Career in the age of AI
Which jobs resist AI (and which don’t).
“Is AI going to take my job?” is the wrong question. The good one is finer: AI doesn’t erase professions in one stroke — it reorganises the work inside each of them. So there’s no list of “doomed” trades here, but a reading, profession by profession, anchored in what each task actually is.
We looked at 72 professions and sorted them into three directions of the wind: 30 hold up, 35 mutate and 7 erode. It isn’t a fate with a date on it; it’s which way the wind is blowing.
They hold up (30)
The body, the bond, judgment carrying real responsibility, or genuine originality are the core of the work. AI helps at the edges, but doesn't touch what's essential.
Physiotherapist Health
Hands on a real body, adjusting in real time: the core isn't information.
The play for this job →
Nurse Health
Physical care + human bond + decisions under pressure nobody wants to delegate to a machine.
The play for this job →
Surgeon Health
Dexterity and very high-stakes judgment on a body; imaging gets assisted, the scalpel doesn't.
The play for this job →
Clinical psychologist Health
The therapeutic bond, presence and trust ARE the treatment, not an add-on.
The play for this job →
Veterinarian Health
An animal body that can't speak + diagnosis + hands: hard to automate.
The play for this job →
Dentist Health
Precise physical intervention, patient by patient; the planning gets assisted.
The play for this job →
Care assistant Health
Physical assistance and continuous presence with vulnerable people.
The play for this job →
Primary school teacher Education
Running a classroom, the bond, human development: no generated material substitutes that.
The play for this job →
Social worker Social work
Relationship, human context, and advocating for real people inside real systems.
The play for this job →
Speech therapist Health
In-person work on speech and the body, patient by patient.
The play for this job →
Cybersecurity engineer Technology
An adversary that adapts + judgment under uncertainty: not reliably scriptable.
The play for this job →
Electrician Skilled trades
Manual work in a different physical environment every day; none of this lives on a screen.
The play for this job →
Plumber Skilled trades
Hands, real spaces and the unexpected: hard to automate.
The play for this job →
Carpenter Skilled trades
A manual craft on physical material; the design gets assisted, the cut doesn't.
The play for this job →
Industrial maintenance technician Skilled trades
Diagnosing and physically repairing real machines on the floor.
The play for this job →
Vehicle mechanic Skilled trades
Hands on the engine; the manual reads itself, the fault gets fixed with dexterity.
The play for this job →
Welder Skilled trades
Fine physical skill in non-standardised environments.
The play for this job →
Firefighter Emergency services
Body, risk and decisions inside chaos: irreplaceable.
The play for this job →
Police officer Emergency services
Physical presence, situational judgment and direct human dealing.
The play for this job →
Paramedic / EMT Emergency services
Urgent physical intervention on people; the coordination gets assisted.
The play for this job →
B2B sales Business
Trust, reading the client and closing; the prep gets assisted, the relationship doesn't.
The play for this job →
Founder / entrepreneur Business
Deciding under uncertainty, gathering people and carrying the risk: the core doesn't delegate.
The play for this job →
Notary Law
Public faith, legal responsibility and the legality check fall on a person with a signature; AI prepares, it doesn't attest.
The play for this job →
Judge Law
Judgment carrying responsibility over people's lives, weighing evidence and guaranteeing rights: not outsourced to a system.
The play for this job →
Chef / cook Hospitality
Hands, palate, fire and real time in every service: the core isn't information, it's physical craft and sensory judgment.
The play for this job →
Hairdresser Beauty & care
Hands on real heads, live aesthetic judgment and a bond with the client: none of this lives on a screen.
The play for this job →
Beautician Beauty & care
Physical treatments on skin, presence and the client's trust: hard to automate.
The play for this job →
Personal trainer Sport
Live physical correction, motivation and the bond: an app gives you the plan, but it doesn't watch your squat or push you when you flag.
The play for this job →
Farmer Primary sector
Physical work on the land with decisions against the unpredictable — weather, pests, soil; AI optimises, it doesn't plough.
The play for this job →
Bricklayer / builder Skilled trades
Physical construction in a different environment every day, with constant surprises: hard to automate.
The play for this job →
They mutate (35)
Powerful chunks get automated — drafting, calculating, generating variants — but the judgment, the relationship, the taste and the responsibility remain human. The craft doesn't vanish: it reorganises.
Family doctor Health
Diagnostic support soars, but the relationship, the decision and the responsibility stay yours.
The play for this job →
Pharmacist Health
Stock control and records automate; the advice, the validation and the responsibility remain.
The play for this job →
Secondary school teacher Education
Materials generate themselves; motivation, assessment and authority in the room don't.
The play for this job →
University lecturer Education
Notes and summaries automate; mentorship, judgment and original research remain.
