Changing jobs in the age of AI

How the ranking works

Employment holds or grows in these jobs, but AI is changing the work: deeply when exposure is high, little for manual, care or energy jobs. Each page gives the level of exposure.

Ranked by employment outlook, then by hiring difficulty.

#1Risk 3 out of 5, moderateJunior developer+10.2%jobsUSA#2Risk 3 out of 5, moderateData scientist+34.6%jobsUSA#3Risk 3 out of 5, moderateAI specialist+21.8%jobsUSA#4Risk 3 out of 5, moderateCybersecurity analyst+21%jobsUSA#5Risk 3 out of 5, moderateIT manager+15.8%jobsUSA#6Risk 2 out of 5, lowWind turbine technician+29.5%jobsUSA#7Risk 2 out of 5, lowSolar installer+36.5%jobsUSA#8Risk 3 out of 5, moderateNurse practitioner+41%jobsUSA#9Risk 2 out of 5, lowElectrician+9.2%jobsUSA#10Risk 2 out of 5, lowHome care aide+18.1%jobsUSA#11Risk 3 out of 5, moderateHuman resources specialist+6.4%jobsUSA#12Risk 3 out of 5, moderateFinancial analyst+7.2%jobsUSA#13Risk 3 out of 5, moderateMarketing manager+6.9%jobsUSA#14Risk 3 out of 5, moderateMarket research analyst+7%jobsUSA#15Risk 3 out of 5, moderatePhysical therapist+11.9%jobsUSA#16Risk 3 out of 5, moderatePsychologist+11.7%jobsUSA#17Risk 3 out of 5, moderatePharmacy technician+6.4%jobsUSA#18Risk 3 out of 5, moderateVeterinarian+9.4%jobsUSA#19Risk 3 out of 5, moderateCorporate trainer+10.8%jobsUSA#20Risk 2 out of 5, lowPlumber+6.8%jobsUSA#21Risk 3 out of 5, moderateConstruction manager+9.1%jobsUSA#22Risk 2 out of 5, lowHVAC technician+10.9%jobsUSA#23Risk 2 out of 5, lowIndustrial maintenance technician+17.8%jobsUSA#24Risk 3 out of 5, moderateMechanical engineer+11.2%jobsUSA#25Risk 2 out of 5, lowOrder picker+8.9%jobsUSA#26Risk 2 out of 5, lowDelivery driver+6.3%jobsUSA#27Risk 2 out of 5, lowTaxi driver+11.5%jobsUSA#28Risk 3 out of 5, moderateLogistician+17.6%jobsUSA#29Risk 2 out of 5, lowAirline pilot+8.3%jobsUSA#30Risk 2 out of 5, lowCook+12.1%jobsUSA#31Risk 2 out of 5, lowHairdresser+7.7%jobsUSA#32Risk 2 out of 5, lowFitness trainer+7.3%jobsUSA#33Risk 2 out of 5, lowTile setter+9.8%jobsUSA#34Risk 2 out of 5, lowChocolatier, confectioner+6.5%jobsUSA#35Risk 2 out of 5, lowBeautician+8.8%jobsUSA#36Risk 3 out of 5, moderateTraining manager+6.4%jobsUSA#37Risk 3 out of 5, moderateHealth, safety and environment manager+18.5%jobsUSA#38Risk 2 out of 5, lowHealth and safety technician+19.4%jobsUSA#39Risk 3 out of 5, moderateProject manager+6.7%jobsUSA#40Risk 3 out of 5, moderateManagement consultant+10.1%jobsUSA#41Risk 3 out of 5, moderateQuality manager+12.4%jobsUSA#42Risk 3 out of 5, moderateSocial care facility manager+7.2%jobsUSA#43Risk 3 out of 5, moderateFinance director+9.7%jobsUSA#44Risk 3 out of 5, moderateStrategy director+6.3%jobsUSA#45Risk 3 out of 5, moderateR&D director+6.1%jobsUSA#46Risk 3 out of 5, moderateHealthcare services manager+20.6%jobsUSA#47Risk 3 out of 5, moderateAged