Career library
Is your job AI-proof?
An honest, task-level read for each role — grounded in the WEF Future of Jobs and PwC AI Jobs Barometer evidence base. Augmentation, not apocalypse.
Accountant
High task exposureYour edge is accountability. Someone must sign off, explain the number to a nervous board, and be answerable when the model is wrong.
Administrative assistant
High task exposureKnowing what matters, who to protect from what, and when to escalate is judgement, not admin.
Architect
AugmentationBuildings are signed for. Accountability keeps a registered human in the loop.
Auditor
AugmentationAssurance is a trust product. A model cannot hold a licence or be answerable to a regulator.
Bookkeeper
High task exposureThe exceptions are where the value moved. Clean data flows itself; messy reality still needs a human.
Business analyst
High task exposurePeople do not know what they need until someone skilled asks properly. That is the role.
Carpenter
Low exposureJudgement about material, tolerance and sequence lives in the hands.
Chef
Low exposureTaste is a sense. Running a hot kitchen is a physical leadership job.
Civil engineer
Low exposurePublic safety accountability is legally personal. That anchors the role.
Compliance officer
AugmentationRegulators hold people accountable, not systems. That keeps a human in the chair.
Content strategist
AugmentationSomeone has to decide what should exist and hold the quality line. That is the strategist.
Copywriter
High task exposureEditing to a standard, with a point of view, is now the paid work. Producing words is not.
Customer service representative
High task exposureWhat is left is the angry, the unusual and the high-stakes. That is harder work, not easier.
Cybersecurity analyst
AugmentationAttackers use AI too. This is an arms race, and arms races need humans.
Data analyst
High task exposureThe dangerous output is a confident wrong analysis. Someone has to catch it.
Data engineer
AugmentationModels are hungry for clean, governed data. That plumbing is more valuable, not less.
Electrician
Low exposureHands in a ceiling cavity are not a solvable AI problem this decade. The admin around the work is.
Executive assistant
AugmentationBeing the trusted gatekeeper to a decision-maker is a relationship, not a workflow.
Facilities manager
Low exposureBuildings break physically and people complain personally. Both need a human on site.
Financial analyst
High task exposureForecasts are arguments. Making and defending the argument is the durable part.
General practitioner
Low exposureA patient needs a clinician who is legally accountable and physically present.
Graphic designer
High task exposureTaste, coherence and knowing why something works are the paid skills now.
HR manager
AugmentationThe hardest HR moments are conversations nobody wants to have. That is not a software problem.
HVAC technician
Low exposureBuildings are getting smarter, which means more systems to install and repair, not fewer.
Instructional designer
High task exposureMaking content is cheap; making learning happen and proving it did is not.
Insurance broker
High task exposureClients remember who fought for them at claim time. That is the whole relationship.
IT support technician
High task exposureFixing the unusual thing, calmly, for a stressed person, is where the role survives.
Journalist
High task exposureSomeone has to knock on the door and know when they are being lied to.
Lawyer
High task exposureSomeone must be admitted, accountable and willing to advise a client to do something uncomfortable.
Logistics coordinator
High task exposureFreight goes wrong constantly. Untangling it is improvisational, high-context work.
Marketer
High task exposureWhen everyone can generate content, distinctiveness is the only defensible asset.
Mechanical engineer
AugmentationPhysical things fail in physical ways. Testing and judgement stay in the workshop.
Mortgage broker
High task exposureComplex borrowers with messy income need a human who can build a case.
Nurse
Low exposurePhysical care, observation and reassurance at the bedside are irreducibly human.
Operations manager
AugmentationOperations is the art of what to do when the plan breaks. Plans break in novel ways.
Paralegal
High task exposureCoordinating a live matter across people, deadlines and courts is more than document handling.
Payroll officer
High task exposureAwards, entitlements and edge cases still need someone who can read the rules and be accountable.
Pharmacist
AugmentationCatching an interaction and explaining it plainly to a worried patient is the value.
Plumber
Low exposureEvery site is different. Variability is the trade's natural moat.
Procurement officer
High task exposureValue is captured at the negotiating table, not in the spreadsheet.
Product manager
AugmentationCheap execution raises the cost of building the wrong thing. Judgement about what matters is the whole job now.
Project manager
AugmentationProjects fail on politics and unclear goals, not Gantt charts. That failure mode is entirely human.
Psychologist
Low exposureThe relationship is the intervention. Chatbots do not carry duty of care.
Real estate agent
AugmentationThe largest transaction of someone's life is an emotional negotiation with a person in the room.
Recruiter
High task exposurePersuading a great candidate to say yes is a human act. So is being accountable for a fair process.
Retail manager
AugmentationRunning a floor of people and customers in real time is human coordination work.
Sales representative
AugmentationPeople buy consequential things from people they trust. That has not changed.
Social worker
Low exposureSitting with someone in the worst week of their life is not a task to be automated.
Software developer
High task exposureDeciding what to build and verifying it works is the job. Typing was never the bottleneck.
Supply chain manager
AugmentationWhen a shipment is stuck, someone has to phone a person and improvise. Repeatedly.
Talent partner
AugmentationAdvising a hiring manager away from a bad decision is unautomatable political work.
Teacher
Low exposureLearning is a relationship. Motivation, attention and trust are not deliverable by software.
Translator
High task exposureWhen a mistranslation carries legal or medical consequence, a certified human stays in the loop.
University lecturer
AugmentationSupervision and original inquiry are the durable parts of the academic role.
UX designer
AugmentationWatching a real person fail to use your product is information no model has.
Warehouse supervisor
AugmentationCoordinating people and machines in a physical space is stubbornly human.
Generic answers end here.
Role-level reads describe an average. They cannot tell you where your adaptability, human-edge skills and AI fluency actually sit. That takes measurement.
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