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Singulariki

The GenAI exposure gradient

427 occupations · 3,265 tasks · ISCO-08 · ILO 2025

This is the question underneath every "will AI take my job" headline, asked properly. Not replaced — exposed: how much of a task's actual content a generative-AI model can do. The International Labour Organization's 2025 study scored 3,265 task statements across 427 occupations on a 0–1 exposure scale, then sorted every task into a six-band gradient — from not exposed to Gradient 4, almost fully assistable. Roughly 24% of all scored tasks fall somewhere on the exposed part of the gradient. This page renders the whole gradient: where each part of the world's work sits, and which tasks moved between 2023 and 2025.

427occupations placed
3,265tasks scored
24%of tasks are AI-exposed
9ISCO major groups

The gradient, band by band

Every task gets one band. "Exposed" means the model can do a meaningful share of the task's content — not that the job is automated, and not that anyone has actually deployed it. The higher the band, the more of the task a model can touch.

  1. Not exposed No meaningful GenAI capability on the task
  2. Minimal GenAI can touch the edges only
  3. Gradient 1 Lightly exposed — small assistable slices
  4. Gradient 2 Partly exposed — real assistable share
  5. Gradient 3 Heavily exposed — most of the task is assistable
  6. Gradient 4 Almost fully exposed

Where the world's work sits

The nine ISCO major groups, ordered by average 2025 exposure. Each bar is the full distribution of that group's tasks across the gradient; the arrow shows how average exposure shifted 2023 → 2025.

4 - Clerical support workers 29 occupations · 163 tasks · avg 0.54 −0.09
2 - Professionals 92 occupations · 774 tasks · avg 0.38 +0.01
1 - Managers 30 occupations · 293 tasks · avg 0.36 +0.04
3 - Technicians and associate professionals 82 occupations · 586 tasks · avg 0.34 −0.02
5 - Service and sales workers 39 occupations · 273 tasks · avg 0.26 −0.03
8 - Plant and machine operators, and assemblers 39 occupations · 285 tasks · avg 0.20 −0.01
7 - Craft and related trades workers 65 occupations · 503 tasks · avg 0.17 +0.01
6 - Skilled agricultural, forestry and fishery workers 18 occupations · 176 tasks · avg 0.17 −0.01
9 - Elementary occupations 33 occupations · 212 tasks · avg 0.15 +0.01

Most exposed occupations

The occupations whose tasks score highest on the 2025 gradient — overwhelmingly clerical, data, and text work. Each card shows a representative task and the model's own one-line reason.

Data Entry Clerks

avg 0.70 100% of tasks exposed +0.00 since ’23

“Entering numerical data, codes and text from source material into computer-compatible storage and processing devices;”

The task of entering numerical data, codes, and text from source material into computer-compatible storage and processing devices is highly automatable given the capabilities of…

Typists and Word Processing Operators

avg 0.65 100% of tasks exposed −0.12 since ’23

“Checking completed work for proper spelling, grammar, punctuation and formatting;”

The task of checking completed work for proper spelling, grammar, punctuation, and formatting significantly aligns with the capabilities of Generative AI technologies like…

Accounting and Bookkeeping Clerks

avg 0.64 100% of tasks exposed −0.05 since ’23

“Calculating, preparing and issuing bills, invoices, account statements and other financial statements according to established…”

The task of calculating, preparing, and issuing bills, invoices, account statements, and other financial statements involves structured data processing and routine calculations…

Statistical, Finance and Insurance Clerks

avg 0.64 100% of tasks exposed −0.02 since ’23

“Processing insurance enrolments, cancellations, claims transactions, policy changes and payments;”

The task of processing insurance enrolments, cancellations, claims transactions, policy changes, and payments involves significant data entry, standardization, and information…

Securities and Finance Dealers and Brokers

avg 0.63 100% of tasks exposed −0.04 since ’23

“Recording and transmitting buy and sell orders for securities, stocks, bonds or other financial instruments and for foreign…”

The task of recording and transmitting buy and sell orders for securities and other financial instruments is highly structured, involving data collection, processing, and…

Clerical Support Workers Not Elsewhere Classified

avg 0.63 100% of tasks exposed −0.10 since ’23

“Receiving customers' orders for classified advertising, writing and editing copy, calculating advertising rates and billing…”

The task of receiving customers' orders for classified advertising, writing and editing copy, calculating advertising rates, and billing customers consists of several components…

Financial Analysts

avg 0.62 100% of tasks exposed +0.02 since ’23

“Presenting oral and written reports on general economic trends, individual corporations, and entire industries.”

The task of presenting oral and written reports on economic trends, corporate performance, and industry analysis aligns with several aspects of tasks rated in the context. It…

Contact Centre Salespersons

avg 0.61 100% of tasks exposed −0.08 since ’23

“Arranging appointments for sales representatives;”

Arranging appointments for sales representatives involves scheduling and managing calendars, tasks well-suited to automation by Generative AI. AI tools like calendar assistants…

Payroll Clerks

avg 0.61 100% of tasks exposed −0.01 since ’23

“Verifying attendance, hours worked and pay adjustments, and posting information onto designated records.”

