NexFuture™ Intelligence
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.
AI exposure
The estimated share of this role's ESCO-defined skills that are susceptible to automation by current AI, software, or robotic systems. Computed from the occupation's ESCO skill composition only.
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.
Career field
Production & Automation 98 Leadership & Operations 75 Strategic Sales 59 Industrial Machinery 48 Financial Strategy & Investments 42 Fine Arts 40
Industry group
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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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