At-Risk & Transition Careers
Roles facing elevated automation exposure. NexPath provides direct reskilling and transition planners to help you transition into adjacent fields.
- related occupations
- 1013
- Industry
- 14
- Career field
- 66
NexFuture™ is a research model by NexPath. Scores are updated as O*NET and ESCO datasets refresh. This is not employment advice. Personal skills, location, and local labor market conditions still matter.
The estimated percentage of this role's tasks susceptible to automation by current or near-term AI and robotic systems. Computed from O*NET abilities and work activities.
Future-Strong: NFI >= 70, Evolving: 50-69, At Risk: 30-49, Critical Transition: below 30. Tiers are thresholds on the Future Index, not predictions of job loss.
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Advanced Manufacturing 194
Production & Automation 98 · AI exposure %
- nonwoven textile technician 65%
- pesticide mixer 63%
- heat treatment furnace operator 63%
- braiding textile technician 62%
- chemical plant control room operator 60%
- protective clothing apparel manufacturer 59%
- lean manager 58%
- V-belt builder 57%
- prepress technician 57%
- corrugator operator 56%
- pulp technician 55%
- soap drier operator 55%
- drawing kiln operator 54%
- soap chipper 54%
- paper pulp moulding operator 53%
- candle maker 52%
- glass annealer 52%
- bleacher operator 52%
- bindery operator 51%
- tunnel kiln operator 51%
- clothing process control technician 51%
- glove maker 51%
- nitroglycerin neutraliser 51%
- tissue paper perforating and rewinding operator 50%
- paper stationery machine operator 50%
- made-up textile articles manufacturer 50%
- mouldmaker 50%
- paper machine operator 50%
- wearing apparel presser 50%
- absorbent pad machine operator 50%
- plastic furniture machine operator 49%
- kiln firer 49%
- offset printer 49%
- flexographic press operator 49%
- clothing alteration machinist 49%
- cylinder filler 49%
- vacuum forming machine operator 49%
- paperboard products assembler 49%
- wood pallet maker 49%
- foundry operative 49%
- screen printer 48%
- soap tower operator 48%
- motor vehicle upholsterer 48%
- granulator machine operator 48%
- lime kiln operator 48%
- varnish maker 48%
- clothing sample machinist 48%
- book-sewing machine operator 47%
- pulp control operator 47%
- gravure press operator 47%
- motorcycle assembler 47%
- machinery assembly supervisor 47%
- print folding operator 47%
- enameller 47%
- digester operator 46%
- froth flotation deinking operator 46%
- vehicle restoration technician 46%
- container equipment assembly supervisor 46%
- wood assembly supervisor 46%
- plastic rolling machine operator 45%
- sewing machinist 45%
- clothing product grader 45%
- embroiderer 45%
- lithographer 45%
- weaving machine supervisor 45%
- metal furniture machine operator 45%
- man-made fiber spinner 45%
- motor vehicle assembler 44%
- wave soldering machine operator 44%
- tracer powder blender 44%
- blow moulding machine operator 44%
- ammunition assembler 44%
- nitroglycerin separator operator 44%
- textile quality technician 44%
- plastic products assembler 44%
- rubber products machine operator 44%
- sewing machine operator 43%
- photographic equipment assembler 43%
- tyre builder 43%
- chemical mixer 43%
- factory hand 43%
- hot foil operator 43%
- machinery assembly coordinator 43%
- paper mill supervisor 43%
- coagulation operator 42%
- coquille casting worker 42%
- foam rubber mixer 42%
- fibre machine tender 42%
- optical instrument production supervisor 42%
- automated optical inspection operator 42%
- clothing cutter 42%
- capsule filling machine operator 42%
- pottery and porcelain caster 42%
- paint mixer 42%
- pyrotechnics drying room attendant 42%
- automation engineer 41%
- electronics production supervisor 41%
- nonwoven staple machine operator 41%
Industrial Machinery 48 · AI exposure %
- weaving textile technician 69%
- paper cutter operator 56%
- glass polisher 55%
- knitting textile technician 55%
- sectional belt mould assembler 54%
- mineral crushing operator 54%
- envelope maker 54%
- paper bag machine operator 52%
- metal annealer 51%
- digital printer 51%
- rubber cutting machine tender 50%
- equipment engineer 50%
- moulding machine operator 49%
