UK dataswitch to US
Environmental health professionals
monitoring, and complying withing current regulations and legislation, compiling evidence for legal investigations and court proceedings and advising on planning and licensing applications. If that's your week, this page is about your job.
The honest answer
AI is already taking a real slice of the routine work here: monitoring, and complying withing current regulations and legislation. That is a slice of tasks, not of you.
That slice is not coming back; the core of the job, conducting routine or unplanned visits and inspections for health and safety compliance, stays yours. The tools change hands, the accountability doesn't.
Your week, as this page understands it
Environmental health professionals use specialist technical skills and knowledge to protect people from health risks associated with the environment in which they live and work. They maintain and safeguard standards, including taking legal action to enforce relevant legislation with regard to public health policy. The job title says “environmental health professionals”. The real job is the part underneath: conducting routine or unplanned visits and inspections for health and safety compliance. 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 environmental health professionals is not one task. It is 59 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is conducting routine or unplanned visits and inspections for health and safety compliance, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 22%
- changing shape
- 17%
- staying human
- 61%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 32 out of 100 (27–38 allowing for uncertainty): low exposure, across 59 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 environmental health professionals 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.
- One row is marked low confidence, so treat it as a ballpark rather than a fine measurement.
- 1 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
13 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.
Monitoring, and complying withing current regulations and legislation
This is reading one thing and writing another: current regulations in, a record out. That is the shape today's tools are built for.
importance 90 · 2483/00Source: “Monitor and comply with current regulations and legislation.” (UK task statement)
How this row was scored
Exposure score: 83 out of 100 (79–87 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: Tracking what the law currently says is exactly the kind of published, well-documented material software reads and summarises reliably.
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 4/4.
Maintaining inspection records to ensure health compliance
This is reading one thing and writing another: inspection records in, a record out. That is the shape today's tools are built for.
importance 85 · 2483/00Source: “Maintain inspection records to ensure health compliance.” (UK task statement)
How this row was scored
Exposure score: 81 out of 100 (77–85 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: Inspection records are structured entries that case management systems already generate and keep up to date.
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 3/4.
Monitoring and implementing updates to environmental protection laws
This is reading one thing and writing another: updates in, a record out. That is the shape today's tools are built for.
importance 85 · 2483/00Source: “Monitor and implement updates to environmental protection laws.” (UK task statement)
How this row was scored
Exposure score: 72 out of 100 (68–76 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: New environmental law is published openly, so spotting changes and turning them into local procedure is largely readable, writable work.
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 4/4.
Examining permits, licences, applications and records to ensure compliance with licensing requirements
This is reading one thing and writing another: permits, licences, applications and records in, a record out. That is the shape today's tools are built for.
importance 85 · 2483/00Source: “Examine permits, licences, applications, and records to ensure compliance with licensing requirements.” (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: Checking documents against published licence conditions is exactly the sort of careful paperwork software gets through quickly and consistently.
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.
Changing shape
10 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.
Advising communities and workforces on practical health improvements
The software now makes the first pass at communities, 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 · 2483/00Source: “Advise communities and workforces on practical health improvements.” (UK task statement)
How this row was scored
Exposure score: 53 out of 100 (46–60 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: Practical health advice is well documented and easy to draft, though people take it more seriously from someone they meet.
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 2/4 · how much data exists 3/4.
Writing inspection reports to document findings
The software now makes the first pass at inspection reports, but someone has to be answerable for the result, and it cannot be the software. So the job becomes checking and deciding rather than producing.
importance 85 · 2483/00Source: “Write inspection reports to document findings.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (52–60 allowing for uncertainty): partial exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Writing up findings is routine drafting, but the report is the officer's formal record and they remain answerable for it.
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.
Advising property owners of preventive measures against water pollution
The software now makes the first pass at property owners of preventive measures against water pollution, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 2483/00Source: “Advise property owners of preventive measures against water pollution.” (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; mistakes that are cheap to catch.
The rating behind it: Advice on preventing water pollution follows published guidance, so drafting it for a specific property is well within reach.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Staying human
36 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.
