how much data exists 2/4.
Assisting in pacemaker and ICD implantation operations
staying humanThis work happens in the physical world: pacemaker, in a real place. Software cannot follow it there.
importance 80 · 3213/01Source: “Assist in pacemaker and ICD implantation operations.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Assisting at a pacemaker or defibrillator implant is hands-on work in the operating theatre.
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 0/4 · how much data exists 2/4.
Preparing patients for examinations, tests or treatments
staying humanThis work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 80 · 3213/01Source: “Prepare patients for examinations, tests, or treatments.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Getting a patient ready for a test or treatment is physical work done with them in the room.
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 2/4 · how much data exists 2/4.
Preparing balloons and stents for vascular procedures
staying humanThis work happens in the physical world: balloons, in a real place. Software cannot follow it there.
importance 75 · 3213/01Source: “Prepare balloons and stents for vascular procedures.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Preparing balloons and stents is precise hands-on work at the table during the procedure.
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.
Injecting contrast medium into patients' blood vessels
staying humanThis work happens in the physical world: contrast medium, in a real place. Software cannot follow it there.
importance 70 · 3213/01Source: “Inject contrast medium into patients' blood vessels.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Injecting contrast into a patient's blood vessels is a physical act, and rules restrict who may give it.
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.
Positioning patients as instructed by medical personnel
staying humanThis work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 70 · 3213/01, 3213/06Source: “Position patients as instructed by medical personnel.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Moving and positioning patients is physical work that has to be done by someone at the bedside.
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 1/4 · how much data exists 2/4.
Maintaining a proper sterile field during surgical procedures
staying humanThis work happens in the physical world: a proper sterile field during surgical procedures, in a real place. Software cannot follow it there.
importance 65 · 3213/01Source: “Maintain a proper sterile field during surgical procedures.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Keeping a sterile field during surgery is entirely hands-on work in the operating theatre.
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 1/4 · how much data exists 2/4.
Cleaning teeth using dental instruments to remove plaque and tartar
staying humanThis work happens in the physical world: teeth, in a real place. Software cannot follow it there.
importance 95 · 3213/02Source: “Clean teeth using dental instruments to remove plaque and tartar.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Scaling teeth is delicate work inside a patient's mouth, done by a registered clinician.
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.
Removing dental plaque and other coatings from teeth
staying humanThis work happens in the physical world: dental plaque, in a real place. Software cannot follow it there.
importance 95 · 3213/02Source: “Remove dental plaque and other coatings from teeth.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Removing deposits from teeth needs instruments in the patient's mouth and a registered clinician.
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.
Sterilising dental instruments to ensure they are safe
staying humanThis work happens in the physical world: dental instruments, in a real place. Software cannot follow it there.
importance 90 · 3213/02Source: “Sterilise dental instruments to ensure they are safe for use.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Sterilising dental instruments is hands-on work with the instruments and the steriliser.
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.
Administering local anaesthetic to patients to ensure comfort during dental cleanings
staying humanThis work happens in the physical world: local anaesthetic, in a real place. Software cannot follow it there.
importance 85 · 3213/02Source: “Administer local anaesthetic to patients to ensure comfort during dental cleanings.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Giving an injection is a hands-on act that only a registered clinician may perform.
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.
Applying treatments to reduce tooth decay and promote oral health
staying humanThis work happens in the physical world: treatments, in a real place. Software cannot follow it there.
importance 85 · 3213/02Source: “Apply treatments to reduce tooth decay and promote oral health.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Applying preventive treatments means working directly in the patient's mouth.
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.
Preparing and maintaining a clinical environment
staying humanThis work happens in the physical world: a clinical environment, in a real place. Software cannot follow it there.
importance 85 · 3213/02Source: “Prepare and maintain a clinical environment, focusing on infection control and prevention.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–7 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: Preparing and cleaning a clinical room is physical work that has to be done by a person on site.
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.
Scaling and polishing teeth
staying humanThis work happens in the physical world: teeth, in a real place. Software cannot follow it there.
importance 85 · 3213/02Source: “Scale and polish teeth.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Scaling and polishing is instrument work in the patient's mouth by a registered clinician.
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.
Applying fluoride or sealants to teeth
staying humanThis work happens in the physical world: fluoride, in a real place. Software cannot follow it there.
importance 80 · 3213/02Source: “Apply fluoride or sealants to teeth.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Applying fluoride or sealants is hands-on treatment in the mouth and only a registered dental professional may do it.
