Will AI replace Occupational Health and Safety Specialists?

Not as a job, but it is already doing parts of the work. Across the 22 official task statements scored for Occupational Health and Safety Specialists (United States, SOC 19-5011), 17% 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 26–38, 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 “Occupational Health and Safety Specialists” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Analyze incident data to identify trends in injuries, illnesses, accidents, or other hazards” (93/100, very high); “Write reports” (93/100, very high); “Maintain or update emergency response plans or procedures” (81/100, 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 “Occupational Health and Safety Specialists” stay human?

About 68% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Perform laboratory analyses or physical inspections of samples to detect disease or to assess purity or cleanliness” (0/100, minimal); “Prepare hazardous, radioactive, or mixed waste samples for transportation or storage by treating, compacting, packaging, and labeling them” (0/100, minimal); “Collect samples of dust, gases, vapors, or other potentially toxic materials for analysis” (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 “Occupational Health and Safety Specialists” do about AI?

Start from the ledger rather than the headline: 17% of this job's weighted core work is exposed, and roughly 68% 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 Occupational Health and Safety Specialists 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 22 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.

US dataswitch to UK

Occupational Health and Safety Specialists

recommending measures to help protect workers from potentially hazardous work methods, investigating the adequacy of ventilation and conducting safety training or education programs and demonstrating the use of safety equipment. 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: writing reports. That is a slice of tasks, not of you.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 17%
changing shape: 15%
staying human: 68%

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

Whole-job exposure score 32 out of 100 (26–38 allowing for uncertainty): low exposure, across 22 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 occupational health and safety specialists is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

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

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

That slice is not coming back; the core of the job, ordering suspension of activities that pose threats to workers' health or safety, stays yours. The tools change hands, the accountability doesn't.

Your week, as this page understands it

Review, evaluate, and analyze work environments and design programs and procedures to control, eliminate, and prevent disease or injury caused by chemical, physical, and biological agents or ergonomic factors. May conduct inspections and enforce adherence to laws and regulations governing the health and safety of individuals. May be employed in the public or private sector. The job title says “occupational health” or “safety specialists”: officially one job, two names. The real job is the part underneath: ordering suspension of activities that pose threats to workers' health or safety. 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 occupational health and safety specialists is not one task. It is 22 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is ordering suspension of activities that pose threats to workers' health or safety, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 17%
changing shape: 15%
staying human: 68%

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

How we know this

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

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

Your job, task by task

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

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

4 tasks

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

Writing reports
This is reading one thing and writing another: reports in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Write reports.” (O*NET task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 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: Writing reports from findings is one of the things software does most 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 3/4.
Analyzing incident data to identify trends in injuries
This is reading one thing and writing another: incident data in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Analyze incident data to identify trends in injuries, illnesses, accidents, or other hazards.” (O*NET task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 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: Spotting trends in injury and incident records is data analysis, which software does quickly and consistently.
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 3/4.
Maintaining or updating emergency response plans or procedures
This is reading one thing and writing another: emergency response plans in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Maintain or update emergency response plans or procedures.” (O*NET 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: Emergency plans and procedures are documents built from established templates and site details, which software drafts well.
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.
Maintaining inventories of hazardous materials or hazardous wastes
This is reading one thing and writing another: inventories of hazardous materials in, a record out. That is the shape today's tools are built for.
importance 3 · Supplemental
Source: “Maintain inventories of hazardous materials or hazardous wastes, using waste tracking systems to ensure that materials are handled properly.” (O*NET task statement)
How this row was scored
Exposure score: 61 out of 100 (54–68 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: Hazardous material inventories are tracked in systems, and keeping those records accurate is well suited to software.
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 0/4 · how much data exists 3/4.

Changing shape

3 tasks

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

Recommending measures to help protect workers from potentially hazardous work methods
The software now makes the first pass at measures, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 5 · Core
Source: “Recommend measures to help protect workers from potentially hazardous work methods, processes, or materials.” (O*NET 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; mistakes that are cheap to catch.
The rating behind it: Recommending protective measures is written advice drawn from well-documented standards, though it rests on knowing the actual workplace.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Providing new-employee health and safety orientations and developing materials for these presentations
The software now makes the first pass at new-employee health, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 4 · Core
Source: “Provide new-employee health and safety orientations and develop materials for these presentations.” (O*NET 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; mistakes that are cheap to catch.
The rating behind it: Induction materials are standard documents, and safety inductions are already routinely delivered as recorded or online sessions.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Coordinating "right-to-know" programs regarding hazardous chemicals or other substances
The software now makes the first pass at "right-to-know" programs regarding hazardous chemicals, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 4 · Core
Source: “Coordinate "right-to-know" programs regarding hazardous chemicals or other substances.” (O*NET 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: Chemical right-to-know programs run on safety data sheets and registers, which are documents software organizes 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 1/4 · how much data exists 3/4.