Applying a range of analytical and problem-solving techniques to resolve environmental health issues
The ratings behind this row put a range of analytical well outside what today's tools can do on their own.
importance 90 · 2483/00Source: “Apply a range of analytical and problem-solving techniques to resolve environmental health issues.” (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: mistakes that are cheap to catch.
The rating behind it: Analytical techniques are well documented, but the useful answer usually depends on details of the particular site and community.
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 2/4.
Identifying instances of non-compliance with environmental health legislation and determining the most appropriate action
The rules require a named, qualified person to answer for instances of non-compliance, and that person cannot be a piece of software.
importance 90 · 2483/00Source: “Identify instances of non-compliance with environmental health legislation and determine the most appropriate action.” (UK task statement)
How this row was scored
Exposure score: 23 out of 100 (19–27 allowing for uncertainty): low exposure, high confidence.
Why it sits in this group: someone qualified has to answer for it.
The rating behind it: Deciding whether to warn, serve a notice or prosecute is a legal decision only a council's authorised officer can take.
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 0/4 · how much data exists 2/4.
Enforcing health legislation to promote public health and understanding of health protection procedures
This work happens in the physical world: health legislation, in a real place. Software cannot follow it there.
importance 90 · 2483/00Source: “Enforce health legislation to promote public health and understanding of health protection procedures.” (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: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Enforcing health law means acting in real premises under legal powers the council gives to a named officer.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Show the other 49 tasks
Labelling bottled products accurately to reflect contents and compliance with regulations
shifting to AIThis is reading one thing and writing another: bottled products in, a record out. That is the shape today's tools are built for.
importance 50 · 2483/00Source: “Label bottled products accurately to reflect contents and compliance with regulations.” (UK task statement)
How this row was scored
Exposure score: 72 out of 100 (65–79 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: Labelling rules are published in full, so checking that wording matches what the law requires is well suited to software.
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 4/4.
Preparing oral, tabular and graphic reports summarising chain of custody documentation
shifting to AIThis is reading one thing and writing another: oral, tabular and graphic reports summarising chain in, a record out. That is the shape today's tools are built for.
importance 70 · 2483/00Source: “Prepare oral, tabular, and graphic reports summarising chain of custody documentation.” (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: Turning chain of custody records into tables, charts and a summary is standard reporting work.
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.
Assessing and interpreting licence and registration requirements
shifting to AIThis is reading one thing and writing another: licence in, a record out. That is the shape today's tools are built for.
importance 80 · 2483/00Source: “Assess and interpret licence and registration requirements, including environmental permits.” (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: Permit and licence rules are published in detail, so working out what applies is something software handles well before an officer confirms.
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 and reporting the gathered data
shifting to AIThis is reading one thing and writing another: the gathered data in, a record out. That is the shape today's tools are built for.
importance 80 · 2483/00Source: “Interpret and report the gathered data.” (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: Turning collected readings into a clear written interpretation is well-documented analytical work that software drafts to a usable standard.
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.
Preparing and submitting compliance, operational and safety forms or reports
shifting to AIThis is reading one thing and writing another: compliance, operational and safety forms or reports in, a record out. That is the shape today's tools are built for.
importance 80 · 2483/00Source: “Prepare and submit compliance, operational, and safety forms or reports.” (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: Filling in compliance and safety reports from plant records is standard document work software drafts 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.
Reviewing compliance monitoring reports
shifting to AIThis is reading one thing and writing another: compliance monitoring reports in, a record out. That is the shape today's tools are built for.
importance 80 · 2483/00Source: “Review compliance monitoring reports.” (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 monitoring reports and pulling out what breaches the rules is strong document-analysis work.
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.
Determine which sites and violation reports to investigate
shifting to AIThis is reading one thing and writing another: sites in, a record out. That is the shape today's tools are built for.
importance 75 · 2483/00Source: “Determine which sites and violation reports to investigate.” (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: Ranking complaints and reports by risk is a scoring job that software does consistently from case history.
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.
Reporting any non-compliances promptly
shifting to AIThis is reading one thing and writing another: any non-compliances in, a record out. That is the shape today's tools are built for.
importance 75 · 2483/00Source: “Report any non-compliances promptly.” (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: Writing up and passing on what was found is routine paperwork software drafts well, with the officer checking before it goes.
