Technology
Software developer
The role changes quickly, but developers who understand products, systems, security, users, and deployment still have leverage.
Read the full guideUX designer
Wireframes and research summaries will get faster. Product thinking, facilitation, accessibility, and user judgement keep value high.
Read the full guideCybersecurity analyst
AI will automate triage and reporting, but threats also grow. Human judgement, incident response, and security ownership stay valuable.
Read the full guideFinance
Accountant
Routine bookkeeping and reporting are exposed. Advisory work, tax judgement, audit quality, and client trust are harder to automate.
Read the full guideFinancial adviser
AI can assist planning and portfolio analysis, but regulated advice, trust, suitability, and life context keep humans central.
Read the full guideBookkeeper
Bookkeeping is one of the clearest automation targets. Review, exception handling, client support, and advisory add resilience.
Read the full guideEducation
Teacher
AI will help with planning, feedback, tutoring, and admin, but classrooms still need care, authority, safeguarding, and judgement.
Read the full guideCreative
Graphic designer
Basic asset production is under pressure. Brand strategy, taste, art direction, client handling, and campaign thinking matter more.
Read the full guideCopywriter
Generic copy is heavily exposed. Research, positioning, voice, conversion strategy, and accountability still create value.
Read the full guideOperations
Customer service agent
Tier-one support is a prime automation target. Complex complaints, empathy, retention, and escalation work are safer.
Read the full guideProject manager
Status reporting gets automated. The safer value is unblocking people, handling trade-offs, and making decisions stick.
Read the full guideData
Data analyst
Basic dashboards and SQL are easier to generate. Business context, data quality, experiment design, and storytelling keep value high.
Read the full guideMarketing
Marketing manager
Content production accelerates. Brand judgement, distribution, experiments, and commercial accountability become more important.
Read the full guideLegal
Solicitor
Document review and drafting will speed up. Legal responsibility, negotiation, strategy, and regulated judgement remain human-led.
Read the full guideParalegal
Research, document prep, and review workflows are exposed. Matter management, evidence handling, client care, and legal process knowledge still matter.
Read the full guideHealthcare
Nurse
AI can help with notes, triage, and scheduling, but hands-on care, accountability, and patient trust are resilient.
Read the full guideDoctor
AI will support diagnosis, documentation, and triage, but clinical accountability, bedside judgement, and patient trust remain central.
Read the full guideTrades
Electrician
Physical skilled work is resilient. AI helps quotes, diagnostics, stock, and paperwork rather than replacing the trade.
Read the full guidePlumber
Hands-on trade work remains hard to automate. The biggest gains come from better booking, quoting, diagnostics, and customer follow-up.
Read the full guideMechanic
Physical diagnostics and repair are resilient. AI helps fault-finding, parts lookup, service notes, and customer communication.
Read the full guidePeople
HR manager
HR admin and screening will change. Employee relations, policy judgement, investigations, and trust-heavy conversations stay human-led.
Read the full guideRecruiter
Sourcing and screening are exposed. Market knowledge, trust, candidate relationships, and hiring strategy still matter.
Read the full guideSales
Sales representative
Prospecting and CRM admin will automate. Trust, negotiation, discovery, and complex account strategy remain valuable.
Read the full guideAdministration
Administrative assistant
Calendar, document, and inbox tasks are highly exposed. Safer admin careers move toward coordination, judgement, and trusted operations.
Read the full guideLanguage
Translator
General translation is exposed. Specialist terminology, culture, legal or medical context, and editing machine output are safer.
Read the full guideMedia
Journalist
Commodity summaries and rewrites are exposed. Original reporting, sources, investigation, editorial judgement, and trust still matter.
Read the full guideBuilt Environment
Architect
AI will speed up concepts, compliance checks, and visualisation. Client judgement, constraints, accountability, and coordination stay valuable.
Read the full guideHospitality
Chef
AI can help menus, costing, and stock, but cooking, leadership, consistency, and customer experience remain human.
Read the full guideRetail
Retail assistant
Checkout and simple product queries are exposed. Advice, service, merchandising, and local customer relationships are safer.
Read the full guideLogistics
Warehouse operative
Robotics and optimisation will change warehouses unevenly. Roles involving equipment, exceptions, safety, and supervision are safer.
Read the full guide