- engineered wood board machine operator 49%
- plastic heat treatment equipment operator 49%
- optical disc moulding machine operator 49%
- belt builder 48%
- automated assembly line operator 47%
- record press operator 47%
- laminating machine operator 47%
- lacquer maker 47%
- mining equipment mechanic 47%
- technical sales representative in hardware, plumbing and heating equipment 46%
- metal planer operator 45%
- optical technician 45%
- wood boring machine operator 44%
- machine operator supervisor 44%
- yarn spinner 44%
- glass forming machine operator 44%
- surface-mount technology machine operator 43%
- V-belt coverer 43%
- broadcast technician 43%
- clock and watchmaker 43%
- wood sander 43%
- compression moulding machine operator 43%
- veneer slicer operator 43%
- moulding machine technician 42%
- paper embossing press operator 42%
- woodturner 42%
- rubber dipping machine operator 42%
- thread rolling machine operator 42%
- fertiliser mixer 42%
- mining electrician 42%
- chain making machine operator 42%
- metal engraver 42%
- fitter and turner 41%
- 3D printing technician 41%
- numerical tool and process control programmer 41%
Engineering 24 · AI exposure %
- calculation engineer 58%
- casting mould maker 50%
- design engineer 50%
- component engineer 49%
- model maker 47%
- engine designer 46%
- metrologist 46%
- mine planning engineer 46%
- physics technician 45%
- computer hardware engineering technician 45%
- microelectronics smart manufacturing engineer 44%
- printed circuit board designer 44%
- chemical engineering technician 44%
- computer hardware engineer 44%
- rolling stock engineering drafter 44%
- commissioning engineer 43%
- paper engineer 43%
- electromechanical engineer 43%
- biomedical engineer 43%
- microsystem engineering technician 43%
- precision engineer 42%
- research engineer 42%
- computer-aided design operator 42%
- automotive engineering drafter 41%
Safety & Quality Assurance 23 · AI exposure %
- veneer grader 57%
- wastewater treatment technician 53%
- welding inspector 52%
- textile quality manager 49%
- lumber grader 48%
- quality engineering technician 48%
- consumer goods inspector 47%
- industrial quality manager 47%
- product grader 46%
- calibration technician 46%
- clothing quality inspector 46%
- firework assembler 46%
- precision device inspector 46%
- engineered wood board grader 45%
- metrology technician 44%
- textile chemical quality technician 44%
- battery test technician 43%
- pulp grader 43%
- chemical manufacturing quality technician 43%
- product quality controller 42%
- product quality inspector 42%
- textile quality inspector 42%
- product assembly inspector 42%
Robotics 1 · AI exposure %
Arts, Entertainment, & Design 151
Fine Arts 40 · AI exposure %
- jewellery designer 72%
- archivist 66%
- artistic painter 63%
- silversmith 61%
- precious stone setter 61%
- goldsmith 59%
- glass artist 58%
- porcelain painter 58%
- ceramicist 58%
- glass painter 57%
- street artist 57%
- wood painter 57%
- drawing artist 57%
- jewellery engraver 57%
- decorative painter 56%
- filigree maker 56%
- sculptor 56%
- cultural archive manager 54%
- conceptual artist 54%
- stone engraver 54%
- museum scientist 54%
- ceramic painter 53%
- glass-blower 53%
- production potter 53%
- jewellery mounter 52%
- doll maker 52%
- jewellery polisher 50%
- collection manager 50%
- illustrator 49%
- recreation model maker 45%
- membranophone musical instruments maker 45%
- stringed musical instrument maker 44%
- glass engraver 44%
- keyboard musical instrument maker 44%
- violin maker 43%
- woodcarver 43%
- commercial art gallery manager 43%
- art restorer 42%
- conservator 42%
- toymaker 42%
Media Production & Broadcasting 38 · AI exposure %
- proofreader 72%
- vlogger 70%
- blogger 69%
- lexicographer 66%
- subtitler 66%
- speechwriter 64%
- writer 64%
- copy editor 56%
- localiser 55%
- motion picture film developer 55%
- translator 55%
- script writer 54%
- photographer 54%
- script supervisor 53%
- crime journalist 53%
- magazine editor 52%
- newspaper editor 51%
- broadcasting programme director 51%
- photographic developer 50%
- production designer 50%
- columnist 50%
- political journalist 50%
- video and motion picture editor 49%
- critic 48%
- broadcast news editor 47%