The task of verifying attendance, hours worked, and pay adjustments, and posting information onto designated records aligns with several other tasks within the context. Tasks like…

Credit and Loans Officers

avg 0.60 100% of tasks exposed +0.04 since ’23

“Keeping records of payments, and preparing routine letters requesting payment for overdue accounts and forwarding these for legal…”

The task of keeping records of payments, preparing routine letters requesting payment for overdue accounts, and forwarding these for legal action involves several components that…

Personnel Clerks

avg 0.60 100% of tasks exposed −0.10 since ’23

“Sending out job applications and announcements of job openings and job examinations;”

The task of sending out job applications and announcements of job openings and job examinations involves structured data processing and repetitive tasks, which align well with…

Web and Multimedia Developers

avg 0.60 100% of tasks exposed +0.28 since ’23

“Designing, developing and integrating computer code with other specialised inputs, such as image files, audio files and scripting…”

The task of designing, developing, and integrating computer code with specialized inputs to produce, maintain, and support websites is closely aligned with tasks that involve…

Moving fastest, 2023 → 2025

Where model capability climbed the most in two years. Software, web, and database work jumped hardest as coding models matured — the gradient is not static, it is filling in.

Web and Multimedia Developers

+0.28 0.32 → 0.60

“Designing and developing digital animations, imaging, presentations, games, audio and video clips, and Internet applications…”

Database Designers and Administrators

+0.19 0.38 → 0.57

“Designing and developing database architecture, data structures, tables, dictionaries and naming conventions for information…”

Software Developers

+0.18 0.34 → 0.53

“Developing and directing software testing and validation procedures;”

Fashion and Other Models

+0.16 0.09 → 0.25

“Posing for still photography for magazines and other advertising media;”

Telecommunications Engineers

+0.15 0.34 → 0.48

“Designing and developing signal processing algorithms and implementing these through appropriate choice of hardware and software;”

Cashiers and Ticket Clerks

+0.14 0.26 → 0.39

“Counting and recording money received or paid out and balancing against cash register sales records;”

Policy and Planning Managers

+0.14 0.22 → 0.36

“Developing, implementing and monitoring strategic plans, programmes, policies, processes, systems and procedures to achieve…”

Electronics Engineers

+0.14 0.29 → 0.42

“Designing and developing signal processing algorithms and implementing these through appropriate choice of hardware and software;”

Systems Aministrators

+0.14 0.43 → 0.57

“Maintaining and administering computer networks and related computing environments including computer hardware, systems software…”

Computer Network Professionals

+0.13 0.39 → 0.52

“Assessing and recommending improvements to network operations and integrated hardware, software, communications and operating…”

Still human ground

The lowest-exposure occupations — physical, manual, in-person, and care work the models barely touch. This is the other half of the honest picture.

Bricklayers and Related Workers

avg 0.09 0% of tasks exposed

“Laying stone, brick and similar building blocks to construct or repair walls, partitions, fireplaces and other structures such as…”

Vehicle Cleaners

avg 0.09 0% of tasks exposed

“Applying cleaning agents to remove stains from vehicle exteriors and interiors;”

Water and Firewood Collectors

avg 0.09 0% of tasks exposed

“Collecting water in leather bags, buckets or other containers from taps, rivers, ponds or wells, and delivering the water to work…”

Crop Farm Labourers

avg 0.09 0% of tasks exposed

“Grading, sorting, bunching and packing produce into containers;”

Building Structure Cleaners

avg 0.09 0% of tasks exposed

“Cleaning exterior surfaces of stone, brick, metal or similar materials by means of chemicals, or a jet of steam or sand applied…”

Forestry Labourers

avg 0.09 0% of tasks exposed

“Performing minor repairs and maintenance of forest roads, buildings, facilities, and equipment.”

Every occupation on the gradient

The gradient is scored on the international ISCO-08 system (ILO); the rest of Singulariki is built on the U.S. O*NET/SOC taxonomy. The US roles column resolves each international occupation to the American roles that map to it through the published (approximate, many-to-many) IBS O*NET-SOC ↔ ISCO-08 crosswalk — closest matches, biggest by employment first, not an asserted one-to-one mapping. The occupation name links to its own gradient page (task bands, most-exposed task, mapped US roles).