care home manager+14.6%jobsUSA#48Risk 3 out of 5, moderateBank or insurance branch manager+9.7%jobsUSA#49Risk 3 out of 5, moderatePhysicist+6.5%jobsUSA#50Risk 3 out of 5, moderateBiologist+6.8%jobsUSA#51Risk 3 out of 5, moderateCivil engineer+6.4%jobsUSA#52Risk 3 out of 5, moderateElectrical engineer+7.8%jobsUSA#53Risk 3 out of 5, moderateMidwife+7.9%jobsUSA#54Risk 2 out of 5, lowComplementary medicine practitioner+11.3%jobsUSA#55Risk 3 out of 5, moderateDietitian+7.8%jobsUSA#56Risk 3 out of 5, moderateSpeech therapist and audiologist+10.7%jobsUSA#57Risk 2 out of 5, lowOptometrist+9.9%jobsUSA#58Risk 3 out of 5, moderateIT trainer+10.8%jobsUSA#59Risk 3 out of 5, moderateSystems analyst+14.6%jobsUSA#60Risk 2 out of 5, lowVeterinary technician+9.3%jobsUSA#61Risk 2 out of 5, lowDental assistant+7.6%jobsUSA#62Risk 3 out of 5, moderateMedical records technician+11.9%jobsUSA#63Risk 3 out of 5, moderateCommunity health worker+12.7%jobsUSA#64Risk 2 out of 5, lowPhysiotherapy assistant+10.3%jobsUSA#65Risk 2 out of 5, lowMedical assistant+11.3%jobsUSA#66Risk 3 out of 5, moderateSocial work assistant+6.8%jobsUSA#67Risk 2 out of 5, lowChef+6.1%jobsUSA#68Risk 3 out of 5, moderateNetwork technician+8.5%jobsUSA#69Risk 3 out of 5, moderateFlight attendant+7.9%jobsUSA#70Risk 2 out of 5, lowPet groomer and animal carer+7.4%jobsUSA#71Risk 2 out of 5, lowPower line technician+7.6%jobsUSA#72Risk 2 out of 5, lowMotorcycle courier+7.9%jobsUSA#73Risk 2 out of 5, lowSpecialised cleaner+6.6%jobsUSA#74Risk 2 out of 5, lowLivestock farm worker+7.5%jobsUSA#75Risk 2 out of 5, lowGeneral farm worker+8.5%jobsUSA#76Risk 2 out of 5, lowConstruction labourer+6.4%jobsUSA#77Risk 2 out of 5, lowShelf stacker+8.9%jobsUSA#78Risk 4 out of 5, highLawyer+4.7%jobsUSA#79Risk 2 out of 5, lowLandscape gardener+4.7%jobsUSA#80Risk 3 out of 5, moderateTruck driver+3.8%jobsUSA#81Risk 4 out of 5, highAccountant+5%jobsUSA#82Risk 4 out of 5, highMedical secretary+4.8%jobsUSA#83Risk 4 out of 5, highSoftware tester+5.7%jobsUSA#84Risk 4 out of 5, highUX / UI designer+6%jobsUSA#85Risk 3 out of 5, moderatePharmacist+5.2%jobsUSA#86Risk 3 out of 5, moderateRegistered nurse+5.6%jobsUSA#87Risk 2 out of 5, lowEmergency medical technician+5.8%jobsUSA#88Risk 3 out of 5, moderateDentist+5.7%jobsUSA#89Risk 3 out of 5, moderateSocial worker+4.4%jobsUSA#90Risk 2 out of 5, lowRoofer+5.3%jobsUSA#91Risk 2 out of 5, lowJoiner+3.9%jobsUSA#92Risk 2 out of 5, lowCarpenter (framing)+3.9%jobsUSA#93Risk 3 out of 5, moderateArchitect+4.3%jobsUSA#94Risk 2 out of 5, lowConstruction equipment operator+4.6%jobsUSA#95Risk 3 out of 5, moderateCar mechanic+5%jobsUSA#96Risk 3 out of 5, moderateBus driver+4.1%jobsUSA#97Risk 3 out of 5, moderateBaker+5.5%jobsUSA#98Risk 3 out of 5, moderateFishmonger+5.7%jobsUSA#99Risk 3 out of 5, moderateHuman resources manager+5.5%jobsUSA#100Risk 4 out of 