- foreign correspondent 47%
- sports journalist 46%
- editor-in-chief 46%
- entertainment journalist 45%
- photojournalist 45%
- audio describer 45%
- journalist 44%
- projectionist 44%
- director of photography 44%
- picture editor 43%
- storyboard artist 41%
- set buyer 41%
- news anchor 41%
Design & Digital Arts 27 · AI exposure %
- user experience analyst 62%
- digital artist 62%
- typesetter 61%
- imagesetter 56%
- video artist 55%
- graphic designer 54%
- cartoonist 52%
- digital media designer 52%
- 3D animator 52%
- 3D modeller 52%
- printmaker 51%
- user interface designer 51%
- webmaster 50%
- digital games developer 50%
- prepress operator 49%
- desktop publisher 49%
- digital games designer 49%
- user interface developer 48%
- cloud engineer 48%
- animator 48%
- animation layout artist 45%
- animation director 45%
- special effects artist 44%
- stop-motion animator 44%
- sign maker 43%
- creative director 43%
- product development engineering drafter 41%
Fashion & Interiors 22 · AI exposure %
- jeweller 64%
- precious stone cutter 63%
- jewellery assembler 61%
- furniture restorer 56%
- milliner 53%
- textile designer 53%
- interior designer 52%
- dressmaker 51%
- tailor 49%
- furniture designer 48%
- clothing finisher 47%
- costume designer 47%
- clothing fashion designer 46%
- textile product developer 46%
- clothing CAD patternmaker 45%
- textile colourist 45%
- visual merchandiser 45%
- fragrance chemist 43%
- clothing CAD technician 42%
- textile, leather and footwear researcher 42%
- costume buyer 42%
- leather goods product developer 41%
Performing Arts 16 · AI exposure %
- composer 78%
- music arranger 68%
- music director 56%
- lyricist 54%
- assistant stage director 53%
- wind musical instrument maker 48%
- puppet designer 48%
- set designer 46%
- stage director 46%
- idiophone musical instruments maker 46%
- dramaturge 45%
- performance video designer 45%
- harp maker 45%
- art administrator 44%
- make-up and hair designer 44%
- guitar maker 43%
Lighting & Sound Technology 8 · AI exposure %
Management & Entrepreneurship 140
Leadership & Operations 75 · AI exposure %
- compensation analyst 96%
- corporate risk manager 84%
- business economics researcher 80%
- accountant 75%
- business consultant 72%
- resource manager 71%
- payroll clerk 71%
- accounting manager 69%
- forecast manager 69%
- budget manager 68%
- middle office analyst 67%
- foreign exchange cashier 65%
- insurance agency manager 64%
- office clerk 63%
- business analyst 63%
- banking products manager 63%
- document management officer 63%
- talent acquisition manager 62%
- data entry supervisor 60%
- purchase planner 60%
- credit union manager 59%
- insurance claims manager 59%
- back office specialist 58%
- research and development manager 58%
- foreign language correspondence clerk 57%
- programme manager 57%
- medical practice manager 56%
- strategic planning manager 55%
- purchasing manager 55%
- call centre manager 55%
- education administrator 54%
- management assistant 53%
- secretary 52%
- programme funding manager 52%
- translation agency manager 52%
- watches and jewellery distribution manager 51%
- communication manager 51%
- linen room attendant 51%
- digital transformation manager 51%
- coffee, tea, cocoa and spices distribution manager 50%
- electrical household appliances distribution manager 50%
- hides, skins and leather products distribution manager 50%
- sugar, chocolate and sugar confectionery distribution manager 50%
- textiles, textile semi-finished and raw materials distribution manager 50%
- bank manager 50%
- contact centre manager 50%
- perfume and cosmetics distribution manager 50%
- clothing development manager 49%
- museum director 49%
- dean of faculty 48%
- pharmaceutical goods distribution manager 48%
- department manager 48%
- machinery, industrial equipment, ships and aircraft distribution manager 48%
- business manager 47%
- receptionist 47%
- chief technology officer 46%
- branch manager 46%
- call centre supervisor 46%
- rental service representative 45%
- security manager 45%
- fundraising assistant 45%
- import export manager in machine tools 45%
- chief information officer 45%
- import export manager in household goods 44%
- operations manager 44%
- vehicle rental agent 43%