427 rows
Every ISCO-08 occupation ranked by 2025 GenAI task-exposure score, with the US roles each crosswalks to
US roles
Data Entry Clerks4132Data Entry Keyers50.70+0.00100%
Typists and Word Processing Operators4131Word Processors and Typists70.65−0.12100%
Accounting and Bookkeeping Clerks4311Bookkeeping, Accounting, and Auditing Clerks,Billing and Posting Clerks50.64−0.05100%
Statistical, Finance and Insurance Clerks4312Insurance Claims and Policy Processing Clerks,Loan Interviewers and Clerks,Brokerage Clerks50.64−0.02100%
Securities and Finance Dealers and Brokers3311Securities, Commodities, and Financial Services Sales Agents,First-Line Supervisors of Non-Retail Sales Workers50.63−0.04100%
Clerical Support Workers Not Elsewhere Classified4419Office and Administrative Support Workers, All Other,Information and Record Clerks, All Other,Order Clerks40.63−0.10100%
Financial Analysts2413Financial and Investment Analysts,Credit Analysts,Financial Examiners90.62+0.02100%
Contact Centre Salespersons5244Telemarketers80.61−0.08100%
Payroll Clerks4313Payroll and Timekeeping Clerks50.61−0.01100%
Credit and Loans Officers3312Loan Officers,Credit Counselors60.60+0.04100%
Personnel Clerks4416Human Resources Assistants, Except Payroll and Timekeeping70.60−0.10100%
Web and Multimedia Developers2513—50.60+0.28100%
General Office Clerks4110Office Clerks, General,Procurement Clerks80.59−0.09100%
Translators, Interpreters and Other Linguists2643Interpreters and Translators,Social Scientists and Related Workers, All Other,Transportation Planners60.59+0.00100%
Scribes and Related Workers4414—30.58−0.13100%
Bank Tellers and Related Clerks4211Tellers,Postal Service Clerks60.58−0.14100%
Contact Centre Information Clerks4222Customer Service Representatives,Receptionists and Information Clerks60.58−0.14100%
Secretaries (general)4120Secretaries and Administrative Assistants, Except Legal, Medical, and Executive80.58−0.06100%
Financial and Investment Advisers2412Financial and Investment Analysts,Personal Financial Advisors60.57+0.12100%
Inquiry Clerks4225Receptionists and Information Clerks,Correspondence Clerks50.57−0.15100%
Clearing and Forwarding Aents3331Shipping, Receiving, and Inventory Clerks,Cargo and Freight Agents,Freight Forwarders50.57+0.11100%
Applications Programmers2514—50.57−0.05100%
Database Designers and Administrators2521—60.57+0.19100%
Systems Aministrators2522—50.57+0.14100%
Statistical, Mathematical and Related Associate Professionals3314Social Science Research Assistants,Statistical Assistants,Mathematical Science Occupations, All Other80.57+0.08100%
Receptionists (general)4226Receptionists and Information Clerks50.56−0.07100%
Mathematicians, Actuaries and Statisticians2120Operations Research Analysts,Statisticians,Biostatisticians100.56+0.06100%
Travel Consultants and Clerks4221First-Line Supervisors of Non-Retail Sales Workers,Reservation and Transportation Ticket Agents and Travel Clerks,Travel Agents80.56−0.19100%
Advertising and Marketing Professionals2431Market Research Analysts and Marketing Specialists,Search Marketing Strategists,Writers and Authors90.55+0.05100%
Economists2631Economists,Environmental Economists120.55+0.02100%
Librarians and Related Information Professionals2622—90.55−0.10100%
Legal Secretaries3342Legal Secretaries and Administrative Assistants70.55−0.09100%
Software and Applications Developers and Analysts Not Elsewhere Classified2519—50.55+0.16100%
Survey and Market Research Interviewers4227Interviewers, Except Eligibility and Loan50.55−0.16100%
Authors and Related Writers2641Editors,Technical Writers,Writers and Authors60.55−0.14100%
Telephone Switchboard Operators4223Switchboard Operators, Including Answering Service,Telephone Operators50.54−0.04100%
Meteorologists2112Physical Scientists, All Other,Remote Sensing Scientists and Technologists,Atmospheric and Space Scientists90.54+0.09100%
Administrative and Executive Secretaries3343Executive Secretaries and Executive Administrative Assistants80.54−0.04100%
Journalists2642Editors100.54−0.02100%
Medical Secretaries3344Medical Secretaries and Administrative Assistants,Medical Transcriptionists80.53−0.08100%
Web Technicians3514—70.53+0.11100%
Insurance Representatives3321Insurance Sales Agents,First-Line Supervisors of Non-Retail Sales Workers,Insurance Underwriters60.53+0.07100%
Software Developers2512—80.53+0.18100%
Medical Records and Health Information Technicians3252—60.52+0.04100%
Computer Network Professionals2523—70.52+0.13100%
Coding, Proofreading and Related Clerks4413Proofreaders and Copy Markers50.51−0.14100%
Hotel Receptionists4224Hotel, Motel, and Resort Desk Clerks,Concierges90.51−0.16100%
Accountants2411Accountants and Auditors,Tax Preparers,Budget Analysts80.51−0.01100%
Information and Communications Technology Sales Professionals2434Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products,Solar Sales Representatives and Assessors,First-Line Supervisors of Non-Retail Sales Workers70.51−0.04100%
Technical and Medical Sales Professionals (excluding ICT)2433Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products,Solar Sales Representatives and Assessors,First-Line Supervisors of Non-Retail Sales Workers120.50−0.05100%
Transport Clerks4323Dispatchers, Except Police, Fire, and Ambulance60.49−0.06100%