5, highBuyer+6%jobsUSA#101Risk 3 out of 5, moderateFacilities and office manager+5.2%jobsUSA#102Risk 3 out of 5, moderateEvent planner+5.8%jobsUSA#103Risk 3 out of 5, moderateSenior government official+4%jobsUSA#104Risk 4 out of 5, highChief executive+4%jobsUSA#105Risk 3 out of 5, moderateFarm or forestry production manager+5.6%jobsUSA#106Risk 3 out of 5, moderateMining manager+4.9%jobsUSA#107Risk 3 out of 5, moderateRestaurant manager+5.6%jobsUSA#108Risk 3 out of 5, moderateSports or cultural centre manager+4.5%jobsUSA#109Risk 4 out of 5, highChemist+5.9%jobsUSA#110Risk 3 out of 5, moderateAgronomist+4.4%jobsUSA#111Risk 3 out of 5, moderateEnvironmental protection specialist+4.7%jobsUSA#112Risk 4 out of 5, highEnvironmental engineer (ecology)+5.5%jobsUSA#113Risk 3 out of 5, moderateChemical engineer+5.9%jobsUSA#114Risk 4 out of 5, highElectronics engineer+5.9%jobsUSA#115Risk 4 out of 5, highTelecommunications engineer+4.1%jobsUSA#116Risk 3 out of 5, moderateLandscape architect+4.1%jobsUSA#117Risk 3 out of 5, moderateSurveyor and cartographer+5.9%jobsUSA#118Risk 4 out of 5, highUniversity lecturer+4.6%jobsUSA#119Risk 4 out of 5, highFinancial adviser+5.4%jobsUSA#120Risk 4 out of 5, highPolicy officer+4.4%jobsUSA#121Risk 4 out of 5, highApplication developer+4.2%jobsUSA#122Risk 4 out of 5, highDatabase administrator+5.8%jobsUSA#123Risk 4 out of 5, highEconomist+4.1%jobsUSA#124Risk 3 out of 5, moderateFilm and stage director+4%jobsUSA#125Risk 3 out of 5, moderateChemistry and physics lab technician+4.3%jobsUSA#126Risk 3 out of 5, moderateCivil engineering technician+4.4%jobsUSA#127Risk 3 out of 5, moderateMechanical engineering technician+4.7%jobsUSA#128Risk 3 out of 5, moderateChemical process technician+4.4%jobsUSA#129Risk 3 out of 5, moderateMining and metallurgy technician+4.1%jobsUSA#130Risk 3 out of 5, moderateMining supervisor+5%jobsUSA#131Risk 3 out of 5, moderateSite supervisor+5.7%jobsUSA#132Risk 3 out of 5, moderateLife science technician+5.8%jobsUSA#133Risk 3 out of 5, moderateAgricultural technician+4.1%jobsUSA#134Risk 3 out of 5, moderateForestry technician+4.6%jobsUSA#135Risk 3 out of 5, moderateShip's engineer+4.5%jobsUSA#136Risk 2 out of 5, lowRadiographer+5%jobsUSA#137Risk 3 out of 5, moderateMedical laboratory technician+5.1%jobsUSA#138Risk 3 out of 5, moderateMidwifery associate+4.9%jobsUSA#139Risk 2 out of 5, lowDispensing optician+5.5%jobsUSA#140Risk 4 out of 5, highCustoms and freight forwarding agent+4.1%jobsUSA#141Risk 4 out of 5, highRecruitment and employment agent+6%jobsUSA#142Risk 3 out of 5, moderatePolice detective+4.4%jobsUSA#143Risk 3 out of 5, moderateProfessional athlete+5.2%jobsUSA#144Risk 3 out of 5, moderateFitness and recreation instructor+4.4%jobsUSA#145Risk 4 out of 5, highWeb technician+4.4%jobsUSA#146Risk 3 out of 5, moderateTour guide+5.4%jobsUSA#147Risk 3 out of 