Skip to content
man bot
Compare

Professionals · code 2263

Environmental and occupational health and hygiene professionals

AI can write the safety policy. It can't spot the hazard on the shop floor.

Seven of the ten tasks are mostly out of AI's reach, including waste disposal plans and safety training. Running pollution-control and ergonomics programmes it barely touches.

What they actually do (and what else they get called)

Environmental and occupational health and hygiene professionals assess, plan and implement programmes to recognize, monitor and control environmental factors that can potentially affect human health, to ensure safe and healthy working conditions and to prevent disease or injury caused by chemical, physical, radiological and biological agents or ergonomic factors. Tasks include - (a) developing, implementing and reviewing programmes and policies to minimize potential environmental and occupational risks to health and safety; (b) preparing and implementing plans and strategies for the safe, economic and suitable disposal of commercial, industrial, medical and household wastes; (c) implementing prevention programmes and strategies for communicable diseases, food safety, wastewater treatment and disposal systems, recreation and domestic water quality, contaminated and hazardous substances; (d) identifying, reporting and documenting hazards, and assessing and controlling risks in the environment and workplace and advising on compliance with relevant law and regulations; (e) developing, implementing and monitoring programmes to minimize workplace and environmental pollution involving chemical, physical and biological hazards; (f) advising on methods to prevent, eliminate, control, or reduce the exposure of workers, students, the public and the environment to radiological and other hazards; (g) promoting ergonomic principles within the workplace such as matching furniture, equipment and work activities to the needs of employees; (h) providing education, information, training, and advice to persons at all levels on aspects of occupational hygiene and environmental health; (i) recording and investigating injuries and equipment damage, and reporting safety performance; (j) coordinating arrangements for the compensation, rehabilitation and return to work of injured workers. Examples of the occupations classified here: - Environmental health officer - Occupational health and safety adviser - Occupational hygienist - Radiation protection expert Some related occupations classified elsewhere: - Environmental protection professionals - 2133 - Specialist medical practitioner (public health) - 2212 - Specialist nurse (public health) - 2221 - Occupational therapist - 2269 - Health inspector - 3257 - Occupational health and safety inspector - 3257 - Sanitarian - 3257 - Sanitary inspector - 3257 Note Professionals who assess, plan and implement programmes to monitor or control the impact of human activities on the environment are classified in Unit Group 2133: Environmental Protection Professionals.

  • health and safety officer
  • food safety specialist
  • radiation protection officer
  • emergency response coordinator

Job titles from the EU's ESCO list. Search for any of them on the jobs page and you'll end up here.

72 / 100

Mostly holds up against AI

AI can take a few chores off your plate, but most of the day is still yours.

Not the odds you keep your job. It's how much of the everyday work still needs a person, out of 100.

← Robot's turf Human's turf →

The ILO's official verdict: Not Exposed

222 of 427 for holding up against AI

Why this score?

The ILO rated each of this job's 10 tasks for how much of it AI could do. They average 28 out of 100, so it holds up at 100 − 28 = 72.

That's the whole sum. No black box, no secret sauce: you can check it against the ILO's study. ILO group “Not Exposed”: None of this job's tasks scored high enough to count.

This job rates 41.1 out of 100 for how hands-on it is. The score above only looks at AI tools, not robots, but for work this far from the physical that matters less.

from the source Working Paper 140, Generative AI and Jobs 2025 index data 0.8-observed-use

Man v Bot · compare

Who holds up better?

Environmental and occupational health and hygiene professionals 72

v

Go on, try your partner's job. Or your sibling's. We won't tell.

Man v Bot

Where the bot helps, and where the human wins

Bot

What AI takes

The routine stuff. You may not miss it.

  • Drafting policies and risk assessments.
  • Training materials.
  • Injury records and safety reports.

Man

What people still do better

Judgement, trust and skilled hands. Hard to download.

  • Spotting hazards on site.
  • Persuading people to work safely.
  • Investigating incidents.

Both

What's arriving

New work that only exists because the AI does.

  • Safety of robots and automated systems at work.
  • Heat and climate risks.
  • Wearable sensors for safety monitoring.

Written by a human, from the ILO's task ratings below. Yes, we see the irony. Read it as one person's take.

Meet your two rivals

They're not the same machine. AI software can only reach the parts of a job done on a screen or in words. A chatbot can't climb a ladder. A robot might, one day, if it doesn't fall off.

The AI

Lives in a screen. Never had to fix a boiler.

Threat level: Medium

36 could do without you

It could take over some of the work, and help with more. It could help with 72 of 100.

The robot

The wildcard. Has hands, still working out stairs.

How much it matters here: Some

41 how hands-on

A fair part of this job is hands-on, so robots would be needed for that part, not just software.

So could a robot do the physical part?

Less than half of this job is hands-on. Robots still matter, but for a smaller part of the work, so we don't sort it any further.

