Service and sales workers · code 5419
Protective services workers not elsewhere classified
Cameras can spot the parked car. Pulling a swimmer from the water is still a lifeguard's job.
AI barely touches any of the five tasks, including enforcing parking rules, rounding up stray animals, running school crossings and lifeguarding.
What they actually do (and what else they get called)
This unit group covers protective services workers not classified elsewhere in Minor Group 541: Protective Services Workers. For instance, the unit group includes lifeguards, crossing guards and animal control officers. Tasks include - (a) patrolling beaches and swimming pools to prevent accidents and to rescue bathers from drowning; (b) monitoring traffic flow to locate safe gaps through which pedestrians can cross streets; (c) responding to citizen complaints concerning stray domestic animals, livestock and wildlife, issuing warnings and citations to owners and impounding lost, homeless and dangerous animals; (d) patrolling an assigned area to enforce parking regulations; (e) directing traffic. Examples of the occupations classified here: - Animal control officer - Beach patrolman/woman - Crossing guard - Game warden - Lifeguard - Traffic warden Some related occupations classified elsewhere: - Doorkeeper - 5414 - Museum guard - 5414 - Watchman/woman - 5414
- civil enforcement officer
- crossing guard
- aircraft marshaller
- life guard
- coastguard watch officer
- street warden
- emergency response worker
Job titles from the EU's ESCO list. Search for any of them on the jobs page and you'll end up here.
80 / 100
Strongly holds up against AI
Most of this job still needs an actual human. AI would mostly be making the tea.
Not the odds you keep your job. It's how much of the everyday work still needs a person, out of 100.
The ILO's official verdict: Not Exposed
139 of 427 for holding up against AI
Not quite your week? Make it yours ↓
Why this score?
The ILO rated each of this job's 5 tasks for how much of it AI could do. They average 19.7 out of 100, so it holds up at 100 − 19.7 = 80.3.
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.
from the source Working Paper 140, Generative AI and Jobs 2025 index data 0.8-observed-use
Pinch of salt: this number is probably too rosy
It only asks what AI software could do, and this job is 52 out of 100 hands-on. A chatbot can't do that part. A robot might, one day, and nobody measures how close that is.
Man v Bot · compare
Who holds up better?
Protective services workers not elsewhere classified 80
vGo 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.
- Parking enforcement by camera and app.
- Incident reporting.
- Patrol scheduling.
Man
What people still do better
Judgement, trust and skilled hands. Hard to download.
- Rescuing people in danger.
- Helping people cross safely.
- Dealing with the public face to face.
Both
What's arriving
New work that only exists because the AI does.
- Drones for beach and water safety.
- Digital enforcement systems.
- Community safety roles.
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: Low
27 could do without you
It could take over very little of the work on its own. It could help with 58 of 100.
The robot
The wildcard. Has hands, still working out stairs.
How much it matters here: Some
52 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?
Physical work where helping and caring for people is a big part of the job. For care work, whether a machine could do the movements is only half the question. The other half is whether anyone wants one to. The US data counts helping workmates too, so a few trades end up here.
Robots hate fiddly work in awkward spaces. On that measure, this job scores 29 out of 100. The higher it is, the longer the robot waits.
hands-on
and cramped
Kind of hands-on work Hands-on, helping and caring for others
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 9 US jobs , so treat it as rough.
finger skill 30.4 · hand skill 31.4 · cramped spaces 26.1 · averaged · rule: hands-on 50+ · caring 4+ of 7
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 24, against an average of 20. The bigger the gap, the more lopsided the job: some of it wide open to AI, some of it barely touched.
- 24
Patrolling an assigned area to enforce parking regulations
Very Low - 22
Responding to citizen complaints concerning stray domestic animals, livestock and wildlife, issuing warnings and citations to owners and impounding lost, homeless and dangerous animals
Very Low - 22
Directing traffic.
Very Low - 21
Monitoring traffic flow to locate safe gaps through which pedestrians can cross streets
Very Low - 10
Patrolling beaches and swimming pools to prevent accidents and to rescue bathers from drowning
Very Low
5 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
New · the weekly task audit
Your week, your score
The score above assumes wardens, lifeguards and crossing patrols spend the same time on every task. You don't. Slide each task to how much of your week it takes, and we'll re-weight the same ILO ratings to fit your job.
- Some
- Some
- Some
- Some
- Some
Your score
80 / 100
Same as the job as a whole, so far.
Move the sliders to make it yours.
The job as a whole: 80 / 100
Link copied.
Nothing you enter leaves your browser. The link just carries your slider positions.
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
- 58
- AI does it for you
- 27
Sidekick wins, by 31 points.
How good a match is this?
6 Australian jobs match this one, and we've simply averaged them. 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 2343, 4412, 4422, 4524, 5995, 8999
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?
Tiny sample alert This job makes up 0.03% of all the conversations: a tiny slice, mostly the paperwork rather than the work. People using AI for a job isn't the same as AI being able to do it.
Out of every 100 conversations
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.
The data is sorted by US job, and this one matches 4 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 wardens, lifeguards and crossing patrols be worried?
Short answer: not really. Put the kettle on.
No. Every task rates Very Low: enforcing parking, directing traffic, helping people cross and patrolling beaches. Cameras and apps take over some enforcement, but safety and rescue need people.
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
None of the new jobs we've written up start from here yet. Could be you're the first. See the jobs AI is creating →
How are the neighbours doing?
There are 39 jobs in the “Service and sales workers” family, averaging 74. This one is above the family average.
- Prison guards 86
- Police officers 86
- Pet groomers and animal care workers 86
- Health care assistants 86
- Personal care workers in health servi… 85
- Undertakers and embalmers 83
- Hairdressers 83
- Beauticians and related workers 82
- Fire-fighters 82
- Cooks 82
- Child care workers 81
- Domestic housekeepers 80
- Security guards 80
- Driving instructors 80
- Personal services workers not elsewhe… 79
- Travel attendants and travel stewards 79
- Companions and valets 78
- Cleaning and housekeeping supervisors… 78
- Street food salespersons 78
- Food service counter attendants 76
- Service station attendants 76
- Teachers' aides 76
- Home-based personal care workers 75
- Fashion and other models 75
- Transport conductors 75
- Bartenders 74
- Building caretakers 73
- Waiters 72