Staying human

15 tasks

Tasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.

Developing or maintaining hygiene programs
This work happens in the physical world: hygiene programs, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Develop or maintain hygiene programs, such as noise surveys, continuous atmosphere monitoring, ventilation surveys, or asbestos management plans.” (O*NET 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: Programs and plans can be drafted from standards, but the surveys and monitoring behind them are done on site.
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.
Ordering suspension of activities that pose threats to workers' health or safety
This work happens in the physical world: suspension of activities, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Order suspension of activities that pose threats to workers' health or safety.” (O*NET 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 value is that a specific person does it.
The rating behind it: Stopping work on safety grounds is an authority call made on the spot by an accountable person.
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 2/4 · how much data exists 2/4.
Investigating accidents to identify causes or to determine how such accidents might be prevented in the future
This work happens in the physical world: accidents, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Investigate accidents to identify causes or to determine how such accidents might be prevented in the future.” (O*NET 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; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Accident investigation needs someone at the scene talking to people, though the analysis and report are well-documented 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 1/4 · how much data exists 3/4.

Show the other 12 tasks

Developing or maintaining medical monitoring programs for employees
staying human
The rules require a named, qualified person to answer for medical monitoring programs, and that person cannot be a piece of software.
importance 3 · Core
Source: “Develop or maintain medical monitoring programs for employees.” (O*NET 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: someone qualified has to answer for it.
The rating behind it: Designing a medical monitoring program is documented professional work, though it needs qualified clinical input.
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 1/4 · how much data exists 2/4.
Inspecting specified areas to ensure the presence of fire prevention equipment
staying human
The ratings behind this row put specified areas well outside what today's tools can do on their own.
importance 4 · Core
Source: “Inspect specified areas to ensure the presence of fire prevention equipment, safety equipment, or first-aid supplies.” (O*NET 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 rating behind it: Checking that fire extinguishers, safety gear and first-aid supplies are in place means walking the area.
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 0/4 · how much data exists 3/4.
Collaborating with engineers or physicians to institute control or remedial measures for hazardous or potentially hazardous conditions or equipment
staying human
The value here is that a specific person handles engineers and stands behind it. That is earned, not computed.
importance 4 · Core
Source: “Collaborate with engineers or physicians to institute control or remedial measures for hazardous or potentially hazardous conditions or equipment.” (O*NET 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: Agreeing control measures with engineers or doctors is a professional discussion where software can prepare the options.
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.
Conducting safety training or education programs and demonstrating the use of safety equipment
staying human
This work happens in the physical world: safety, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Conduct safety training or education programs and demonstrate the use of safety equipment.” (O*NET 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; the value is that a specific person does it.
The rating behind it: Training materials can be produced automatically, but running the session and showing how equipment is used happens in person.
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 3/4.
Investigating the adequacy of ventilation
staying human
This work happens in the physical world: the adequacy of ventilation, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Investigate the adequacy of ventilation, exhaust equipment, lighting, or other conditions that could affect employee health, comfort, or performance.” (O*NET 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: Assessing ventilation, extraction and lighting means measuring conditions in the actual space.
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.
Inspecting or evaluating workplace environments
staying human
This work happens in the physical world: workplace environments, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Inspect or evaluate workplace environments, equipment, or practices to ensure compliance with safety standards and government regulations.” (O*NET 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: Judging a workplace against safety rules means walking it and seeing the actual conditions and practices.
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.
Investigating health-related complaints and inspecting facilities to ensure that they comply with public health legislation and regulations
staying human
This work happens in the physical world: health-related complaints, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Investigate health-related complaints and inspect facilities to ensure that they comply with public health legislation and regulations.” (O*NET 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: Following up health complaints and checking premises against public health rules means visiting and inspecting.
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.
Collecting samples of hazardous materials or arranging for sample collection
staying human
This work happens in the physical world: samples of hazardous materials, in a real place. Software cannot follow it there.
importance 3 · Core
Source: “Collect samples of hazardous materials or arrange for sample collection.” (O*NET 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.
The rating behind it: Collecting hazardous material samples, or arranging collection, still comes down to someone handling 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 0/4 · how much data exists 2/4.
Conducting audits at hazardous waste sites or industrial sites or participating in hazardous waste site investigations
staying human
This work happens in the physical world: audits, in a real place. Software cannot follow it there.
importance 3 · Core
Source: “Conduct audits at hazardous waste sites or industrial sites or participate in hazardous waste site investigations.” (O*NET 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; someone qualified has to answer for it.
The rating behind it: Auditing a hazardous waste or industrial site means being on the site with an accountable professional.
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 2/4.
Collecting samples of dust, gases, vapors or other potentially toxic materials for analysis
staying human
This work happens in the physical world: samples of dust, gases, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Collect samples of dust, gases, vapors, or other potentially toxic materials for analysis.” (O*NET 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: Taking dust, gas and vapor samples is physical sampling work at the workplace.
The five ratings: output a model can produce 1/4 · 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.
Preparing hazardous, radioactive or mixed waste samples for transportation or storage by treating, compacting, packaging and labeling them
staying human
This work happens in the physical world: hazardous, radioactive or mixed waste samples, in a real place. Software cannot follow it there.
importance 3 · Supplemental
Source: “Prepare hazardous, radioactive, or mixed waste samples for transportation or storage by treating, compacting, packaging, and labeling them.” (O*NET 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: Treating, packaging and labeling hazardous waste samples is physical 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 2/4.
Performing laboratory analyses or physical inspections of samples to detect disease or to assess purity or cleanliness
staying human
This work happens in the physical world: laboratory analyses, in a real place. Software cannot follow it there.
importance 3 · Supplemental
Source: “Perform laboratory analyses or physical inspections of samples to detect disease or to assess purity or cleanliness.” (O*NET 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: Lab analysis and physical inspection of samples require hands and instruments.
The five ratings: output a model can produce 1/4 · 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: $90,150a year, the middle of the range, so half earn more and half earn less.bls-oews, 2025 · May 2025 estimates (national_M2025_dl.xlsx)
How we know this
Source: bls-oews
Reference period: May 2025 estimates (national_M2025_dl.xlsx)
Rounding: Shown as published.
People doing this job: 140,610in the US, 2025.bls-oews · May 2025 estimates (national_M2025_dl.xlsx)