Government Tax and Excise Officials3352Tax Examiners and Collectors, and Revenue Agents40.49+0.03100%
Graphic and Multimedia Designers2166Graphic Designers,Special Effects Artists and Animators100.49+0.07100%
Accounting Associate Professionals3313Bookkeeping, Accounting, and Auditing Clerks60.49+0.02100%
Systems Analysts2511—70.49+0.12100%
Commercial Sales Representatives3322Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products,Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products,Solar Sales Representatives and Assessors70.49−0.14100%
Database and Network Professionals Not Elsewhere Classified2529—80.49+0.05100%
Telecommunications Engineers2153Electronics Engineers, Except Computer,Radio Frequency Identification Device Specialists70.48+0.15100%
Pawnbrokers and Money-lenders4213Sales and Related Workers, All Other,Financial Clerks, All Other50.48−0.04100%
Conference and Event Planners3332Meeting, Convention, and Event Planners70.48−0.03100%
Sociologists, Anthropologists and Related Professionals2632Anthropologists and Archeologists,Sociologists,Geographers90.48+0.03100%
Archivists and Curators2621Curators,Archivists100.47+0.04100%
Announcers on Radio, Television and Other Media2656Broadcast Announcers and Radio Disc Jockeys50.47−0.08100%
Philosophers, Historians and Political Scientists2633Social Scientists and Related Workers, All Other,Transportation Planners,Political Scientists80.47+0.06100%
Information and Communications Technology User Support Technicians3512—90.47+0.01100%
Information Technology Trainers2356Training and Development Specialists60.47−0.05100%
Financial and Insurance Services Branch managers1346General and Operations Managers,Financial Managers,Treasurers and Controllers110.47+0.06100%
Library Clerks4411Library Assistants, Clerical,Library Technicians60.46+0.06100%
Management and Organization Analysts2421Management Analysts,Logisticians,Logistics Engineers90.46+0.03100%
Door-to-door Salespersons5243Door-to-Door Sales Workers, News and Street Vendors, and Related Workers70.46−0.02100%
Telecommunications Engineering Technicians3522Electrical and Electronic Engineering Technologists and Technicians50.45+0.100%
Government Social Benefits Officials3353Compliance Officers,Environmental Compliance Inspectors,Equal Opportunity Representatives and Officers40.45−0.04100%
Valuers and Loss Assessors3315Claims Adjusters, Examiners, and Investigators,Insurance Appraisers, Auto Damage50.45+0.06100%
Personnel and Careers Professionals2423Human Resources Specialists,Educational, Guidance, and Career Counselors and Advisors,Compensation, Benefits, and Job Analysis Specialists50.45+0.02100%
Bookmakers, Croupiers and Related Gaming Workers4212Gambling Dealers,Gambling Service Workers, All Other,Gambling Cage Workers50.45−0.07100%
Business Services Agents Not Elsewhere Classified3339Business Operations Specialists, All Other,Business Continuity Planners,Sustainability Specialists60.45−0.08100%
Trade Brokers3324Securities, Commodities, and Financial Services Sales Agents,First-Line Supervisors of Non-Retail Sales Workers,Cargo and Freight Agents60.44−0.12100%
Information and Communications Technology Service Managers1330Computer and Information Systems Managers110.44+0.13100%
Cartographers and Surveyors2165Surveyors,Geodetic Surveyors,Cartographers and Photogrammetrists80.44+0.06100%
Retail and Wholesale Trade Managers1420General and Operations Managers70.44+0.00100%
Production Clerks4322Production, Planning, and Expediting Clerks50.44−0.16100%
Public Relations Professionals2432Public Relations Specialists80.43+0.05100%
Shopkeepers5221General and Operations Managers70.43−0.18100%
Government Licensing Officials3354Compliance Officers,Environmental Compliance Inspectors,Equal Opportunity Representatives and Officers50.43−0.20100%
Computer Network and Systems Technicians3513—60.43−0.00100%
Information and Communications Technology Operations Technicians3511—80.43−0.11100%
Office Supervisors3341First-Line Supervisors of Office and Administrative Support Workers60.43+0.02100%
Debt Collectors and Related Workers4214Bill and Account Collectors,Fundraisers50.43−0.14100%
Electronics Engineers2152Electronics Engineers, Except Computer,Radio Frequency Identification Device Specialists,Computer Hardware Engineers80.42+0.14100%
Business Services and Administration Managers Not Elsewhere Classified1219Managers, All Other,Regulatory Affairs Managers,Compliance Managers100.42+0.09100%
Policy Administration Professionals2422Business Operations Specialists, All Other,Business Continuity Planners,Sustainability Specialists70.42−0.030%
Sales Demonstrators5242Demonstrators and Product Promoters50.42−0.12100%
Client Information Workers Not Elsewhere Classified4229Eligibility Interviewers, Government Programs,Information and Record Clerks, All Other,Communications Equipment Operators, All Other60.42−0.13100%
Dieticians and Nutritionists2265Dietitians and Nutritionists70.41+0.030%
Sales and Marketing Managers1221Sales Managers,Marketing Managers80.41+0.12100%
Town and Traffic Planners2164Urban and Regional Planners80.41−0.060%
Mail Carriers and Sorting Clerks4412Postal Service Mail Carriers,Postal Service Mail Sorters, Processors, and Processing Machine Operators,Postal Service Clerks40.41−0.07100%