- innovation officer 43%
- import export manager in office machinery and equipment 43%
- rental manager 43%
- office manager 43%
- library manager 43%
- airspace manager 43%
- contact centre supervisor 42%
- chief product officer 41%
- interpretation agency manager 41%
Project Management 24 · AI exposure %
- bid manager 89%
- project support officer 78%
- book publisher 68%
- insurance product manager 66%
- supply chain manager 65%
- project manager 63%
- ICT capacity planner 62%
- book editor 55%
- monitoring and evaluation officer 55%
- product manager 53%
- ICT help desk manager 52%
- product development manager 51%
- archaeologist 50%
- electronic and telecommunications equipment and parts distribution manager 50%
- aviation data communications manager 50%
- auctioneer 49%
- dependability engineer 49%
- radio producer 48%
- procurement category specialist 48%
- political scientist 47%
- research manager 45%
- application engineer 44%
- producer 43%
- standalone public buyer 42%
Business Information Management 21 · AI exposure %
- file clerk 97%
- billing clerk 94%
- typist 94%
- manufacturing cost estimator 90%
- ICT business development manager 77%
- business valuer 73%
- process officer 70%
- ICT business analyst 68%
- occupational analyst 67%
- business intelligence manager 65%
- information manager 65%
- supply chain assistant 63%
- administrative assistant 63%
- ICT project manager 62%
- ICT vendor relationship manager 62%
- inventory coordinator 60%
- survey enumerator 53%
- business journalist 50%
- race track operator 48%
- philosopher 44%
- patent engineer 43%
Regulation 13 · AI exposure %
- mail clerk 74%
- loss adjuster 68%
- tax clerk 66%
- call centre quality auditor 60%
- court administrative officer 57%
- quality services manager 57%
- civil service administrative officer 56%
- insurance clerk 54%
- procurement support officer 50%
- auditing clerk 50%
- grants administrator 46%
- non-vessel operating common carrier 44%
- policy manager 43%
Entrepreneurship & Small Business 7 · AI exposure %
Marketing & Sales 104
Strategic Sales 59 · AI exposure %
- sales support assistant 81%
- business developer 73%
- eBusiness manager 67%
- sales account manager 67%
- sales manager 65%
- wholesale merchant in office machinery and equipment 60%
- sales processor 58%
- ICT account manager 57%
- wholesale merchant in mining, construction and civil engineering machinery 56%
- wholesale merchant in electrical household appliances 55%
- wholesale merchant in household goods 55%
- wholesale merchant in computer peripheral equipment and software 54%
- commercial director 52%
- wholesale merchant in electronic and telecommunications equipment and parts 52%
- wholesale merchant in hardware, plumbing and heating equipment and supplies 52%
- wholesale merchant in machine tools 52%
- wholesale merchant in clothing and footwear 51%
- wholesale merchant in office furniture 51%
- technical sales representative in office machinery and equipment 50%
- hospitality revenue manager 50%
- wholesale merchant in textile industry machinery 50%
- wholesale merchant in furniture, carpets and lighting equipment 50%
- wholesale merchant in watches and jewellery 50%
- call centre agent 49%
- wholesale merchant in china and other glassware 49%
- commercial sales representative 48%
- electricity sales representative 48%
- wholesale merchant in machinery, industrial equipment, ships and aircraft 48%
- wholesale merchant in beverages 48%
- wholesale merchant in chemical products 48%
- wholesale merchant in coffee, tea, cocoa and spices 48%
- wholesale merchant in dairy products and edible oils 48%
- wholesale merchant in flowers and plants 48%
- wholesale merchant in hides, skins and leather products 48%
- wholesale merchant in meat and meat products 48%
- wholesale merchant in metals and metal ores 48%
- wholesale merchant in sugar, chocolate and sugar confectionery 48%
- wholesale merchant in textiles and textile semi-finished and raw materials 48%
- wholesale merchant in tobacco products 48%
- technical sales representative in the textile machinery industry 47%
- wholesale merchant in perfume and cosmetics 47%
- wholesale merchant in waste and scrap 47%
- wholesale merchant in agricultural machinery and equipment 47%