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.
Advising on developing policies for environmental management
shifting to AIThis is reading one thing and writing another: developing policies in, a record out. That is the shape today's tools are built for.
importance 85 · 2483/00Source: “Advise on developing policies for environmental management.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (60–68 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: Policy drafting on environmental management draws on plenty of published examples, so software produces a solid draft for the officer to shape.
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 1/4 · how much data exists 3/4.
Compiling evidence for legal investigations and court proceedings
changing shapeThe software now makes the first pass at evidence, but someone has to be answerable for the result, and it cannot be the software. So the job becomes checking and deciding rather than producing.
importance 75 · 2483/00Source: “Compile evidence for legal investigations and court proceedings.” (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: Pulling an evidence bundle together is organised paperwork, though the officer must stand behind what it says if it reaches court.
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.
Monitoring personnel for radiation exposure levels
changing shapeThe software now makes the first pass at personnel, 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 · 2483/00Source: “Monitor personnel for radiation exposure levels.” (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: Dose records are numbers on a system, so tracking and flagging them is straightforward, with a qualified adviser overseeing the scheme.
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.
Arranging for the removal of abandoned vehicles and rubbish
changing shapeThe software now makes the first pass at the removal of abandoned vehicles, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 2483/00Source: “Arrange for the removal of abandoned vehicles and rubbish.” (UK task statement)
How this row was scored
Exposure score: 52 out of 100 (45–59 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: Arranging removal is dispatch and paperwork, with set notice rules that software follows straightforwardly.
The five ratings: output a model can produce 4/4 · 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.
Monitoring follow-up actions after violations are found
changing shapeThe software now makes the first pass at follow-up actions after violations are found, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 2483/00Source: “Monitor follow-up actions after violations are found.” (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: Chasing whether a business has fixed what was found is case tracking that systems handle well.
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.
Providing advice on public health to stakeholders
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 80 · 2483/00Source: “Provide advice on public health to stakeholders.” (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: Public health advice draws on well-published evidence, so drafting it is straightforward, though stakeholders respond better to a named 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 3/4.
Informing individuals and groups about pollution control regulations
changing shapeThe software now makes the first pass at individuals, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 2483/00Source: “Inform individuals and groups about pollution control regulations, inspection findings, and corrective measures.” (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; mistakes that are cheap to catch.
The rating behind it: Explaining rules, findings and required fixes is writing work built on published regulations.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Advising on health and safety issues in relation to new buildings and developments
changing shapeThe software now makes the first pass at health, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 2483/00Source: “Advise on health and safety issues in relation to new buildings and developments.” (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; mistakes that are cheap to catch.
The rating behind it: Advising on safety in new developments works from published standards and drawings, so a strong draft can be produced at a desk.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Providing advice and consultation
staying humanThe value here is that a specific person handles advice and stands behind it. That is earned, not computed.
importance 85 · 2483/00Source: “Provide advice and consultation to residents, landowners, councils, and other bodies.” (UK task statement)
How this row was scored
Exposure score: 34 out of 100 (27–41 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Advice to residents and councils rests on published rules, so drafting is easy, but people want to hear it from someone.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Delivering speeches on diet, nutrition or health to promote healthy eating habits and illness prevention
staying humanThis work happens in the physical world: speeches, in a real place. Software cannot follow it there.
importance 60 · 2483/00Source: “Deliver speeches on diet, nutrition, or health to promote healthy eating habits and illness prevention.” (UK task statement)
How this row was scored
Exposure score: 29 out of 100 (22–36 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: The content is well documented and easy to draft, but a talk lands because a person is in the room delivering it.
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 4/4.
Advising on planning and licensing applications
staying humanThe rules require a named, qualified person to answer for planning, and that person cannot be a piece of software.
importance 75 · 2483/00Source: “Advise on planning and licensing applications.” (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: someone qualified has to answer for it.
The rating behind it: Planning and licensing advice turns on local circumstances and an officer’s formal view that the council relies on.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Investigating complaints about service
staying humanThe ratings behind this row put complaints well outside what today's tools can do on their own.
importance 60 · 2483/00Source: “Investigate complaints about service.” (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: mistakes that are cheap to catch.