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.
Removing excess cement from coronal surfaces of teeth
staying humanThis work happens in the physical world: excess cement, in a real place. Software cannot follow it there.
importance 80 · 3213/02Source: “Remove excess cement from coronal surfaces of teeth.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Removing excess cement is careful hands-on work in the patient's mouth.
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.
Undertaking root surface debridement as part of routine dental treatments
staying humanThis work happens in the physical world: root surface debridement, in a real place. Software cannot follow it there.
importance 80 · 3213/02Source: “Undertake root surface debridement as part of routine dental treatments.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Root surface debridement is a clinical procedure carried out with instruments by a registered clinician.
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.
Applying temporary dressings to protect a broken tooth or replace a lost filling
staying humanThis work happens in the physical world: temporary dressings, in a real place. Software cannot follow it there.
importance 75 · 3213/02Source: “Apply temporary dressings to protect a broken tooth or replace a lost filling.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Placing a temporary dressing means working in the patient's mouth.
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.
Providing care of implants and treatment of peri-implant tissues
staying humanThis work happens in the physical world: care of implants, in a real place. Software cannot follow it there.
importance 75 · 3213/02Source: “Provide care of implants and treatment of peri-implant tissues.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Caring for implants and the tissues around them is chairside clinical work.
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.
Placing and removing rubber dams
staying humanThis work happens in the physical world: rubber dams, in a real place. Software cannot follow it there.
importance 70 · 3213/02Source: “Place and remove rubber dams, matrices, and temporary restorations.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Fitting rubber dams and temporary restorations is hands-on work in the patient's mouth.
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.
Taking dental impressions for diagnostic and treatment purposes
staying humanThis work happens in the physical world: dental impressions, in a real place. Software cannot follow it there.
importance 70 · 3213/02, 3213/03Source: “Take dental impressions for diagnostic and treatment purposes.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Taking an impression means placing a tray in the patient's mouth.
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.
Making impressions for study casts
staying humanThis work happens in the physical world: impressions, in a real place. Software cannot follow it there.
importance 60 · 3213/02Source: “Make impressions for study casts.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Taking dental impressions is hands-on work in the patient's mouth.
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 1/4 · how much data exists 2/4.
Developing exposed film using chemicals and developing equipment
staying humanThis work happens in the physical world: exposed film, in a real place. Software cannot follow it there.
importance 50 · 3213/02Source: “Develop exposed film using chemicals and developing equipment.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Developing film with chemicals and equipment is hands-on darkroom work.
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 2/4.
Preparing, mixing and handling bio-materials on site in the community setting
staying humanThis work happens in the physical world: bio-materials, in a real place. Software cannot follow it there.
importance 50 · 3213/02Source: “Prepare, mix, and handle bio-materials on site in the community setting.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Mixing and handling materials in someone's home is physical work done on the spot.
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 2/4.
Applying porcelain paste to prosthesis frameworks using brushes
staying humanThis work happens in the physical world: porcelain paste, in a real place. Software cannot follow it there.
importance 90 · 3213/03Source: “Apply porcelain paste to prosthesis frameworks using brushes.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Brushing porcelain paste onto a framework is a hand skill at the bench.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Applying dental composite materials for restorative work
staying humanThis work happens in the physical world: dental composite materials, in a real place. Software cannot follow it there.
importance 85 · 3213/03Source: “Apply dental composite materials for restorative work.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Placing composite fillings is clinical work in the patient's mouth.
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.
Melting metals and pouring into moulds to form dental prostheses
staying humanThis work happens in the physical world: metals, in a real place. Software cannot follow it there.
importance 85 · 3213/03Source: “Melt metals and pour into moulds to form dental prostheses.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Melting and casting metal is hot, hands-on bench 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.
Preparing wax bite blocks and impression trays
staying humanThis work happens in the physical world: wax bite blocks, in a real place. Software cannot follow it there.
importance 85 · 3213/03Source: “Prepare wax bite blocks and impression trays for use.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Making bite blocks and impression trays is hands-on preparation 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.
Applying wax over prosthesis setups using spatulas
staying humanThis work happens in the physical world: wax over prosthesis setups, in a real place. Software cannot follow it there.
importance 80 · 3213/03Source: “Apply wax over prosthesis setups using spatulas.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Waxing up a prosthesis with a spatula is a hand skill.
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.