The play for this job →
Careers adviser Social work
Screening options gets assisted; accompanying and reading the person don't.
The play for this job →
Software developer Technology
Writing code gets hugely assisted; architecture, judgment, integration and answering for the system stay human.
The play for this job →
Data analyst Technology
Queries, cleaning and charts automate; asking the right question and deciding with the data don't.
The play for this job →
Data scientist / ML Technology
Boilerplate generates itself; framing the problem, validating, and judging what's real remain.
The play for this job →
Systems administrator Technology
Repetitive tasks automate; the responsibility when something falls over still has a name on it.
The play for this job →
UX designer Technology
Variants and mockups generate themselves; understanding the user and deciding what gets built don't.
The play for this job →
Civil engineer Engineering
Calculations and drawings get assisted; the site, the regulation and the responsible signature remain.
The play for this job →
Mechanical engineer Engineering
Iterative design accelerates; physical judgment and validation stay human.
The play for this job →
Architect Engineering
Variants and renders generate themselves; the vision, the regulation, the site and the responsibility don't.
The play for this job →
Graphic designer Creative
Producing variants automates; direction, judgment and the brand are the value.
The play for this job →
Art director Creative
Execution accelerates; deciding the aesthetic direction stays deeply human.
The play for this job →
Photographer Creative
Retouching and stock erode; being present at the event, and the eye, don't replicate.
The play for this job →
Copywriter Creative
The draft is instant; the idea, the voice and knowing what works still make the difference.
The play for this job →
Journalist Creative
Summarising and transcribing automate; reporting, checking sources and having judgment don't.
The play for this job →
Musician / composer Creative
Production gets assisted; authorship and the live show stay yours.
The play for this job →
Video director Creative
Editing and effects accelerate; the script, the shoot and the eye remain.
The play for this job →
Operations director Business
Reports and tracking automate; deciding with people and answering for the outcome don't.
The play for this job →
Product manager Business
Analysis accelerates; prioritising, aligning people and owning the result stay human.
The play for this job →
Marketing / growth Business
Content and variants generate themselves; strategy, positioning and judgment decide the outcome.
The play for this job →
Business consultant Business
Synthesis accelerates; judgment, the relationship and selling the change stay human.
The play for this job →
Human resources Business
Screening automates; conflicts, culture and decisions about people don't.
The play for this job →
Accountant / tax adviser Admin & finance
Bookkeeping and reconciliation automate; advice, planning and the relationship remain.
The play for this job →
Receptionist Admin & finance
Scheduling and FAQs automate; the in-person welcome holds up somewhat longer.
The play for this job →
Lawyer Law
Legal research and drafting accelerate enormously; strategy, negotiation, judgment and answering to a client and a court stay human.
The play for this job →
Auditor Admin & finance
Sampling, data matching and routine testing automate; professional judgment, risk assessment and signing the report stay human.
The play for this job →
Waiter / waitress Hospitality
Taking orders and payments automate; the welcome, the recommendation and the room experience hold up, above all where service is what's paid for.
The play for this job →
Nutritionist Health
Meal plans and calculations automate; the consultation, adherence, and adapting to the real person stay human.
The play for this job →
Estate agent Business
Search, automatic valuation and listings erode; local knowledge, negotiation and trust in a six-figure purchase hold up.
The play for this job →
Community manager Business
Generating posts and replies automates almost entirely; strategy, brand voice and handling a real crisis stay human.
The play for this job →
Content creator Creative
Editing and production accelerate; the person, the audience and the trust you build don't replicate.
The play for this job →
Truck driver Transport
Autonomous driving advances but collides with loading, the last mile and liability; it changes the job more than it erases it in the near term.
The play for this job →
They erode (7)
Routine, structured, predictable tasks, with no body and no high-stakes judgment. This is what's most exposed to automation.
QA / software tester Technology
Much routine, repetitive testing is directly automatable.
The play for this job →
Admin assistant Admin & finance
Structured, repetitive tasks: among the most exposed to automation.
The play for this job →
Data entry clerk Admin & finance
Routine, predictable work, automatable practically end to end.
The play for this job →
Call-centre agent / tier-1 support Admin & finance
Repetitive, scripted queries: the natural home of automation.
The play for this job →
Bookkeeper Admin & finance
Routine recording and reconciliation, highly standardised and exposed.
The play for this job →
Generalist translator Creative
Generic translation erodes fast; sworn, technical or literary translation mutates instead.
The play for this job →
Cashier Admin & finance
Self-checkout and automation shrink the task year after year.
The play for this job →
Where does your profile row with the current?
This map says where the wind blows. Your traits and interests say where you row with it — and that crossing is worth more than either half alone.