The rating behind it: Gathering the facts and drafting a reply is mostly desk work, but a visit and local knowledge usually decide the outcome.
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 2/4.
Learning and observing safety precautions to recognize unsafe conditions and implement proper safety protocols
staying humanThis work happens in the physical world: safety precautions, in a real place. Software cannot follow it there.
importance 60 · 2483/00Source: “Learn and observe safety precautions to recognize unsafe conditions and implement proper safety protocols.” (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: Safety rules are written down, but recognising an unsafe situation depends on being there and noticing it.
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.
Collaborating with partner agencies and local regulatory services to coordinate enforcement activities
staying humanThe value here is that a specific person handles partner agencies and stands behind it. That is earned, not computed.
importance 85 · 2483/00Source: “Collaborate with partner agencies and local regulatory services to coordinate enforcement activities.” (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: Coordinating enforcement across agencies runs on relationships and local arrangements, though the paperwork behind it is easy enough to draft.
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.
Determining the nature of code violations and actions to be taken
staying humanThe rules require a named, qualified person to answer for the nature of code violations, and that person cannot be a piece of software.
importance 80 · 2483/00Source: “Determine the nature of code violations and actions to be taken.” (UK task statement)
How this row was scored
Exposure score: 23 out of 100 (19–27 allowing for uncertainty): low exposure, high confidence.
Why it sits in this group: someone qualified has to answer for it.
The rating behind it: Software can match evidence to the rule broken, but choosing the enforcement action is a legal decision reserved to the authorised officer.
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 0/4 · how much data exists 2/4.
Issuing licences for pet shops and animal-related businesses
staying humanThis work happens in the physical world: licences, in a real place. Software cannot follow it there.
importance 70 · 2483/00Source: “Issue licences for pet shops and animal-related businesses.” (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; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: The paperwork is routine, but a licence is only valid when granted by an authorised council officer after inspection.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Delivering talks at public enquiries
staying humanThe value here is that a specific person handles talks and stands behind it. That is earned, not computed.
importance 70 · 2483/00Source: “Deliver talks at public enquiries, meetings, and exhibitions.” (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: Software can write the talk, but standing up and answering questions at a public meeting is still a person's job.
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 2/4 · how much data exists 3/4.
Investigating outbreaks of infectious disease
staying humanThis work happens in the physical world: outbreaks of infectious disease, in a real place. Software cannot follow it there.
importance 85 · 2483/00Source: “Investigate outbreaks of infectious disease.” (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: Data can point to a source, but outbreak work means visiting premises and interviewing people who were there.
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.
Implementing measures to prevent the spread of infectious diseases
staying humanThis work happens in the physical world: measures, in a real place. Software cannot follow it there.
importance 80 · 2483/00Source: “Implement measures to prevent the spread of infectious diseases.” (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: Planning infection control draws on published guidance, but putting measures in place needs people acting in real premises.
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.
Assessing and addressing complaints regarding noise and environmental nuisances
staying humanThis work happens in the physical world: complaints regarding noise, in a real place. Software cannot follow it there.
importance 85 · 2483/00Source: “Assess and address complaints regarding noise and environmental nuisances.” (UK task statement)
How this row was scored
Exposure score: 16 out of 100 (9–23 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 rating behind it: Deciding whether noise is a statutory nuisance means an authorised officer hearing it in the affected home.
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 2/4.
Investigating accidents in the workplace
staying humanThis work happens in the physical world: accidents, in a real place. Software cannot follow it there.
importance 80 · 2483/00Source: “Investigate accidents in the workplace.” (UK task statement)
How this row was scored
Exposure score: 16 out of 100 (9–23 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 rating behind it: Accident investigation needs someone at the scene talking to people, though analysing what happened afterwards is well-structured written work.
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 2/4.
Taking photos and producing drawings as part of the inspection process
staying humanThis work happens in the physical world: photos, in a real place. Software cannot follow it there.
importance 60 · 2483/00Source: “Take photos and produce drawings as part of the inspection process.” (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: Photographs and site drawings have to be taken and measured at the premises being inspected.