5, moderateBartender+5.3%jobsUSA#148Risk 3 out of 5, moderateShopkeeper+4.9%jobsUSA#149Risk 3 out of 5, moderateFast food counter attendant+5.6%jobsUSA#150Risk 3 out of 5, moderateDeep-sea fisher+3.9%jobsUSA#151Risk 2 out of 5, lowHouse builder+3.9%jobsUSA#152Risk 2 out of 5, lowGlazier+4.1%jobsUSA#153Risk 2 out of 5, lowPotter+5.8%jobsUSA#154Risk 2 out of 5, lowGlassmaker+4.8%jobsUSA#155Risk 3 out of 5, moderateCheesemaker+5.5%jobsUSA#156Risk 2 out of 5, lowCommercial diver+5%jobsUSA#157Risk 2 out of 5, lowPest control technician+4.7%jobsUSA#158Risk 2 out of 5, lowLaundry machine operator+4.3%jobsUSA#159Risk 2 out of 5, lowCivil works labourer+4%jobsUSA#160Risk 2 out of 5, lowHandyperson+4.2%jobsUSA#161Risk 3 out of 5, moderateCleaner+2.2%jobsUSA#162Risk 3 out of 5, moderateNursing assistant+2.6%jobsUSA#163Risk 4 out of 5, highTranslator, interpreter+2%jobsUSA#164Risk 4 out of 5, highWeb developer+3.8%jobsUSA#165Risk 4 out of 5, highGeneral practitioner+3.3%jobsUSA#166Risk 4 out of 5, highLibrarian+2.6%jobsUSA#167Risk 3 out of 5, moderatePainter and decorator+3%jobsUSA#168Risk 3 out of 5, moderateWelder+2.4%jobsUSA#169Risk 3 out of 5, moderateAuto body repairer+3.7%jobsUSA#170Risk 3 out of 5, moderateQuality inspector+2.5%jobsUSA#171Risk 3 out of 5, moderateWaiter+2%jobsUSA#172Risk 3 out of 5, moderateButcher+2.4%jobsUSA#173Risk 4 out of 5, highPolice officer+3.5%jobsUSA#174Risk 3 out of 5, moderateFirefighter+3.7%jobsUSA#175Risk 3 out of 5, moderateRefuse collector+2.1%jobsUSA#176Risk 3 out of 5, moderatePlasterer, drywall installer+2.8%jobsUSA#177Risk 3 out of 5, moderateDelicatessen butcher, caterer+2.4%jobsUSA#178Risk 4 out of 5, highVideo editor+3.7%jobsUSA#179Risk 4 out of 5, highProduction manager+2.6%jobsUSA#180Risk 4 out of 5, highCareer counsellor+2.9%jobsUSA#181Risk 4 out of 5, highHead of a non-profit organisation+2.1%jobsUSA#182Risk 4 out of 5, highCommunications director+2.3%jobsUSA#183Risk 3 out of 5, moderateAquaculture or fisheries manager+3.8%jobsUSA#184Risk 4 out of 5, highHotel manager+3.8%jobsUSA#185Risk 4 out of 5, highMeteorologist+2.7%jobsUSA#186Risk 4 out of 5, highGeologist+2.9%jobsUSA#187Risk 4 out of 5, highMining engineer and metallurgist+2.2%jobsUSA#188Risk 4 out of 5, highProduct and fashion designer+2.7%jobsUSA#189Risk 4 out of 5, highUrban and traffic planner+2.8%jobsUSA#190Risk 4 out of 5, highMedical specialist+3.5%jobsUSA#191Risk 4 out of 5, highMusic teacher+2.2%jobsUSA#192Risk 4 out of 5, highArts teacher+2.2%jobsUSA#193Risk 4 out of 5, highNetwork engineer+3.1%jobsUSA#194Risk 4 out of 5, highSociologist+2.7%jobsUSA#195Risk 3 out of 5, moderateDancer and choreographer+3.7%jobsUSA#196Risk 3 out of 5, moderateShip's deck officer+3.7%jobsUSA#197Risk 3 out of 5, moderateAir traffic controller+2.8%jobsUSA#198Risk 4 out of 5, highStatistical assistant+3.2%jobsUSA#199Risk 4 out of 5, highLicensing