Training and Staff Development Professionals2424Training and Development Specialists80.41−0.06100%
Research and Development Managers1223Architectural and Engineering Managers,Biofuels/Biodiesel Technology and Product Development Managers,Natural Sciences Managers80.40+0.160%
Biologists, Botanists, Zoologists and Related Professionals2131Medical Scientists, Except Epidemiologists,Biological Scientists, All Other,Bioinformatics Scientists80.40+0.05100%
Cashiers and Ticket Clerks5230Cashiers,Gambling Change Persons and Booth Cashiers80.39+0.14100%
Buyers3323Buyers and Purchasing Agents, Farm Products,Wholesale and Retail Buyers, Except Farm Products,Purchasing Agents, Except Wholesale, Retail, and Farm Products100.39−0.080%
Education Methods Specialists2351Instructional Coordinators100.39+0.04100%
Legal and Related Associate Professionals3411Paralegals and Legal Assistants,Title Examiners, Abstractors, and Searchers,Legal Support Workers, All Other100.39+0.00100%
Psychologists2634Psychologists, All Other,Neuropsychologists,Clinical Neuropsychologists90.39−0.01100%
Photographers3431Photographers80.39+0.04100%
Employment agents and contractors3333Human Resources Specialists,Farm Labor Contractors60.39−0.060%
Advertising and Public Relations Managers1222Advertising and Promotions Managers80.39+0.060%
Chemists2113Chemists,Physical Scientists, All Other,Remote Sensing Scientists and Technologists90.39+0.070%
Supply, Distribution and Related Managers1324Transportation, Storage, and Distribution Managers,Supply Chain Managers120.39−0.000%
Shop Sales Assistants5223Retail Salespersons,Parts Salespersons50.38−0.06100%
Environmental Protection Professionals2133Environmental Scientists and Specialists, Including Health,Climate Change Policy Analysts,Environmental Restoration Planners70.38+0.030%
Professional Services Managers Not Elsewhere Classified1349Managers, All Other,Regulatory Affairs Managers,Compliance Managers90.38+0.060%
Pre-press Technicians7321Prepress Technicians and Workers,Desktop Publishers70.38+0.12100%
Environmental Engineers2143Environmental Engineers90.38+0.060%
Life Science Technicians (excluding Medical)3141Biological Technicians130.38+0.01100%
Physicists and Astronomers2111Physical Scientists, All Other,Remote Sensing Scientists and Technologists,Physicists110.38+0.03100%
Electronics Engineering Technicians3114Electrical and Electronic Engineering Technologists and Technicians70.38+0.070%
Manufacturing Managers1321Industrial Production Managers,Quality Control Systems Managers,Geothermal Production Managers120.38+0.020%
Meter Readers and Vending-machine Collectors9623Coin, Vending, and Amusement Machine Servicers and Repairers,Meter Readers, Utilities70.38+0.02100%
Senior Government Officials1112General and Operations Managers,Chief Executives,Chief Sustainability Officers90.38+0.050%
Managing Directors and Chief Executives1120General and Operations Managers,Chief Executives,Chief Sustainability Officers110.38+0.080%
Sports Coaches, Instructors and Officials3422Self-Enrichment Teachers,Coaches and Scouts,Umpires, Referees, and Other Sports Officials110.37+0.010%
Hotel Managers1411Lodging Managers100.37−0.02100%
Legal Professionals Not Elsewhere Classified2619Arbitrators, Mediators, and Conciliators40.37+0.060%
Finance Managers1211Financial Managers,Treasurers and Controllers,Investment Fund Managers80.37+0.070%
Building Architects2161Architects, Except Landscape and Naval90.37−0.020%
Landscape Architects2162Landscape Architects90.37−0.010%
Gallery, Museum and Library Technicians3433Library Technicians,Museum Technicians and Conservators,Craft Artists90.37−0.07100%
Messengers, Package Deliverers and Luggage Porters9621Couriers and Messengers,Baggage Porters and Bellhops60.37+0.10100%
University and Higher Education Teachers2310Health Specialties Teachers, Postsecondary,Postsecondary Teachers, All Other,Art, Drama, and Music Teachers, Postsecondary90.37+0.040%
Social Welfare Managers1344Social and Community Service Managers100.37+0.050%
Stock Clerks4321Shipping, Receiving, and Inventory Clerks,Weighers, Measurers, Checkers, and Samplers, Recordkeeping50.37+0.020%
Filing and Copying Clerks4415File Clerks,Office Machine Operators, Except Computer50.37−0.07100%
Senior Officials of Special-interest Organizations1114General and Operations Managers,Managers, All Other,Regulatory Affairs Managers90.37+0.060%
Interior Designers and Decorators3432Merchandise Displayers and Window Trimmers,Interior Designers,Set and Exhibit Designers100.37−0.010%
Industrial and Production Engineers2141Industrial Engineers,Human Factors Engineers and Ergonomists,Validation Engineers100.37+0.040%
Film, Stage and Related Directors and Producers2654Producers and Directors,Media Programming Directors,Talent Directors70.37+0.100%
Geologists and geophysicists2114Physical Scientists, All Other,Remote Sensing Scientists and Technologists,Geoscientists, Except Hydrologists and Geographers120.36+0.040%
Lawyers2611Lawyers100.36+0.030%
Health Service Managers1342Medical and Health Services Managers100.36+0.050%
Education Managers1345Education Administrators, Kindergarten through Secondary,Education Administrators, Postsecondary,Education Administrators, All Other110.36+0.090%
Restaurant Managers1412Food Service Managers100.36−0.060%
Shop Supervisors5222First-Line Supervisors of Retail Sales Workers80.36−0.060%