Preparing metal surfaces for bonding with porcelain to create artificial teeth
staying humanThis work happens in the physical world: metal surfaces, in a real place. Software cannot follow it there.
importance 80 · 3213/03Source: “Prepare metal surfaces for bonding with porcelain to create artificial teeth, using small hand tools.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Preparing metal surfaces with small hand tools is bench 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.
Shaping and soldering wire and metal frames or bands for dental products
staying humanThis work happens in the physical world: wire, in a real place. Software cannot follow it there.
importance 80 · 3213/03Source: “Shape and solder wire and metal frames or bands for dental products, using soldering irons and hand tools.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Shaping and soldering wire frames is a hand skill with a soldering iron.
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.
Loading newly constructed teeth into porcelain kilns to bake the porcelain onto the metal framework
staying humanThis work happens in the physical world: constructed teeth, in a real place. Software cannot follow it there.
importance 75 · 3213/03Source: “Load newly constructed teeth into porcelain kilns to bake the porcelain onto the metal framework.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Loading work into a kiln is manual handling in the laboratory.
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.
Shaping materials using hand and machine tools for specific manufacturing processes
staying humanThis work happens in the physical world: materials, in a real place. Software cannot follow it there.
importance 75 · 3213/03Source: “Shape materials using hand and machine tools for specific manufacturing processes.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Shaping materials with hand and machine tools is manual work at the bench.
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.
Rebuilding or replacing linings, wire sections or missing teeth to repair dentures
staying humanThis work happens in the physical world: linings, wire sections or missing teeth, in a real place. Software cannot follow it there.
importance 70 · 3213/03Source: “Rebuild or replace linings, wire sections, or missing teeth to repair dentures.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Rebuilding a damaged denture is physical repair work.
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 2/4.
Filling chipped or low spots in surfaces of devices
staying humanThis work happens in the physical world: chipped, in a real place. Software cannot follow it there.
importance 65 · 3213/03Source: “Fill chipped or low spots in surfaces of devices, using acrylic resins.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Filling chips with acrylic is a small hands-on repair job.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Repairing assistive devices, such as hearing aids
staying humanThis work happens in the physical world: assistive devices, in a real place. Software cannot follow it there.
importance 90 · 3213/04Source: “Repair assistive devices, such as hearing aids.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Repairing a hearing aid means working on the device with tools.
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.
Assisting patients with bathing, showering and dressing activities
staying humanThis work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 90 · 3213/06Source: “Assist patients with bathing, showering and dressing activities.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Helping someone bathe, shower or dress is physical care that has to be given by a person.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 1/4.
Providing nursing care to individuals and groups
staying humanThis work happens in the physical world: care, in a real place. Software cannot follow it there.
importance 90 · 3213/06Source: “Provide nursing care to individuals and groups.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Nursing care means being with patients and doing things for them.
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.
Assisting individuals with eating
staying humanThis work happens in the physical world: individuals, in a real place. Software cannot follow it there.
importance 85 · 3213/06Source: “Assist individuals with eating as needed.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Helping someone eat is physical care given at the bedside.
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 3/4 · how much data exists 1/4.
Assisting patients with getting out of bed as part of daily living activities
staying humanThis work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 85 · 3213/06Source: “Assist patients with getting out of bed as part of daily living activities.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Helping someone out of bed needs a pair of hands at the bedside.
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 1/4 · how much data exists 2/4.
Responding to patient call signals
staying humanThis work happens in the physical world: patient call signals, in a real place. Software cannot follow it there.
importance 85 · 3213/06Source: “Respond to patient call signals, lights, bells, or intercoms to assess and address their needs.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Answering a call bell means going to the patient and dealing with what they need.
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 2/4 · how much data exists 2/4.
Assisting patients with using the toilet
staying humanThis work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 80 · 3213/06Source: “Assist patients with using the toilet.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Helping a patient use the toilet is physical care given by a person.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 1/4.
Collecting samples, such as blood, urine or sputum from patients
staying humanThis work happens in the physical world: samples, in a real place. Software cannot follow it there.
importance 80 · 3213/06Source: “Collect samples, such as blood, urine, or sputum from patients.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Taking blood, urine or sputum samples is hands-on work with the patient.
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 1/4 · how much data exists 2/4.
Feeding patients according to their dietary requirements
staying humanThis work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 80 · 3213/06Source: “Feed patients according to their dietary requirements.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Feeding a patient safely is hands-on care given at the bedside.
