AI News

AI and jobs — sector by sector

How artificial intelligence will reshape work between now and 2033, sector by sector: technology, healthcare, banking, education, insurance, tourism and leisure. Task by task, what AI automates, where employment is heading and what to relearn.

The big worry of our time

Few things stir up as much anxiety today as the effect of artificial intelligence on jobs. It isn't an abstract fear or one trade's problem: it reaches healthcare, banking, education, insurance, tourism, leisure and, of course, technology. The question “will AI replace me?” is now being asked by professionals in every sector.

Here we try to answer it with a level head and no scaremongering: sector by sector, task by task, we estimate how much AI can automate, where employment is heading and what will have to be relearned. The recurring conclusion is nuanced: AI rarely “erases” a whole sector; it recomposes it —destroying some tasks, creating others and shifting value toward judgement, relationships and oversight.

The 2033 horizon and Kurzweil's curves

We take 2033 as our horizon because it sits on the steepest part of the AI curve. Ray Kurzweil, building on his “law of accelerating returns” —the idea that computing power per dollar grows exponentially, not linearly— places around 2029 the point where AI matches human intelligence and passes the Turing test, and around 2045 the “singularity”, when intelligence multiplies far beyond the human.

2033 lands right in between: a few years past human-level AI and inside the acceleration phase, where each year delivers more capability than the last. That is why we use that horizon across every sector — and why we expect AI to take on the bulk of routine cognitive work by then, whatever the industry.

AI capability → 2029 human-level AI 2033 our horizon 2045 Singularity

Law of accelerating returns (Kurzweil): AI capability grows exponentially; 2033 falls between human-level AI (2029) and the singularity (2045).

How to read each sector: it's a heat map; each row is a task and three axes describe it —AI automation, headcount growth and reskilling needed—. Blue marks the “most” extreme, black the opposite, yellow the middle (the legend spells it out).

💻 Technology (IT)

AI automationTopMidLow
Headcount growthUpFlatDown
ReskillingLowMedHigh
TaskAI automationHeadcount growthReskilling
Software engineering
Shape and steer the productTopUpHigh
Write the codeTopUpHigh
Ship it and keep it runningTopUpMed
Build AI into the productTopUpHigh
Guard code quality and securityMidFlatMed
Stand up the dev platformsTopFlatHigh
Review code (pull requests)TopFlatMed
Design the system architectureMidUpHigh
Write and maintain the docsTopDownLow
Tackle tech debt and refactorTopFlatMed
Enterprise applications
Keep the app catalogue healthyTopFlatMed
Tune the business appsMidFlatMed
Decide which apps to backMidFlatMed
Align with the business teamsMidFlatMed
Configure and customise ERP/CRMTopDownMed
Wire up apps (APIs/middleware)MidFlatMed
Train the end usersMidFlatMed
Data and analytics
Get data within reachMidUpHigh
Build the data pipelinesTopFlatHigh
Model to predict and optimiseMidFlatHigh
Oversee data quality and complianceMidFlatHigh
Turn data into decisionsMidFlatHigh
Extract value from dataMidFlatMed
Build dashboards and reportsTopDownMed
Train and deploy ML modelsMidUpHigh
Label and curate training dataTopDownLow
Safeguard data privacy and ethicsMidUpHigh
Infrastructure & operations
Automate and orchestrate opsMidUpHigh
Run and connect the cloudTopUpMed
Secure it and set the rulesMidFlatMed
Service desk and user experienceMidDownMed
Watch and diagnose the systemMidUpMed
Keep it reliable and always onMidUpHigh
Provision infrastructure as codeTopFlatMed
Optimise cloud spend (FinOps)MidUpMed
Handle incidents (on-call)MidDownMed
Cybersecurity
Set the security policyTopFlatMed
Shield systems and dataTopUpMed
Manage who gets inTopUpMed
Detect and respond to attacksTopUpMed
Run penetration testsMidUpHigh
Compliance and auditMidFlatMed
Threat intelligenceMidUpHigh
IT core
Set IT's overall directionLowFlatMed
Rethink the business with AIMidUpMed
Bridge teams across the orgLowFlatLow
Justify the spend and prove returnsTopFlatHigh
Lead and grow teamsLowUpHigh
Manage vendors and contractsMidFlatMed
Manage IT risk and complianceMidFlatMed

What we see

🏥 Healthcare

Where AI diagnoses, where more hands are needed and where human care is irreplaceable.