Government Regulatory AssociatePprofessionals Not Elsewhere Classified3359Agricultural Inspectors40.36−0.050%
Policy and Planning Managers1213Managers, All Other,Regulatory Affairs Managers,Compliance Managers90.36+0.140%
Human Resource Managers1212Human Resources Managers,Training and Development Managers,Compensation and Benefits Managers110.36+0.080%
Other Music Teachers2354Self-Enrichment Teachers110.35−0.010%
Real Estate Agents and Property Managers3334Property, Real Estate, and Community Association Managers,First-Line Supervisors of Non-Retail Sales Workers,Real Estate Sales Agents70.35−0.030%
Broadcasting and Audio-visual Technicians3521Audio and Video Technicians,Camera Operators, Television, Video, and Film,Broadcast Technicians70.35−0.010%
Chemical Engineers2145Chemical Engineers80.35+0.050%
Product and Garment Designers2163Commercial and Industrial Designers,Fashion Designers,Designers, All Other90.35−0.030%
Stall and Market Salespersons5211Door-to-Door Sales Workers, News and Street Vendors, and Related Workers70.35−0.04100%
Vocational Education Teachers2320Career/Technical Education Teachers, Postsecondary,Career/Technical Education Teachers, Secondary School,Career/Technical Education Teachers, Middle School100.35−0.040%
Draughtspersons3118Architectural and Civil Drafters,Mechanical Drafters,Electrical and Electronics Drafters80.35−0.100%
Mining Managers1322Managers, All Other,Regulatory Affairs Managers,Compliance Managers100.35−0.010%
Manufacturing Supervisors3122First-Line Supervisors of Production and Operating Workers60.35−0.000%
Other Arts Teachers2355Self-Enrichment Teachers,Teachers and Instructors, All Other100.35−0.110%
Medical Assistants3256Medical Assistants,Ophthalmic Medical Technicians100.35−0.04100%
Aged Care Service Managers1343General and Operations Managers,Medical and Health Services Managers100.34+0.090%
Air Traffic Safety Electronics Technicians3155Electrical and Electronic Engineering Technologists and Technicians,Airfield Operations Specialists90.34+0.040%
Other Language Teachers2353Self-Enrichment Teachers,Teachers and Instructors, All Other,Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors80.34−0.200%
Construction Managers1323Construction Managers110.34−0.070%
Pharmacists2262Pharmacists130.33−0.000%
Social Work Associate Professionals3412Social and Human Service Assistants100.33+0.040%
Teaching Professionals Not Elsewhere Classified2359Educational, Guidance, and Career Counselors and Advisors,Teachers and Instructors, All Other,Educational Instruction and Library Workers, All Other120.33−0.090%
Traditional and Complementary Medicine Professionals2230—70.32−0.030%
Mechanical Engineers2144Mechanical Engineers,Fuel Cell Engineers,Automotive Engineers70.32+0.020%
Chemical Engineering Technicians3116Engineering Technologists and Technicians, Except Drafters, All Other,Non-Destructive Testing Specialists,Photonics Technicians50.32−0.050%
Sports, Recreation and Cultural Centre Managers1431Managers, All Other,Regulatory Affairs Managers,Compliance Managers90.32−0.010%
Customs and Border Inspectors3351Police and Sheriff's Patrol Officers,Customs and Border Protection Officers,Compliance Officers80.32−0.000%
Assemblers Not Elsewhere Classified8219Team Assemblers,Assemblers and Fabricators, All Other50.32−0.030%
Travel Guides5113Tour Guides and Escorts,Travel Guides90.32−0.090%
Actors2655Actors70.31+0.010%
Electrical Engineers2151Electrical Engineers60.31−0.020%
Legislators1111Legislators80.31+0.090%
Judges2612Judges, Magistrate Judges, and Magistrates,Administrative Law Judges, Adjudicators, and Hearing Officers70.31+0.040%
Air Traffic Controllers3154Air Traffic Controllers,Airfield Operations Specialists80.31+0.010%
Product Graders and Testers (except Foods and Beverages)7543Inspectors, Testers, Sorters, Samplers, and Weighers90.31−0.090%
Metal Production Process Controllers3135Metal-Refining Furnace Operators and Tenders70.31−0.100%
Medical and Pathology Laboratory Technicians3212Medical and Clinical Laboratory Technologists,Cytogenetic Technologists,Cytotechnologists100.31+0.010%
Food and Beverage Tasters and Graders7515Graders and Sorters, Agricultural Products,Agricultural Inspectors50.31+0.020%
Health Associate Professionals Not Elsewhere Classified3259Health Technologists and Technicians, All Other,Neurodiagnostic Technologists,Ophthalmic Medical Technologists70.30+0.040%
Engineering Professionals Not Elsewhere Classified2149Engineers, All Other,Energy Engineers, Except Wind and Solar,Mechatronics Engineers90.30+0.080%
Civil Engineers2142Civil Engineers,Transportation Engineers,Water/Wastewater Engineers70.30−0.040%
Pharmaceutical Technicians and Assistants3213Pharmacy Technicians90.30−0.080%
Child Care Service Managers1341Education and Childcare Administrators, Preschool and Daycare90.30+0.040%
Midwifery Professionals2222Nurse Midwives80.30+0.050%
Secondary Education Teachers2330Secondary School Teachers, Except Special and Career/Technical Education110.30−0.030%
Astrologers, Fortune-tellers and Related Workers5161Entertainers and Performers, Sports and Related Workers, All Other60.30−0.240%
Chemical Processing Plant Controllers3133Chemical Plant and System Operators60.29−0.070%