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 2/4 · how much data exists 2/4.
Undressing, washing and dress patients who are unable to do so for themselves
staying humanThis work happens in the physical world: dress patients who are unable, in a real place. Software cannot follow it there.
importance 80 · 3213/06Source: “Undress, wash, and dress patients who are unable to do so for themselves.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Washing and dressing a patient is personal care given by hand.
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 2/4 · how much data exists 2/4.
Administering enemas as directed by a doctor or nurse
staying humanThis work happens in the physical world: enemas, in a real place. Software cannot follow it there.
importance 75 · 3213/06Source: “Administer enemas as directed by a doctor or nurse.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Giving an enema is an intimate physical procedure carried out under clinical direction.
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.
Collecting specimens for use in laboratory tests
staying humanThis work happens in the physical world: specimens, in a real place. Software cannot follow it there.
importance 75 · 3213/06Source: “Collect specimens for use in laboratory tests.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Taking blood, swabs or other samples from a patient is hands-on work at the bedside.
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 1/4 · how much data exists 2/4.
Administering specific therapeutic or diagnostic procedures tailored to patients' clinical conditions
staying humanThis work happens in the physical world: specific therapeutic, in a real place. Software cannot follow it there.
importance 70 · 3213/06Source: “Administer specific therapeutic or diagnostic procedures tailored to patients' clinical conditions.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Carrying out treatments or procedures on a patient is physical, and clinical rules set out who may perform them.
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.
Assisting in administering specialist treatments to patients under supervision
staying humanThis work happens in the physical world: administering specialist treatments, in a real place. Software cannot follow it there.
importance 70 · 3213/06Source: “Assist in administering specialist treatments to patients under supervision.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Helping to give specialist treatments is physical work with the patient and must happen under proper clinical supervision.
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.
Cleaning and sanitising patient rooms
staying humanThis work happens in the physical world: patient rooms, in a real place. Software cannot follow it there.
importance 70 · 3213/06Source: “Clean and sanitise patient rooms, bathrooms, examination rooms, or other patient areas.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Cleaning patient rooms and equipment areas is physical work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Making home visits to patients who are unable to visit the surgery/hospital due to their condition
staying humanThis work happens in the physical world: home visits, in a real place. Software cannot follow it there.
importance 70 · 3213/06Source: “Make home visits to patients who are unable to visit the surgery/hospital due to their condition.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Visiting a patient at home means travelling to them, which cannot be done from a screen.
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 3/4 · how much data exists 2/4.
Performing catheterisations as part of patient care
staying humanThis work happens in the physical world: catheterisations, in a real place. Software cannot follow it there.
importance 70 · 3213/06Source: “Perform catheterisations as part of patient care.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Catheterisation is an invasive procedure performed by a trained clinician at the bedside.
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.
Positioning patients for surgical preparation
staying humanThis work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 70 · 3213/06Source: “Position patients for surgical preparation.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Positioning a patient for surgery is physical work at the operating table.
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 1/4 · how much data exists 2/4.
Applying support bandages under direction of nurse or doctor
staying humanThis work happens in the physical world: support bandages under direction of nurse, in a real place. Software cannot follow it there.
importance 65 · 3213/06Source: “Apply support bandages under direction of nurse or doctor.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Applying a support bandage is hands-on care given under a nurse's or doctor's direction.
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.
Preparing suites or rooms according to endoscopic procedure requirements
staying humanThis work happens in the physical world: suites, in a real place. Software cannot follow it there.
importance 65 · 3213/06Source: “Prepare suites or rooms according to endoscopic procedure requirements.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Setting up a procedure room is physical preparation on site.
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 2/4.
Serving food trays
staying humanThis work happens in the physical world: food trays, in a real place. Software cannot follow it there.
importance 65 · 3213/06Source: “Serve food trays.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Serving food trays is physical work done on the ward.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Assisting doctors with endoscopy procedures
staying humanThis work happens in the physical world: doctors, in a real place. Software cannot follow it there.
importance 60 · 3213/06Source: “Assist doctors with endoscopy procedures.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Assisting at an endoscopy means being in the room handling equipment with the doctor.
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.
Replenishing supplies, such as drinking glasses, linens, writing supplies and bathroom items
staying humanThis work happens in the physical world: supplies, in a real place. Software cannot follow it there.
importance 60 · 3213/06Source: “Replenish supplies, such as drinking glasses, linens, writing supplies, and bathroom items.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Replenishing glasses, linen and bathroom items is physical work done around the ward.