- wholesale merchant in agricultural raw materials, seeds and animal feeds 47%
- wholesale merchant in fish crustaceans and molluscs 47%
- wholesale merchant in fruit and vegetables 47%
- wholesale merchant in live animals 47%
- trade regional manager 46%
- car leasing agent 46%
- technical sales representative in chemical products 46%
- technical sales representative in mining and construction machinery 46%
- technical sales representative 46%
- wholesale merchant in wood and construction materials 46%
- technical sales representative in agricultural machinery and equipment 45%
- wholesale merchant in pharmaceutical goods 45%
- technical sales representative in machinery and industrial equipment 45%
- online sales channel manager 45%
- technical sales representative in electronic and telecommunications equipment 44%
- sales engineer 44%
Marketing & Advertising 23 · AI exposure %
- digital marketing manager 73%
- chief marketing officer 72%
- publications coordinator 71%
- network marketer 63%
- product and services manager 62%
- employer branding manager 62%
- marketing manager 61%
- online community manager 60%
- advertising copywriter 58%
- category manager 57%
- online marketer 56%
- brand manager 54%
- promotion manager 54%
- advertising sales agent 54%
- marketing assistant 52%
- advertising assistant 51%
- podcast producer 50%
- media scientist 49%
- advertising media planner 49%
- advertising manager 49%
- public relations manager 48%
- public relations officer 48%
- promotion assistant 45%
Retail & Customer Experience 17 · AI exposure %
- rental service representative in office machinery and equipment 60%
- rental service representative in cars and light motor vehicles 57%
- rental service representative in other machinery, equipment and tangible goods 57%
- rental service representative in personal and household goods 57%
- rental service representative in recreational and sports goods 57%
- rental service representative in trucks 57%
- rental service representative in video tapes and disks 57%
- rental service representative in construction and civil engineering machinery 55%
- merchandiser 52%
- rental service representative in air transport equipment 49%
- rental service representative in water transport equipment 49%
- laundry worker 48%
- customer service representative 47%
- cashier 44%
- post office counter clerk 44%
- jewellery and watches specialised seller 43%
- fuel station specialised seller 43%
Market Research, Analytics & Ethics 5 · AI exposure %
Financial Services 95
Financial Strategy & Investments 42 · AI exposure %
- investment analyst 91%
- dividend analyst 91%
- corporate investment banker 90%
- stock trader 86%
- securities analyst 83%
- financial risk manager 81%
- investment adviser 81%
- energy trader 79%
- foreign exchange trader 78%
- investment fund manager 78%
- financial planner 77%
- financial analyst 76%
- investment manager 76%
- corporate treasurer 75%
- economic adviser 73%
- stock broker 73%
- investor relations manager 73%
- public funding advisor 70%
- investment fund management assistant 70%
- mergers and acquisitions analyst 69%
- futures trader 69%
- securities trader 68%
- securities underwriter 68%
- securities broker 67%
- financial trader 67%
- financial markets back office administrator 66%
- tax policy analyst 66%
- financial broker 66%
- mutual fund broker 66%
- foreign exchange broker 65%
- personal trust officer 62%
- commodity trader 60%
- gemmologist 60%
- asset manager 60%
- brokerage firm director 59%
- financial manager 58%
- economist 57%
- battery simulation engineer 56%
- pensions administrator 53%
- investment clerk 52%
- fundraising manager 51%
- commodity broker 50%
Banking & Credit 16 · AI exposure %
- pawnbroker 87%
- credit analyst 86%
- credit adviser 85%
- mortgage loan underwriter 82%
- bank treasurer 80%
- bankruptcy trustee 78%
- credit risk analyst 77%
- loan officer 76%
- credit manager 76%
- mortgage broker 76%
- bank teller 69%
- central bank governor 64%
- debt collector 61%
- relationship banking manager 60%
- bank account manager 54%
- student financial support coordinator 50%
Accounting 14 · AI exposure %
- accounting analyst 95%
- accounting assistant 90%
- bookkeeper 88%
- cost analyst 84%
- financial auditor 77%