officer+3.8%jobsUSA#200Risk 4 out of 5, highInterior designer+2.3%jobsUSA#201Risk 4 out of 5, highCroupier+2.1%jobsUSA#202Risk 4 out of 5, highHousekeeping supervisor+3.2%jobsUSA#203Risk 3 out of 5, moderateBuilding caretaker+3.2%jobsUSA#204Risk 3 out of 5, moderateFuneral director+3%jobsUSA#205Risk 4 out of 5, highDoor-to-door salesperson+2.7%jobsUSA#206Risk 3 out of 5, moderateMixed crop grower+3.8%jobsUSA#207Risk 3 out of 5, moderateLivestock farmer+2.9%jobsUSA#208Risk 3 out of 5, moderateBeekeeper+2.9%jobsUSA#209Risk 4 out of 5, highFish farmer+2.1%jobsUSA#210Risk 3 out of 5, moderateCoastal fisher+3.6%jobsUSA#211Risk 3 out of 5, moderateInsulation installer+3.8%jobsUSA#212Risk 3 out of 5, moderateRigger+2.4%jobsUSA#213Risk 3 out of 5, moderateFruit and vegetable preserver+3.5%jobsUSA#214Risk 3 out of 5, moderateTanner+2.5%jobsUSA#215Risk 3 out of 5, moderateGlass and ceramics plant operator+3.1%jobsUSA#216Risk 3 out of 5, moderatePackaging line operator+3.2%jobsUSA#217Risk 3 out of 5, moderateTrain driver+2.3%jobsUSA#218Risk 3 out of 5, moderateCar washer+3.8%jobsUSA#219Risk 3 out of 5, moderateWindow cleaner+2.2%jobsUSA#220Risk 3 out of 5, moderateForestry labourer+2.2%jobsUSA#221Risk 4 out of 5, highCourier and parcel deliverer+3.4%jobsUSA#222Risk 4 out of 5, highPostal worker−0.3%jobsUSA#223Risk 4 out of 5, highParalegal−0.3%jobsUSA#224Risk 3 out of 5, moderateMason+1.1%jobsUSA#225Risk 5 out of 5, very highExecutive assistant0%jobsUSA#226Risk 5 out of 5, very highBank loan officer+1.1%jobsUSA#227Risk 5 out of 5, very highWriter, author−0.3%jobsUSA#228Risk 5 out of 5, very highPublic relations specialist+1.8%jobsUSA#229Risk 5 out of 5, very highSales representative−0.9%jobsUSA#230Risk 5 out of 5, very highRetail salesperson−0.3%jobsUSA#231Risk 5 out of 5, very highReal estate agent+1.7%jobsUSA#232Risk 5 out of 5, very highTravel agent+0.2%jobsUSA#233Risk 4 out of 5, highSecondary school teacher−0.2%jobsUSA#234Risk 4 out of 5, highPrimary school teacher−0.4%jobsUSA#235Risk 4 out of 5, highMachinist+1%jobsUSA#236Risk 3 out of 5, moderateForklift operator+1.5%jobsUSA#237Risk 5 out of 5, very highHotel receptionist+1.8%jobsUSA#238Risk 4 out of 5, highSecurity guard+0.9%jobsUSA#239Risk 4 out of 5, highPhotographer−0.7%jobsUSA#240Risk 4 out of 5, highWatchmaker−0.3%jobsUSA#241Risk 4 out of 5, high3D animator, motion designer−0.3%jobsUSA#242Risk 4 out of 5, highComposer+1.2%jobsUSA#243Risk 5 out of 5, very highInstructional designer+1.6%jobsUSA#244Risk 5 out of 5, very highManagement accountant+1.9%jobsUSA#245Risk 4 out of 5, highSchool principal0%jobsUSA#246Risk 4 out of 5, highVocational teacher+1.7%jobsUSA#247Risk 4 out of 5, highEarly childhood educator+1.8%jobsUSA#248Risk 4 out of 5, highSpecial needs teacher−0.8%jobsUSA#249Risk 5 out of 5, very highLanguage teacher+0.2%jobsUSA#250Risk 5 out of 5, very