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.
Stocking medical supplies, dressing packs or treatment trays
staying humanThis work happens in the physical world: medical supplies, dressing packs or treatment trays, in a real place. Software cannot follow it there.
importance 60 · 3213/06Source: “Stock medical supplies such as dressing packs or treatment trays.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Restocking trays and dressing packs is physical stock handling.
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.
Fitting or adjusting prosthetic or orthotic devices
staying humanThis work happens in the physical world: prosthetic, in a real place. Software cannot follow it there.
importance 95 · 3213/07Source: “Fit or adjust prosthetic or orthotic devices.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Fitting or adjusting a prosthesis or brace is done by hand 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 2/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Applying mixtures to orthotic or prosthetic devices
staying humanThis work happens in the physical world: mixtures, in a real place. Software cannot follow it there.
importance 90 · 3213/07Source: “Apply mixtures to orthotic or prosthetic devices.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Applying mixtures to a device is hands-on workshop 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.
Fitting and testing devices on patients for proper fit
staying humanThis work happens in the physical world: devices, in a real place. Software cannot follow it there.
importance 90 · 3213/07Source: “Fit and test devices on patients for proper fit, function, and comfort.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Fitting and testing a device on a patient is hands-on work that has to happen in the room.
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 2/4 · how much data exists 2/4.
Carrying out finishing of custom made devices
staying humanThis work happens in the physical world: finishing of custom made devices, in a real place. Software cannot follow it there.
importance 85 · 3213/07Source: “Carry out finishing of custom made devices.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Finishing a custom device is a hand skill at the bench.
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.
Constructing or receiving casts of patients' torsos or limbs for use as cutting and fabrication patterns
staying humanThis work happens in the physical world: casts of patients' torsos, in a real place. Software cannot follow it there.
importance 85 · 3213/07Source: “Construct or receive casts of patients' torsos or limbs for use as cutting and fabrication patterns.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Taking a cast of a patient's limb or torso is hands-on work with the patient present.
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 1/4 · how much data exists 2/4.
Drilling and tapping holes for rivets in parts to form prosthetic or orthotic devices
staying humanThis work happens in the physical world: holes, in a real place. Software cannot follow it there.
importance 85 · 3213/07Source: “Drill and tap holes for rivets in parts to form prosthetic or orthotic devices.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Drilling and tapping parts is manual workshop 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.
Taking patients' body or limb measurements for use in device construction
staying humanThis work happens in the physical world: patients' body, in a real place. Software cannot follow it there.
importance 85 · 3213/07Source: “Take patients' body or limb measurements for use in device construction.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Measuring a patient’s body or limb requires being with the patient and handling the tape.
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 1/4 · how much data exists 2/4.
Covering or padding metal or plastic structures or devices
staying humanThis work happens in the physical world: metal, in a real place. Software cannot follow it there.
importance 80 · 3213/07Source: “Cover or pad metal or plastic structures or devices, using coverings such as rubber, leather, felt, plastic, or fibreglass.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Covering and padding devices is manual workshop 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.
Polishing artificial limbs, braces or supports, using grinding and buffing wheels
staying humanThis work happens in the physical world: artificial limbs, braces or supports, in a real place. Software cannot follow it there.
importance 80 · 3213/07Source: “Polish artificial limbs, braces, or supports, using grinding and buffing wheels.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Polishing a limb or brace on a grinding wheel is physical workshop work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Servicing or repairing machinery used in the fabrication of appliances
staying humanThis work happens in the physical world: machinery, in a real place. Software cannot follow it there.
importance 75 · 3213/07Source: “Service or repair machinery used in the fabrication of appliances.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Servicing and repairing fabrication machinery is hands-on workshop 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.
Measuring workpieces and laying out work
staying humanThis work happens in the physical world: workpieces, in a real place. Software cannot follow it there.
importance 65 · 3213/07Source: “Measure workpieces and lay out work, using precision measuring devices.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Measuring and laying out workpieces with precision instruments is hands-on bench 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.
Folding twist, stretch or drape material in preparation for sewing
staying humanThis work happens in the physical world: twist, stretch or drape material, in a real place. Software cannot follow it there.
importance 60 · 3213/07Source: “Fold, twist, stretch, or drape material in preparation for sewing.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Folding and draping material by hand is manual preparation 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.