What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.

Why this is shifting

The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: incident data in, a record out. The rows above are exactly that shape: writing reports and analyzing incident data to identify trends in injuries. What it cannot do is be answerable: suspension of activities needs a named person the rules will accept, and software cannot be that person. Which is why this page talks about your tasks changing, not your job ending.

Your move

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

Start with what does not change: ordering suspension of activities that pose threats to workers' health or safety is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 17% of this job's task weight sits in rows the software is already learning, 15% in rows that change shape rather than disappear, and 68% in rows it is nowhere near. That is the position, measured across 22 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. Writing reports 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 incident data, 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 suspension of activities is in scope or not. Nothing to log into, no license needed.

Over the next 90 days

Get inside the tool rollout rather than waiting for it. Over the next ninety days, ask to be in the group that tests, checks or signs off whatever new system arrives near recommending measures to help protect workers from potentially hazardous work methods. It is usually an unglamorous seat that nobody fights for, and it is the one that decides how the software is used on your job rather than to it.

Over the next 12 months

On this evidence I would not retrain out of this job, and I will say that plainly rather than hedge it. The task list here is dominated by work that stays with a person. What I would do with a year is get formally recognised for the layer around it (the systems, the compliance, the planning), so you are the one who understands the software instead of the one it is done to. Before you pay for anything, use CareerOneStop - Find local training. It is free, it is the Labor Department's own service, and it is listed below with the rest of the free routes.

The roads out of here, and why I am not sending you down them

I looked at the obvious moves out of this job, and here is what I found.

I checked the 12 nearest US occupations to occupational health and safety specialists (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was health and safety engineers, except mining safety engineers and inspectors: only about 9% of its durable work is work you already do and there are far fewer of those jobs than of yours. And on the numbers you do not need one. This job scores 32/100 here, with only 17% of the task list in the top band, and “recommend measures to help protect workers from potentially hazardous work methods, processes…” is not work that hands over cleanly. None of them beats deepening what you already have.

How that was checked: this job was compared against all 830 US occupations in this release on their official task statements, and the 12 nearest were examined one by one. A move that turns on an industry, an employer or a qualification rather than on the work itself will not show up in a check like that. And this release carries no licence register, so anything you are weighing needs that looked up separately.

3 moves I checked and rejected

These are the obvious-looking jumps. They are here with their reasons rather than quietly dropped, because the ones that fail are worth knowing about. It is one less thing to turn over at night.