Robots hate fiddly work in awkward spaces. On that measure, this job scores 26 out of 100. The higher it is, the longer the robot waits.

41 How
hands-on
26 How fiddly
and cramped

Kind of hands-on work Less than half hands-on

The small print

They aren't a robot score, and nothing on this page is. Nobody measures how far robots have got well enough to put a number on it. These are the closest thing we have: how hands-on the job is, and how much fiddly, cramped work it takes, which is what Frey and Osborne found hardest for machines.

From O*NET, averaged across 2 US jobs .

finger skill 31.3 · hand skill 23.2 · cramped spaces 24.3 · averaged · rule: hands-on under 50

estimated O*NET 31.0 BLS occupational crosswalk chain ISCO-08 to 2010 SOC (Aug 2012, rev. Jun 2015); 2010 to 2018 SOC (Nov 2017); O*NET-SOC 2019 taxonomy data 0.8-observed-use measures chosen by Frey & Osborne (2017) · the grouping is a sorting, not a measurement

The job, task by task

Every job is really a bundle of tasks. Here's this one unpacked, with how much of each AI could do, out of 100. The score is the average, and averages can hide a lot.

AI's favourite task here scores 36, against an average of 28. The bigger the gap, the more lopsided the job: some of it wide open to AI, some of it barely touched.

  1. 36

    Preparing and implementing plans and strategies for the safe, economic and suitable disposal of commercial, industrial, medical and household wastes

    Low
  2. 36

    Providing education, information, training and advice to persons at all levels on aspects of occupational hygiene and environmental health

    Low
  3. 28

    Coordinating arrangements for the compensation, rehabilitation and return to work of injured workers.

    Low
  4. 28

    Advising on methods to prevent, eliminate, control or reduce the exposure of workers, students, the public and the environment to radiological and other hazards

    Low
  5. 27

    Developing, implementing and reviewing programmes and policies to minimize potential environmental and occupational risks to health and safety

    Low
  6. 26

    Implementing prevention programmes and strategies for communicable diseases, food safety, waste water treatment and disposal systems, recreation and domestic water quality, contaminated and hazardous substances

    Low
  7. 26

    Recording and investigating injuries and equipment damage, and reporting safety performance

    Low
  8. 25

    Identifying, reporting and documenting hazards, and assessing and controlling risks in the environment and workplace and advising on compliance with relevant law and regulations

    Very Low
  9. 25

    Developing, implementing and monitoring programmes to minimize workplace and environmental pollution involving chemical, physical and biological hazards

    Very Low
  10. 24

    Promoting ergonomic principles within the workplace such as matching furniture, equipment and work activities to the needs of employees

    Very Low

10 tasks · the High to Very Low labels are the ILO's

from the source Working Paper 140, Generative AI and Jobs 2025 index data 0.8-observed-use

Sidekick or replacement?

A tool that makes you faster is a very different thing from one that does the task while you watch. Jobs and Skills Australia measured the two separately, which is handy.

AI helps you
72
AI does it for you
36

Sidekick wins, by 36 points.

How good a match is this?

One Australian job matches, but only partly: not everyone in it does this job. Treat the numbers as a rough guide.

estimated Our Gen AI Transition (Gen AI Capacity Study) September 2025 detailed data release data 0.8-observed-use matched to Australian jobs 2513

Meanwhile, in real life…

Everything else here is about what AI could do. This is what people actually did. When they asked Claude for help with this kind of work, did they hand the whole task over, or roll their sleeves up and work through it together?

Out of every 100 conversations

53
47

worked through it together handed it over

The small print

Anthropic publishes this about its own product, and it doesn't feed into any score here. These are people who use Claude, not workers in general, so little use here doesn't mean AI can't reach the job. This job makes up 0.11% of the conversations.

The data is sorted by US job, and this one matches 2 of them. We've combined them, counting each by how often it comes up in the conversations, so the busiest one counts most.

These two add up to 100. The bars elsewhere on the page don't, because each is scored on its own, so we don't put them side by side.

observed use Anthropic Economic Index release 2026-06-26, period beginning 2026-05-01 data 0.8-observed-use 2026-05-01 · Anthropic, about its own product

So, should health and safety professionals be worried?

Short answer: not much. Some of the chores will change, and good riddance.

Parts of it are changing. Waste plans, training, return-to-work, exposure advice, policies, prevention programmes and injury records are the most exposed tasks, all Low; identifying hazards, pollution control and ergonomics rate Very Low. AI will draft policies and reports; inspections and persuasion stay human.

Worth remembering: we score tasks, not jobs. When AI takes on a task, the job usually reshuffles around it rather than vanishing.

Where this job could lead

How are the neighbours doing?

There are 92 jobs in the “Professionals” family, averaging 61. This one is above the family average.

Pit this against any other job →