What this job pays, and how many people do it
- Median pay
- £29,900a 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
- 40,000in 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: accurate in, a record out. The rows above are exactly that shape: maintaining accurate and confidential patient or client records and reading prescriptions or specifications to establish the type of product to be made. What it cannot do is be there in the room, and that is still where pure tone screenings get done. Which is why this page talks about your tasks changing, not your job ending.
Your move
Over a pint: what I’d tell you if you were my friend
Start with what does not change: conducting pure tone screenings to assess hearing is the middle of this job, and the evidence on this page says it stays with a person.
So, given all that: 8% of this job's task weight sits in rows the software is already learning, 8% in rows that change shape rather than disappear, and 84% in rows it is nowhere near. That is the position, measured across 193 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. Maintaining accurate and confidential patient or client records 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 accurate, 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 pure tone screenings 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 interviewing patients to obtain their medical histories. 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 medical and dental technicians (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was dental practitioners: only about 10% of its durable work is work you already do. And on the numbers you do not need one. This job scores 16/100 here, with only 8% of the task list in the top band, and “assist doctors in diagnosing cardiac or peripheral vascular conditions” 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.
Dental practitioners
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “make dental devices, such as dentures, crowns, bridges, inlays, or appliances for straightening teeth”. Across the whole of both lists that adds up to about 10% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 10% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. This release publishes no median pay for that job, so I cannot show you what the move costs or pays. I do not recommend a move I cannot price.
Dental 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: “sterilise dental instruments to ensure they are safe for use”. 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: £25,742 against your £29,931, 14.0% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Registered children's nurses
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already provide nursing care to individuals and groups, and their equivalent is to assess individuals' nursing care needs and refer for reassessment when necessary. 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.
What I’d stop worrying about
A friend tells you what not to spend fear on. This is that list.
The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 8% of its task weight, across 193 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 conducting pure tone screenings to assess hearing 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 nearest United States equivalent is Prosthodontists. It is a close match rather than an identical one: the two countries draw the boundary of the job in slightly different places.
Switch to the United States page →close match
The other groups this work is counted across:
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.
In England:
A free hour with a government-funded careers adviser is worth more than another evening of reading. In England that's the National Careers Service.
Free, government-funded
In England:
National Careers Service - Find a course
Search what's actually running near you before you spend anything.
Free to search; individual courses vary
In England:
Free courses for jobs (Level 3 qualifications)
A free Level 3 qualification you already qualify for beats a paid course you don't need.
Free for eligible adults
In England:
Free, up to 16 weeks, and you get a job interview at the end. In England these are Skills Bootcamps - search what's running near you.
Free for eligible adults in England
In Scotland:
My World of Work (Skills Development Scotland)
In Scotland it's My World of Work, from Skills Development Scotland.
Free, publicly funded
In Wales:
In Wales it's Careers Wales.
Free, Welsh Government-funded
In Northern Ireland:
Careers Service Northern Ireland
In Northern Ireland it's the Careers Service on nidirect.
Free, Department for the Economy-funded
No Space for this job, but one for what is happening to it
Nothing Collab365 runs is built for medical / dental technicians, and we are not going to point you at the nearest one and call it a fit.
There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 8% of the work on this page is already inside what they can do.

7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.
The AI Authority is a general community about working with AI, not a course for medical / dental technicians. 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 medical / dental technicians 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 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 Medical and dental technicians?
- Not as a job, but it is already doing parts of the work. Across the 193 official task statements scored for Medical and dental technicians (United Kingdom, SOC 3213), 8% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 16 out of 100 (range 12–21, 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 “Medical and dental technicians” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Distribute reports of diagnostic procedures to doctors” (100/100, very high); “Record patient information, including identification, medical history, and examination results” (88/100, very high); “Maintain accurate and confidential patient or client records” (88/100, very 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 “Medical and dental technicians” stay human?
- About 84% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Fold, twist, stretch, or drape material in preparation for sewing” (0/100, minimal); “Measure workpieces and lay out work, using precision measuring devices” (0/100, minimal); “Service or repair machinery used in the fabrication of appliances” (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 “Medical and dental technicians” do about AI?
- Start from the ledger rather than the headline: 8% of this job's weighted core work is exposed, and roughly 84% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.
- How is the AI exposure score for Medical and dental 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 193 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.
- 16 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.
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.