Health and Safety Engineers, Except Mining Safety Engineers and Inspectors
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already investigate accidents to identify causes or to determine how such accidents might be…, and their equivalent is to investigate industrial accidents, injuries, or occupational diseases to determine causes and preventive measures. Across both published task lists that is about 9% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 9% of the durable side of that job. That is a different job, not a next step. And it is a narrow door: about 21,450 of those jobs against 140,610 of yours (OEWS May 2025), 15% as many seats.
Look at that job’s page anyway →
Occupational Health and Safety Technicians
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already maintain or update emergency response plans or procedures, and their equivalent is to plan emergency response drills. Across both published task lists that is about 8% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 8% of the durable side of that job. That is a different job, not a next step. It is a pay cut, in those words: $61,560 against your $90,150, 31.7% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice. And it is a narrow door: about 30,590 of those jobs against 140,610 of yours (OEWS May 2025), 22% as many seats.
Look at that job’s page anyway →
First-Line Supervisors of Mechanics, Installers, and Repairers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already investigate accidents to identify causes or to determine how such accidents might be…, and their equivalent is to investigate accidents or injuries and prepare reports of findings. Across both published task lists that is about 6% of the durable work in that job.
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. It is a pay cut, in those words: $79,860 against your $90,150, 11.4% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →

What I’d stop worrying about

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

The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 17% of its task weight, across 22 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 ordering suspension of activities that pose threats to workers' health or safety arrive through rules, insurance and money, slowly and visibly. This page tracks the task evidence and will move when it moves.
Retraining out of a job that is holding up
On this evidence I would not spend money leaving. Spend it on the layer around the job instead: the tools, the paperwork, the planning. That is where the change actually is.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.

You are reading the United States figures

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

Switch to the United Kingdom page →partial match

The other groups this work is counted across:

Environmental health professionals

In UK official statistics this job is counted as Health and safety managers and officers and Environmental health professionals. 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.

Anywhere in the US:
CareerOneStop - Find local training
Search what's running near you, from the Labor Department's own database, before anyone sells you a course.
Free to search; individual programs vary, and some are funded
Anywhere in the US:
American Job Center locator
An American Job Center will sit down with you for free. Find yours by ZIP code.
Free
- CareerOneStop local help hub
Anywhere in the US:
CareerOneStop - Licensed occupations finder
Check what your state actually requires before you pay for anything.
Free
Anywhere in the US:
CareerOneStop
Free

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

Nothing Collab365 runs is built for occupational health / safety specialists, 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 17% of the work on this page is already inside what they can do.

Try The AI Authority free →

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

The AI Authority is a general community about working with AI, not a course for occupational health / safety specialists. 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 occupational health / safety specialists launches. Nothing else.

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

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No Space for occupational health / safety specialists yet. Should there be one?

Collab365 Spaces is built by the same people as this site. We find the problems that AI and automation are creating inside one kind of work, then solve them as short courses, briefings and Blueprints. Each Space is the community too, so the research and the people doing your job are in the same place.

What a Space actually is, in full

Collab365 launches new communities where the need is real. If one for occupational health / safety specialists existed, with researched problems, courses and people in the same boat, would you want in?

Your email

We use your email address for one thing: to tell you if a Space for occupational health / safety specialists launches. We never sell it, never use it for unrelated marketing, and every email has a one-click unsubscribe. Our privacy policy has the full version.

This unlocks nothing. Every figure, every row and every step on this page is already yours, whether you fill this in or not.

No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.

Questions people ask about this job

Will AI replace Occupational Health and Safety Specialists?: Not as a job, but it is already doing parts of the work. Across the 22 official task statements scored for Occupational Health and Safety Specialists (United States, SOC 19-5011), 17% 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 26–38, 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 “Occupational Health and Safety Specialists” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Analyze incident data to identify trends in injuries, illnesses, accidents, or other hazards” (93/100, very high); “Write reports” (93/100, very high); “Maintain or update emergency response plans or procedures” (81/100, 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 “Occupational Health and Safety Specialists” stay human?: About 68% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Perform laboratory analyses or physical inspections of samples to detect disease or to assess purity or cleanliness” (0/100, minimal); “Prepare hazardous, radioactive, or mixed waste samples for transportation or storage by treating, compacting, packaging, and labeling them” (0/100, minimal); “Collect samples of dust, gases, vapors, or other potentially toxic materials for analysis” (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 “Occupational Health and Safety Specialists” do about AI?: Start from the ledger rather than the headline: 17% of this job's weighted core work is exposed, and roughly 68% 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 Occupational Health and Safety Specialists 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 22 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

Worth knowing about these figures

The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
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: onet-dbProcessing: catalogue-bridge → onet-im-rt-weighting → task-scoring → score-aggregation
Task weights: onet-db (im-rt)
Scores: Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-04.
Pay and employment: bls-oews (May 2025 estimates (national_M2025_dl.xlsx))bls-oews (May 2025 estimates (national_M2025_dl.xlsx))

Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.

The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.

The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.

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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}
}

Permalink

https://futureproof.collab365.com/data/2026-q4.1

Data as of release 2026-q4.1, published 2026-08-05. 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.