Mining Engineers, Metallurgists and Related Professionals2146Materials Engineers,Petroleum Engineers,Materials Scientists90.29+0.020%
Elementary Workers Not Elsewhere Classified9629Amusement and Recreation Attendants,Parking Attendants,Ushers, Lobby Attendants, and Ticket Takers80.29−0.090%
Petroleum and Natural Gas Refining Plant Operators3134Petroleum Pump System Operators, Refinery Operators, and Gaugers,Gas Plant Operators,Pump Operators, Except Wellhead Pumpers50.29−0.010%
Ships' Deck Officers and Pilots3152Captains, Mates, and Pilots of Water Vessels,Airfield Operations Specialists80.29−0.060%
Mining Supervisors3121First-Line Supervisors of Construction Trades and Extraction Workers,Solar Energy Installation Managers50.29−0.010%
Generalist Medical Practitioners2211—110.29−0.030%
Farming, Forestry and Fisheries Advisers2132Soil and Plant Scientists,Farm and Home Management Educators,Foresters120.29−0.020%
Physiotherapists2264Physical Therapists,Exercise Physiologists70.28+0.110%
Special Needs Teachers2352Special Education Teachers, All Other,Adapted Physical Education Specialists,Special Education Teachers, Preschool110.28−0.040%
Social Work and Counselling Professionals2635Child, Family, and School Social Workers,Healthcare Social Workers,Mental Health and Substance Abuse Social Workers110.28−0.010%
Mining and metallurgical technicians3117Engineering Technologists and Technicians, Except Drafters, All Other,Non-Destructive Testing Specialists,Photonics Technicians80.28−0.010%
Construction Supervisors3123First-Line Supervisors of Construction Trades and Extraction Workers,Solar Energy Installation Managers60.28+0.080%
Waiters5131Waiters and Waitresses,Food Servers, Nonrestaurant70.28−0.040%
Musicians, Singers and Composers2652Musicians and Singers,Music Directors and Composers80.28−0.090%
Environmental and Occupational Health and Hygiene Professionals2263Health Education Specialists100.28−0.050%
Electrical and Electronic Equipment Assemblers8212Coil Winders, Tapers, and Finishers,Etchers and Engravers,Electrical and Electronic Equipment Assemblers50.28−0.080%
Civil Engineering Technicians3112Construction and Building Inspectors,Energy Auditors,First-Line Supervisors of Firefighting and Prevention Workers90.28−0.030%
Car, Taxi and Van Drivers8322Light Truck Drivers,Driver/Sales Workers,Ambulance Drivers and Attendants, Except Emergency Medical Technicians80.28+0.04100%
Power Production Plant Operators3131First-Line Supervisors of Production and Operating Workers,Power Plant Operators,Biomass Plant Technicians60.28−0.070%
Pulp and Papermaking Plant Operators8171Paper Goods Machine Setters, Operators, and Tenders,Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders80.28−0.080%
Aircraft Pilots and Related Associate Professionals3153Airline Pilots, Copilots, and Flight Engineers,Commercial Pilots,Airfield Operations Specialists70.27+0.030%
Photographic Products Machine Operators8132Photographic Process Workers and Processing Machine Operators80.27−0.040%
Specialist Medical Practitioners2212—120.27−0.020%
Electrical Engineering Technicians3113Electrical and Electronic Engineering Technologists and Technicians,Electro-Mechanical and Mechatronics Technologists and Technicians,Robotics Technicians60.27+0.000%
Agricultural and Forestry Production Managers1311Farmers, Ranchers, and Other Agricultural Managers120.27−0.020%
Mechanical Machinery Assemblers8211Engine and Other Machine Assemblers,Aircraft Structure, Surfaces, Rigging, and Systems Assemblers50.27−0.040%
Building Caretakers5153Janitors and Cleaners, Except Maids and Housekeeping Cleaners80.27−0.100%
Incinerator and Water Treatment Plant Operators3132First-Line Supervisors of Production and Operating Workers,Water and Wastewater Treatment Plant and System Operators,Plant and System Operators, All Other80.27−0.050%
Metal Processing Plant Operators8121Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic,Rolling Machine Setters, Operators, and Tenders, Metal and Plastic,Metal-Refining Furnace Operators and Tenders80.27+0.030%
Mechanical Engineering Technicians3115Engineering Technologists and Technicians, Except Drafters, All Other,Non-Destructive Testing Specialists,Photonics Technicians80.26−0.070%
Primary School Teachers2341Elementary School Teachers, Except Special Education,Middle School Teachers, Except Special and Career/Technical Education100.26−0.060%
Bartenders5132Bartenders100.26+0.040%
Agricultural Technicians3142—90.26−0.010%
Chemical and Physical Science Technicians3111Life, Physical, and Social Science Technicians, All Other,Quality Control Analysts,Remote Sensing Technicians60.26+0.020%
Physical and Engineering Science Technicians Not Elsewhere Classified3119First-Line Supervisors of Firefighting and Prevention Workers,Industrial Engineering Technologists and Technicians,Nanotechnology Engineering Technologists and Technicians50.26−0.160%
Nursing Professionals2221Registered Nurses,Acute Care Nurses,Advanced Practice Psychiatric Nurses100.25+0.000%
Chefs3434First-Line Supervisors of Food Preparation and Serving Workers,Chefs and Head Cooks100.25−0.010%
Motorcycle Drivers8321Couriers and Messengers,Motor Vehicle Operators, All Other50.25−0.010%
Printers7322Printing Press Operators90.25+0.030%
Transport Conductors5112Passenger Attendants100.25−0.120%
Fashion and Other Models5241Models50.25+0.160%
