If you've just finished uni or TAFE and started looking for work, you've probably noticed something feels different. Graduate programs are harder to land. Admin roles that once hired anyone with a pulse now want "AI proficiency." And every second headline warns that robots are coming for the bottom rung of the career ladder.
But is that actually true in Australia? We looked at the data across 358 occupations to find out which entry-level jobs face real AI risk — and which ones are barely touched.
The numbers behind the anxiety
Nearly a million Australians work in entry-level clerical and administrative roles that score 6.0 or higher on our AI exposure scale (out of 10). That's a big chunk of the workforce sitting in the high-risk zone.
Here's what the data shows for common starter jobs:
| Occupation | AI Score | Employed |
|---|---|---|
| Keyboard Operators | 8.0 | 53,100 |
| Accounting Clerks | 7.2 | 143,500 |
| General Clerks | 7.0 | 286,600 |
| Payroll Clerks | 6.9 | 49,500 |
| Receptionists | 6.6 | 182,600 |
| Checkout Operators | 5.4 | 121,200 |
| Sales Assistants | 4.8 | 559,800 |
The pattern is clear. The more a role revolves around data entry, filing, scheduling, and processing — tasks that follow predictable rules — the higher the AI exposure. General clerks (7.0) and accounting clerks (7.2) are textbook examples. These are roles where AI can already handle the bulk of the repetitive work.
Jobs and Skills Australia's Generative AI Capacity Study confirms this, finding that the highest potential for automation is concentrated in routine clerical and administrative roles. Their research shows generative AI is more likely to augment most occupations than replace them — but for rule-based entry-level work, automation is the stronger force.
What's actually happening right now
The anxiety isn't imaginary. Australian tech firms have cut 4,450 jobs in the first 10 weeks of 2026, five times the pace of all of 2025. WiseTech axed 2,000 roles. Atlassian cut 1,600. CBA trimmed 300. Every single cut has been attributed to AI.
And it's not just tech. Banks are automating onboarding. Retailers are automating customer support. Marketing teams are automating content workflows. If your first job involves processing information that follows a template, the role is changing fast.
According to data from the Australian HR Institute, 37% of business leaders say they'd prefer to hire AI over an entry-level worker for routine tasks. That stat stings, but it's not the whole picture.
The same AHRI research found 41% of Australian organisations have actually increased entry-level hiring because of AI. The reason? AI handles the grunt work, but someone still needs to oversee it, check it, and handle the messy exceptions. The entry-level job isn't disappearing — it's shapeshifting.
The roles AI barely touches
Not every starter job is in the firing line. Hands-on, physical, and care-based roles sit at the opposite end of the scale:
| Occupation | AI Score | Employed |
|---|---|---|
| Commercial Cleaners | 1.9 | 150,200 |
| Building Labourers | 2.0 | 71,500 |
| Aged and Disabled Carers | 2.9 | 369,400 |
| Baristas and Bar Attendants | 3.1 | 121,600 |
| Kitchenhands | 3.1 | 150,800 |
| Waiters | 3.3 | 128,200 |
| Child Carers | 3.3 | 180,800 |
Aged and disabled carers score just 2.9 out of 10 — and there's a national shortage. The sector employs 369,400 Australians and is projected to grow 10.7% over the next five years. Child carers are similarly protected (3.3) and similarly short-staffed.
These aren't glamorous gigs. But they're stable, growing, and almost impossible for AI to replicate. You can't automate changing a wound dressing, settling a distressed toddler, or pulling a perfect flat white under pressure.
Why 40% of graduates are choosing trades
Here's a telling shift: 40% of young university graduates are now choosing careers in plumbing, construction, and electrical work. Not because they failed at uni, but because they've done the maths.
Trade roles like building labourers (AI score 2.0), electricians (2.8), and plumbers (2.8) sit among the lowest-risk occupations in the country. Most are rated "Shortage" by Jobs and Skills Australia. They pay well, they're in demand, and they're not going anywhere.
This doesn't mean every graduate should pick up a nail gun. But it does mean the old assumption — that a desk job is safer than a physical one — no longer holds.
The middle ground: retail and hospitality
Sales assistants are Australia's single largest occupation at 559,800 workers, with an AI score of 4.8 — right in the middle. Checkout operators score 5.4. These roles are changing (self-checkouts, AI inventory management) but not vanishing.
A ServiceNow study estimated that 24.9% of retail jobs could be automated by 2027. That's real, but it still leaves three-quarters of the workforce in place. And it's creating new roles — tech support, customer experience advisors, and data analysts in retail chains.
Hospitality tells a similar story. Baristas (3.1), waiters (3.3), and kitchenhands (3.1) all score low on AI exposure. Restaurants can use AI for bookings and inventory, but the work itself — cooking, serving, reading the room — stays human.
What this means if you're starting out
The door isn't closing on entry-level jobs. It's opening onto a different room.
If you're eyeing clerical or admin work as a first job, be honest with yourself about where it's heading. General clerks (7.0) and accounting clerks (7.2) will still exist, but they'll look different in three years. The people who thrive in those roles will be the ones who can work alongside AI systems, not compete with them.
If you're flexible about what "entry-level" means, the options are wide open. Aged care, childcare, trades, and hospitality are all hiring, all growing, and all protected by the simple fact that human hands and human judgement can't be automated out.
Jobs and Skills Australia's research puts it plainly: over 60% of occupations expected to grow through 2030 will still include entry-level pathways. The tasks inside those jobs are changing. The jobs themselves aren't gone.
Check your own occupation
Worried about a specific role? You can look up the AI exposure score for any of 358 Australian occupations on our How Safe Am I? page, or browse the full rankings to see where different jobs sit on the scale.
The data won't tell you exactly what happens next. But it'll give you a clearer picture than the headlines.