- public finance accountant 71%
- financial fraud examiner 71%
- budget analyst 71%
- financial controller 68%
- audit supervisor 63%
- fiscal affairs policy officer 57%
- tax inspector 53%
- tax advisor 50%
- tax compliance officer 44%
Real Estate 12 · AI exposure %
Insurance 11 · AI exposure %
- personal property appraiser 98%
- insurance risk consultant 95%
- actuarial assistant 94%
- insurance collector 84%
- actuarial consultant 79%
- insurance underwriter 78%
- insurance rating analyst 76%
- insurance fraud investigator 74%
- property insurance underwriter 70%
- insurance claims handler 65%
- insurance broker 61%
Digital Technology 95
Software Solutions 33 · AI exposure %
- ICT research manager 68%
- ICT documentation manager 58%
- ICT usability tester 57%
- ICT test analyst 57%
- ICT integration tester 56%
- database integrator 56%
- quality engineer 55%
- database developer 55%
- software manager 54%
- ICT business analysis manager 54%
- software architect 53%
- database designer 53%
- ICT quality assurance manager 53%
- ICT system tester 53%
- IoT developer 52%
- ICT application configurator 52%
- software analyst 52%
- software tester 51%
- blockchain architect 51%
- mobile application developer 51%
- e-learning developer 51%
- ICT system architect 50%
- enterprise architect 50%
- ICT application developer 49%
- ICT system developer 48%
- web designer 48%
- ICT system integration consultant 48%
- blockchain developer 48%
- embedded systems software developer 48%
- software developer 48%
- industrial mobile devices software developer 48%
- ICT change and configuration manager 44%
- integration engineer 44%
Data Science & AI 19 · AI exposure %
- statistical assistant 81%
- call centre analyst 79%
- data engineer 74%
- data analyst 70%
- data quality specialist 70%
- computer vision engineer 64%
- ICT information and knowledge manager 62%
- statistician 58%
- data scientist 58%
- ICT research consultant 56%
- computer scientist 56%
- fact checker 56%
- knowledge engineer 54%
- data warehouse designer 54%
- artificial intelligence engineer 54%
- language engineer 52%
- chief data officer 51%
- bioinformatics scientist 50%
- mathematician 46%
Network Systems & Cybersecurity 19 · AI exposure %
- ICT presales engineer 58%
- IT auditor 57%
- ICT auditor manager 53%
- ICT network architect 52%
- embedded systems security engineer 51%
- ICT resilience manager 50%
- intelligence communications interceptor 49%
- ICT system analyst 48%
- ICT security technician 47%
- ICT network engineer 47%
- ICT network technician 46%
- ICT security administrator 46%
- cybersecurity risk manager 45%
- ICT network administrator 44%
- telecommunications analyst 44%
- telecommunications manager 44%
- ethical hacker 43%
- telecommunications engineering technician 43%
- ICT disaster recovery analyst 42%
IT Support & Services 14 · AI exposure %
- library assistant 75%
- data entry clerk 71%
- digital games tester 58%
- live chat operator 57%
- database administrator 56%
- computers, computer peripheral equipment and software distribution manager 51%
- ICT buyer 50%
- scanning operator 49%
- ICT technician 48%
- system configurator 47%
- ICT operations manager 46%
- reprographics technician 46%
- picture archiving and communication systems administrator 46%
- ICT system administrator 42%
Supply Chain & Transportation 66
Planning & Logistics 31 · AI exposure %
- logistics analyst 72%
- gauger 59%
- logistics engineer 58%
- furniture carpets and lighting equipment distribution manager 51%
- china and glassware distribution manager 51%
- household goods distribution manager 51%
- beverages distribution manager 50%
- chemical products distribution manager 50%
- clothing and footwear distribution manager 50%
- dairy products and edible oils distribution manager 50%
- flowers and plants distribution manager 50%
- hardware, plumbing and heating equipment and supplies distribution manager 50%
- metals and metal ores distribution manager 50%
- textile industry machinery distribution manager 50%
- tobacco products distribution manager 50%
- meat and meat products distribution manager 50%
- waste and scrap distribution manager 50%
- fruit and vegetables distribution manager 49%
- wearing apparel patternmaker 49%
- fish, crustaceans and molluscs distribution manager 49%