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.
Investigating accidents and complaints to determine if there has been a breach of health and safety law
staying humanThis work happens in the physical world: accidents, in a real place. Software cannot follow it there.
importance 85 · 2483/00Source: “Investigate accidents and complaints to determine if there has been a breach of health and safety law.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (9–17 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: Software can weigh evidence against the law, but visiting the scene and formally ruling on a breach stays with the authorised officer.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Setting up field surveys to collect water samples for quality analysis
staying humanThis work happens in the physical world: field surveys, in a real place. Software cannot follow it there.
importance 75 · 2483/00Source: “Set up field surveys to collect water samples for quality analysis.” (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 survey design is documented, but placing sampling points and taking water samples happens in the field.
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.
Taking action to improve conditions
staying humanThis work happens in the physical world: action, in a real place. Software cannot follow it there.
importance 80 · 2483/00Source: “Take action to improve conditions.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (0–22 allowing for uncertainty): minimal exposure, low 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: This covers hands-on improvement work in real premises, where what actually helps depends on the site rather than written rules.
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 1/4 · how much data exists 2/4.
Investigating and following up claims of the illegal fly-tipping of waste
staying humanThis work happens in the physical world: claims of the illegal fly-tipping of waste, in a real place. Software cannot follow it there.
importance 75 · 2483/00Source: “Investigate and follow up claims of the illegal fly-tipping of waste.” (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: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Fly-tipping cases turn on getting to the site and finding who dumped it, which needs someone out there looking.
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 1/4 · how much data exists 2/4.
Observing and recording field conditions
staying humanThis work happens in the physical world: field conditions, in a real place. Software cannot follow it there.
importance 70 · 2483/00Source: “Observe and record field conditions, including flow meter readings and chemical levels.” (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: Readings and field conditions have to be observed at the location, so the recording itself cannot be done from a desk.
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.
Identifying and investigating complaints relating to environmental health
staying humanThis work happens in the physical world: complaints, in a real place. Software cannot follow it there.
importance 85 · 2483/00Source: “Identify and investigate complaints relating to environmental health.” (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: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Judging a nuisance usually means being there to see, hear or smell it, and the council's authorised officer must do that.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Collecting and analysing samples of wastewater for quality control purposes using testing equipment
staying humanThis work happens in the physical world: samples of wastewater, in a real place. Software cannot follow it there.
importance 80 · 2483/00Source: “Collect and analyse samples of wastewater for quality control purposes using testing 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: Wastewater has to be collected and put through equipment by hand, though the numbers that come out are ordinary data work.
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.
Monitoring land pollution levels
staying humanThis work happens in the physical world: land pollution levels, in a real place. Software cannot follow it there.
importance 75 · 2483/00Source: “Monitor land pollution levels.” (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: Land pollution has to be sampled where it is, even though interpreting the laboratory results is ordinary data work.
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.
Conducting water quality monitoring or sampling to ensure compliance with standards
staying humanThis work happens in the physical world: water quality, in a real place. Software cannot follow it there.
importance 85 · 2483/00Source: “Conduct water quality monitoring or sampling to ensure compliance with standards.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (4–12 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 water samples means physically going to the water, even though the results are then read and reported on a screen.
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.
Monitoring noise pollution levels
staying humanThis work happens in the physical world: noise pollution levels, in a real place. Software cannot follow it there.
importance 75 · 2483/00Source: “Monitor noise pollution levels.” (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: Noise cases usually need an officer to hear it and take readings at the spot, which cannot be done remotely.
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.
Giving evidence in court related to environmental health cases
staying humanThis work happens in the physical world: evidence, in a real place. Software cannot follow it there.
importance 75 · 2483/00Source: “Give evidence in court related to environmental health cases.” (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: 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 evidence in court is something only a person can do, under oath and open to questioning.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 4/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Inspecting buildings for compliance with public health
staying humanThis work happens in the physical world: buildings, in a real place. Software cannot follow it there.
importance 85 · 2483/00Source: “Inspect buildings for compliance with public health, fire safety, energy conservation, sustainability, and accessibility regulations.” (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: Buildings have to be looked at in person, and the compliance finding must be made by a properly authorised inspector.