highTechnical and medical sales engineer+1.4%jobsUSA#251Risk 5 out of 5, very highIT sales engineer+1.2%jobsUSA#252Risk 5 out of 5, very highJudge+1.2%jobsUSA#253Risk 5 out of 5, very highHistorian and political scientist+1.2%jobsUSA#254Risk 4 out of 5, highActor0%jobsUSA#255Risk 4 out of 5, highElectrical technician0%jobsUSA#256Risk 4 out of 5, highElectronics technician+1.8%jobsUSA#257Risk 4 out of 5, highProduction supervisor+1.9%jobsUSA#258Risk 4 out of 5, highPower plant operator+1.7%jobsUSA#259Risk 5 out of 5, very highTrader and broker+1.6%jobsUSA#260Risk 5 out of 5, very highInsurance agent+0.2%jobsUSA#261Risk 5 out of 5, very highCommodity broker−0.1%jobsUSA#262Risk 4 out of 5, highCustoms officer+0.5%jobsUSA#263Risk 4 out of 5, highMuseum and library technician−0.6%jobsUSA#264Risk 4 out of 5, highTransport clerk+1.6%jobsUSA#265Risk 5 out of 5, very highProofreader0%jobsUSA#266Risk 4 out of 5, highDomestic housekeeper+1.9%jobsUSA#267Risk 4 out of 5, highDriving instructor−0.2%jobsUSA#268Risk 4 out of 5, highMarket trader+0.1%jobsUSA#269Risk 4 out of 5, highSales demonstrator+0.1%jobsUSA#270Risk 4 out of 5, highTeaching assistant+1.6%jobsUSA#271Risk 3 out of 5, moderateFruit grower+1.3%jobsUSA#272Risk 4 out of 5, highPoultry farmer−0.1%jobsUSA#273Risk 4 out of 5, highMixed crop and livestock farmer−0.5%jobsUSA#274Risk 3 out of 5, moderateConcrete worker+1.6%jobsUSA#275Risk 3 out of 5, moderateFacade cleaner and chimney sweep+1.5%jobsUSA#276Risk 4 out of 5, highAircraft mechanic+1.1%jobsUSA#277Risk 3 out of 5, moderateMusical instrument maker+1.8%jobsUSA#278Risk 4 out of 5, highSign writer and engraver+1.4%jobsUSA#279Risk 4 out of 5, highWood and basketry craftworker+1.3%jobsUSA#280Risk 4 out of 5, highElectronics repairer−0.3%jobsUSA#281Risk 4 out of 5, highFood and wine taster+0.6%jobsUSA#282Risk 3 out of 5, moderateWood treater+0.5%jobsUSA#283Risk 3 out of 5, moderateBlaster0%jobsUSA#284Risk 3 out of 5, moderateMineral processing operator+0.2%jobsUSA#285Risk 3 out of 5, moderateDriller+1.6%jobsUSA#286Risk 3 out of 5, moderateRubber products operator+1.6%jobsUSA#287Risk 3 out of 5, moderatePlastics machine operator+0.8%jobsUSA#288Risk 4 out of 5, highFood production line operator+1.2%jobsUSA#289Risk 3 out of 5, moderateBoiler operator+1.1%jobsUSA#290Risk 4 out of 5, highElectronics assembler0%jobsUSA#291Risk 4 out of 5, highRailway signaller+1.8%jobsUSA#292Risk 3 out of 5, moderateFarm machinery operator−0.2%jobsUSA#293Risk 3 out of 5, moderateCrane operator+1.2%jobsUSA#294Risk 3 out of 5, moderateDeckhand+1.9%jobsUSA#295Risk 3 out of 5, moderateDomestic cleaner+1.4%jobsUSA#296Risk 3 out of 5, moderateFishery and aquaculture labourer+1.3%jobsUSA#297Risk 4 out of 5, highFreight handler+0.7%jobsUSA#298Risk 4 out of 5, highFast food cook+0.4%jobsUSA#299Risk 3 out of 5, moderateWaste sorter+1.9%jobsUSA