AI automationTopMidLow
Headcount growthUpFlatDown
ReskillingLowMedHigh
TaskAI automationHeadcount growthReskilling
Imaging & lab diagnostics
Read medical images (radiology)TopFlatHigh
Analyse lab samplesTopDownMed
Screen and flag diseaseTopUpMed
Pathology analysisTopFlatHigh
Direct clinical care
Diagnose and treat patientsMidUpHigh
Nursing careLowUpMed
Triage and emergency careMidUpMed
Monitor chronic patientsMidUpMed
Health administration
Schedule appointmentsTopDownLow
Code and bill proceduresTopDownMed
Manage health recordsTopFlatMed
Pharmacy & research
Discover and design drugsMidUpHigh
Run and analyse clinical trialsMidFlatHigh
Dispense medicationTopDownMed
Long-term & mental health care
Therapy and mental healthLowUpMed
Long-term careLowUpLow
Rehab and physiotherapyLowUpMed
Surgery & procedures
Robot-assisted surgeryMidFlatHigh
Procedures and interventionsMidUpMed

What we see

🏦 Banking

From the branch to the back-office: what automates and which profiles the bank gains.

AI automationTopMidLow
Headcount growthUpFlatDown
ReskillingLowMedHigh
TaskAI automationHeadcount growthReskilling
Branch & customer service
Serve customers in branchTopDownMed
Phone and chat supportTopDownMed
Teller transactionsTopDownLow
Risk & credit
Assess and approve creditTopFlatHigh
Model riskMidFlatHigh
Collections and arrearsTopDownMed
Compliance & fraud
Anti-money-laundering (AML/KYC)TopUpMed
Fraud detectionTopFlatMed
Regulatory reportingTopFlatMed
Markets & investment
Trade the marketsMidDownHigh
Financial analysis and researchTopDownHigh
Wealth & advisory
Advise wealth clientsMidFlatMed
Financial planningMidFlatMed
Operations & back-office
Process transactionsTopDownLow
Reconciliation and settlementTopDownMed

What we see

🎓 Education

Teaching stays human; creating content, grading and admin, less and less.

AI automationTopMidLow
Headcount growthUpFlatDown
ReskillingLowMedHigh
TaskAI automationHeadcount growthReskilling
Teaching
Teach and lead the classroomLowFlatMed
Personal tutoringMidFlatMed
Support special needsLowUpHigh
Content & assessment
Create materials and curriculumTopDownMed
Design tests and activitiesTopFlatMed
Grade and assessTopDownMed
Academic administration
Manage enrolment and recordsTopDownLow
Plan timetables and resourcesTopFlatLow
Vocational training & reskilling
Teach digital skillsMidUpHigh
Reskill the workforceMidUpHigh
Careers and employability guidanceMidUpMed
Research & leadership
Research and publishMidFlatHigh
Lead schools and teamsLowFlatMed

What we see

🛡️ Insurance

Underwriting and claims automate deeply; actuarial work and relationships hold up.

AI automationTopMidLow
Headcount growthUpFlatDown
ReskillingLowMedHigh
TaskAI automationHeadcount growthReskilling
Underwriting
Assess and price riskTopDownHigh
Underwrite policiesTopDownMed
Claims
Process claimsTopDownMed
Assess damageMidDownMed
Policyholder supportTopDownMed
Actuarial & product
Actuarial modellingMidFlatHigh
Design products and coverMidFlatMed
Distribution & sales
Sell via agents and brokersMidFlatMed
Marketing and acquisitionTopFlatMed
Fraud & compliance
Detect claims fraudTopUpMed
Regulatory complianceMidFlatMed

What we see

🧳 Tourism

Intermediation falls; in-person, physical work is the safest.

AI automationTopMidLow
Headcount growthUpFlatDown
ReskillingLowMedHigh
TaskAI automationHeadcount growthReskilling
Agencies & booking
Advise and sell tripsTopDownMed
Manage bookings and changesTopDownLow
Accommodation
Front desk and check-inMidDownMed
Guest serviceMidFlatMed
Housekeeping and upkeepLowFlatLow
Food & beverage
Kitchen and food prepLowFlatLow
Table serviceLowFlatLow
Experiences & guiding
Guide tours and experiencesLowUpLow
Design itinerariesTopFlatMed
Marketing & revenue
Revenue and pricing managementTopFlatHigh
Online marketing and distributionTopFlatMed

What we see

🎬 Sports & leisure

Content production automates; live human talent is the safest.

AI automationTopMidLow
Headcount growthUpFlatDown
ReskillingLowMedHigh
TaskAI automationHeadcount growthReskilling
Content & media production
Edit video and audioTopDownMed
Produce graphics and VFXTopFlatMed
Create marketing contentTopDownMed
Journalism & broadcast
Write match reports and newsTopDownMed
Commentate and presentMidFlatMed
Video games
Program gamesTopUpMed
Art and level designMidFlatHigh
Testing and QATopDownMed
Events & live shows
Organise eventsMidFlatMed
Ticketing and access controlTopDownLow
Sports performance
Analyse performance (data)MidUpHigh
Coach and trainLowFlatMed
Talent
Compete or perform (athletes/artists)LowFlatLow

What we see

Our own estimates with a 2033 horizon, in dialogue with Ray Kurzweil's forecasts and public industry reports; indicative, not a closed forecast.