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.
Conducting routine or unplanned visits and inspections for health and safety compliance
staying humanThis work happens in the physical world: routine or unplanned visits and inspections, in a real place. Software cannot follow it there.
importance 90 · 2483/00Source: “Conduct routine or unplanned visits and inspections for health and safety compliance.” (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: Turning up unannounced to look at a workplace is physical work, and the official finding must come from an authorised officer.
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.
Inspecting food hygiene and standards to ensure compliance
staying humanThis work happens in the physical world: food hygiene, in a real place. Software cannot follow it there.
importance 90 · 2483/00Source: “Inspect food hygiene and standards to ensure compliance.” (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: Someone has to walk the kitchen and judge it in person, and only a council-authorised officer can make the official finding.
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.
Inspecting waste pretreatment, treatment and disposal facilities and systems for conformance to national, regional or local regulations
staying humanThis work happens in the physical world: waste pretreatment, treatment and disposal facilities and systems, in a real place. Software cannot follow it there.
importance 85 · 2483/00Source: “Inspect waste pretreatment, treatment, and disposal facilities and systems for conformance to national, regional, or local regulations.” (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: Checking a waste site against the rules means being on site, and only an authorised officer can make the formal finding.
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.
Giving evidence in court
staying humanThe rules require a named, qualified person to answer for evidence, and that person cannot be a piece of software.
importance 70 · 2483/00Source: “Give evidence in court.” (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: someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Evidence must be given in person by the officer who did the inspection, so nothing can stand in the witness box for them.
The five ratings: output a model can produce 0/4 · needs a body in a room 1/4 · needs an accountable person 3/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Inspecting animal welfare conditions to ensure they meet regulatory standards
staying humanThis work happens in the physical world: animal welfare conditions, in a real place. Software cannot follow it there.
importance 70 · 2483/00Source: “Inspect animal welfare conditions to ensure they meet regulatory standards.” (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: Judging how animals are actually kept means seeing them, and only an authorised officer can record the official welfare finding.
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.
Gathering environmental samples for health risk analysis
staying humanThis work happens in the physical world: environmental samples, in a real place. Software cannot follow it there.
importance 80 · 2483/00Source: “Gather environmental samples for health risk analysis.” (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 samples means going to the site and collecting them properly 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 0/4 · how much data exists 2/4.
Safelying handle and removing hazardous materials according to regulations
staying humanThis work happens in the physical world: handle, in a real place. Software cannot follow it there.
importance 70 · 2483/00Source: “Safely handle and remove hazardous materials according to regulations.” (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: Handling and removing dangerous material is hands-on work in a real place, so software cannot do any of it.
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.
What this job pays, and how many people do it
- Median pay
- £41,700a 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
- 14,900in the UK, 2026.nomis-aps · Apr 2025-Mar 2026 (latest APS 12-month period)This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.
Why this is shifting
The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: current regulations in, a record out. The rows above are exactly that shape: monitoring, and complying withing current regulations and legislation and maintaining inspection records to ensure health compliance. What it cannot do is be answerable: routine or unplanned visits and inspections need a named person the rules will accept, and software cannot be that person. Which is why this page talks about your tasks changing, not your job ending.
Your move
Over a pint: what I’d tell you if you were my friend
Your week is splitting in two, and which half fills it is the whole question. Monitoring, and complying withing current regulations and legislation is going; conducting routine or unplanned visits and inspections for health and safety compliance is not.
So, given all that: 22% of this job's task weight sits in rows the software is already learning, 17% in rows that change shape rather than disappear, and 61% in rows it is nowhere near. That is the position, measured across 59 scored tasks. It is not a forecast about you.
The occupation is an average and you are not, so the first job below is finding out where your own week actually sits.
This week: one thing
Print the task ledger above and put your own hours next to each row. Roughly, in pen, in one sitting. Then look at which group your hours actually pile up in. Twenty minutes, this week.