- live animals distribution manager 49%
- wood and construction materials distribution manager 48%
- mining, construction and civil engineering machinery distribution manager 48%
- move manager 48%
- specialised goods distribution manager 48%
- transport planner 47%
- wash deinking operator 47%
- clothing operations manager 45%
- telecommunications engineer 45%
- move coordinator 44%
- mover 42%
Maintenance & Repair 14 · AI exposure %
- distillation operator 57%
- toilet attendant 54%
- tyre fitter 51%
- window cleaner 48%
- vending machine operator 47%
- radio technician 47%
- mobile devices technician 45%
- telecommunications equipment maintainer 45%
- vehicle cleaner 44%
- building cleaner 44%
- vehicle maintenance attendant 44%
- coachbuilder 41%
- motor vehicle engine tester 41%
- vessel engine tester 41%
Ground & Rail Transportation 8 · AI exposure %
Purchasing & Warehousing 6 · AI exposure %
Marine Transportation 5 · AI exposure %
Air & Space Transportation 2 · AI exposure %
Construction 43
Skilled Trades 22 · AI exposure %
- hand brick moulder 57%
- materials handler 54%
- telecommunications technician 51%
- wood products assembler 49%
- stone polisher 49%
- brick and tile caster 46%
- glass beveller 45%
- piano maker 45%
- stone planer 45%
- table saw operator 44%
- frame maker 44%
- precast moulder 44%
- harpsichord maker 44%
- planer thicknesser operator 43%
- antique furniture reproducer 43%
- canvas goods assembler 43%
- organ builder 43%
- furniture assembler 42%
- band saw operator 42%
- cooper 41%
- furniture upholsterer 41%
- dry press operator 41%
Equipment Operation & Maintenance 11 · AI exposure %
Construction Planning & Development 9 · AI exposure %
Architecture & Civil Engineering 1 · AI exposure %
Energy & Natural Resources 42
Ecological Research & Development 22 · AI exposure %
- geographic information systems specialist 73%
- hydrographic surveyor 66%
- cartographer 65%
- hydrographic surveying technician 63%
- meteorology technician 55%
- hydrogeologist 54%
- mineralogist 53%
- geographer 52%
- astronaut 52%
- seismologist 51%
- geologist 51%
- palaeontologist 49%
- climatologist 48%
- oceanographer 48%
- marine biologist 47%
- astronomer 47%
- cosmologist 45%
- analytical chemist 45%
- zoology technician 44%
- geochemist 44%
- weather forecaster 42%
- hydrologist 42%
Natural Resource Extraction 9 · AI exposure %
Conservation & Land Management 4 · AI exposure %
Clean & Alternative Energy 3 · AI exposure %
Environmental Protection 3 · AI exposure %
Utilities 1 · AI exposure %
Agriculture 35
Animal Systems 17 · AI exposure %
- zoo registrar 84%
- poultry breeder 54%
- fur animals breeder 52%
- sheep breeder 52%
- cattle breeder 52%
- bee breeder 51%
- pig breeder 50%
- dog breeder 50%
- horse breeder 48%
- farrier 47%
- zookeeper 47%
- equine yard manager 46%
- cattle pedicure 46%
- shepherd 45%
- veterinary scientist 45%
- biologist 43%
- zoo section leader 43%
Water Systems 10 · AI exposure %
- on foot aquatic resources collector 50%
- aquaculture biologist 46%
- aquaculture husbandry worker 45%
- water-based aquaculture worker 45%
- wastewater treatment operator 44%
- aquaculture rearing technician 42%
- aquaculture recirculation technician 42%
- aquaculture harvesting technician 42%
- aquaculture cage mooring worker 42%
- water-based aquaculture technician 41%
Agricultural Technology & Automation 3 · AI exposure %
Plant Systems 3 · AI exposure %
Healthcare & Human Services 23
Health Data & Administration 9 · AI exposure %
Community & Social Services 6 · AI exposure %
Behavioral & Mental Health 3 · AI exposure %
Biotechnology Research & Development 3 · AI exposure %
Personal Care Services 1 · AI exposure %
Physical Health 1 · AI exposure %
Public Service & Safety 13
Judicial Systems 4 · AI exposure %
Local, State & Federal Services 4 · AI exposure %
Public Safety 4 · AI exposure %
Military & National Security 1 · AI exposure %
Education 9
Learner Support & Community Engagement 5 · AI exposure %
Education Administration & Leadership 2 · AI exposure %
Teaching, Training & Facilitation 2 · AI exposure %
Hospitality, Events, & Tourism 3
Culinary & Food Services 2 · AI exposure %
Accommodations 1 · AI exposure %
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