- What you end up holding
- your own week, on one page, sorted into what is shifting and what is not
- How long it takes
- about twenty minutes
If printing it isn’t practical: Read the rows off this page and write the same list on the back of an envelope. Same twenty minutes, same page, and it works just as well said out loud to someone who knows the job. The point is your hours next to the rows, not the paper it is on.
Over the next 90 days
Volunteer toward the durable end, visibly. Over the next ninety days put your hand up for the work in the bottom group (conducting routine or unplanned visits and inspections for health and safety compliance) and let people see you doing it. Not a new project: the same job, with your mix deliberately tilted. The point is that when the rota or the reorganisation comes, the version of you people picture is the one doing the part that stays.
Over the next 12 months
Claim a specialism at the durable end and let the other end go. Over a year, deliberately become the person who handles conducting routine or unplanned visits and inspections for health and safety compliance, and deliberately stop being the first choice for the rows in the top group. That trade costs something, because the exposed work is often the comfortable work. Decide it on purpose rather than by drift. 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 environmental health professionals (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was waste disposal and environmental services managers: only about 7% of its durable work is work you already do. And on the numbers you do not need one. This job scores 32/100 here, with only 22% of the task list in the top band, and “advise communities and workforces on practical health improvements” 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.
Waste disposal and environmental services managers
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “conduct water quality monitoring or sampling to ensure compliance with standards”. Across the whole of both lists that adds up to about 7% 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 7% of the durable side of that job. That is a different job, not a next step.
Catering and bar managers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already inspect food hygiene and standards to ensure compliance, and their equivalent is to maintain food safety and hygiene standards. Across both published task lists that is about 7% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 7% of the durable side of that job. That is a different job, not a next step. It is a pay cut, in those words: £29,789 against your £41,725, 28.6% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Health and safety managers and officers
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “safely handle and remove hazardous materials according to regulations”. Across the whole of both lists that adds up to about 6% 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 6% 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: 22% of its task weight, across 59 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The whole-job doom story
Nothing on this page says this job ends. It says the mix inside it moves. Half the rows above are unchanged or changing shape, and the plan is about which half your week sits in. That is a very different problem, and a solvable one.
Panic-buying a course
Do the twenty-minute sorting exercise first. Most people who buy a course before they have done it buy the wrong one, and the free services listed below will tell you the same thing without charging for it.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.
You are reading the United Kingdom figures
The United States splits this work across more than one official group, of which Occupational Health and Safety Specialists is the closest. The pay and employment figures are not directly comparable, and we do not average them together.
Switch to the United States page →partial match
The other groups this work is counted across:
In US official statistics this job is counted as Occupational Health and Safety Specialists, Occupational Health and Safety Technicians, Health Education Specialists, Agricultural Inspectors and Transportation Inspectors. Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.
Your route through this
Where to go next, and what it costs
Free, and complete
The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.
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 environmental health professionals, 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 22% 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 environmental health professionals. 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 environmental health professionals launches. Nothing else.
That did not look like an email address, so nothing was saved. Have another go below.
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No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.
Questions people ask about this job
- Will AI replace Environmental health professionals?
- Not as a job, but it is already doing parts of the work. Across the 59 official task statements scored for Environmental health professionals (United Kingdom, SOC 2483), 22% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 32 out of 100 (range 27–38, band: low). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
- Which tasks in “Environmental health professionals” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Monitor and comply with current regulations and legislation” (83/100, very high); “Maintain inspection records to ensure health compliance” (81/100, very high); “Monitor and implement updates to environmental protection laws” (72/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
- Which tasks in “Environmental health professionals” stay human?
- About 61% 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: “Safely handle and remove hazardous materials according to regulations” (0/100, minimal); “Gather environmental samples for health risk analysis” (0/100, minimal); “Inspect animal welfare conditions to ensure they meet regulatory standards” (4/100, 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 “Environmental health professionals” do about AI?
- Start from the ledger rather than the headline: 22% of this job's weighted core work is exposed, and roughly 61% 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 Environmental health professionals 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 59 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.
Where these numbers come from
About the data on this page
- Provisional, because the ONS revises this figure in the autumn.
- This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
- One row is marked low confidence, so treat it as a ballpark rather than a fine measurement.
- The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
- 1 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.