Electronics Mechanics and Servicers7421First-Line Supervisors of Mechanics, Installers, and Repairers,Computer, Automated Teller, and Office Machine Repairers,Electrical and Electronics Repairers, Commercial and Industrial Equipment90.25−0.000%
Home-based Personal Care Workers5322—90.25−0.060%
Fitness and Recreation Instructors and Programme Leaders3423Self-Enrichment Teachers,Exercise Trainers and Group Fitness Instructors,Athletic Trainers60.25−0.140%
Heavy Truck and Lorry Drivers8332Heavy and Tractor-Trailer Truck Drivers60.24+0.010%
Chemical Products Plant and Machine Operators8131Chemical Equipment Operators and Tenders,Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders,Molders, Shapers, and Casters, Except Metal and Plastic60.24−0.010%
Environmental and Occupational Health Inspectors and Associates3257Transportation Inspectors,Aviation Inspectors,Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation100.24−0.080%
Teachers' Aides5312—70.24−0.120%
Service Station Attendants5245Automotive and Watercraft Service Attendants80.24−0.030%
Dispensing Opticians3254Opticians, Dispensing40.24−0.020%
Information and Communications Technology Installers and Servicers7422First-Line Supervisors of Mechanics, Installers, and Repairers,Telecommunications Equipment Installers and Repairers, Except Line Installers,Telecommunications Line Installers and Repairers70.24+0.080%
Food Service Counter Attendants5246Dining Room and Cafeteria Attendants and Bartender Helpers80.24+0.030%
Audiologists and Speech Therapists2266Speech-Language Pathologists,Audiologists70.24+0.040%
Optometrists and Ophthalmic Opticians2267Optometrists70.24+0.070%
Paramedical Practitioners2240Physician Assistants,Anesthesiologist Assistants90.23+0.000%
Police Inspectors and Detectives3355First-Line Supervisors of Police and Detectives,Detectives and Criminal Investigators,Police Identification and Records Officers60.23+0.030%
Ships' Engineers3151Airfield Operations Specialists,Ship Engineers50.23−0.060%
Traditional Chiefs and Heads of Villages1113Chief Executives,Chief Sustainability Officers,Legislators70.23−0.100%
Athletes and Sports Players3421Athletes and Sports Competitors80.23−0.030%
Cement, Stone and Other Mineral Products Machine Operators8114Mixing and Blending Machine Setters, Operators, and Tenders,Cutting and Slicing Machine Setters, Operators, and Tenders,Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders100.23+0.010%
Aquaculture Workers6221First-Line Supervisors of Farming, Fishing, and Forestry Workers,Animal Breeders100.22+0.000%
Community Health Workers3253Community Health Workers60.22−0.080%
Street Food Salespersons5212Food Servers, Nonrestaurant,Door-to-Door Sales Workers, News and Street Vendors, and Related Workers50.22+0.040%
Wood Treaters7521Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders,Adhesive Bonding Machine Operators and Tenders80.22+0.020%
Packing, Bottling and Labelling Machine Operators8183Packaging and Filling Machine Operators and Tenders30.22−0.010%
Apiarists and Sericulturists6123First-Line Supervisors of Farming, Fishing, and Forestry Workers,Animal Breeders70.22−0.110%
Cleaning and Housekeeping Supervisors in Offices, Hotels and Other Establishments5151First-Line Supervisors of Housekeeping and Janitorial Workers80.22−0.020%
Medical Imaging and Therapeutic Equipment Technicians3211Radiologic Technologists and Technicians,Diagnostic Medical Sonographers,Magnetic Resonance Imaging Technologists80.22+0.020%
Print Finishing and Binding Workers7323Print Binding and Finishing Workers70.22+0.050%
Aquaculture and Fisheries Production Managers1312Farmers, Ranchers, and Other Agricultural Managers130.22−0.090%
Companions and Valets5162Personal Care and Service Workers, All Other30.22+0.080%
Nursing Associate Professionals3221Licensed Practical and Licensed Vocational Nurses60.22−0.030%
Woodworking Machine Tool Setters and Operators7523Woodworking Machine Setters, Operators, and Tenders, Except Sawing60.22+0.070%
Ambulance Workers3258—60.22+0.070%
Travel Attendants and Travel Stewards5111Flight Attendants,Passenger Attendants110.22−0.090%
Dairy Products Makers7513Food Batchmakers,Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders80.21+0.050%
Precision-instrument Makers and Repairers7311First-Line Supervisors of Mechanics, Installers, and Repairers,Medical Equipment Repairers,Precision Instrument and Equipment Repairers, All Other120.21+0.030%
Personal Services Workers Not Elsewhere Classified5169Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop,Recreation Workers,Residential Advisors30.21+0.100%
Forestry Technicians3143—100.21−0.060%
Visual Artists2651Fine Artists, Including Painters, Sculptors, and Illustrators,Craft Artists80.21−0.030%
Bleaching, Dyeing and Fabric Cleaning Machine Operators8154Textile Bleaching and Dyeing Machine Operators and Tenders120.21−0.010%
Early Childhood Educators2342Preschool Teachers, Except Special Education,Kindergarten Teachers, Except Special Education90.21+0.040%
Mineral and Stone Processing Plant Operators8112Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders,Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders100.21−0.000%
Hand and Pedal Vehicle Drivers9331Couriers and Messengers,Material Moving Workers, All Other,Transportation Workers, All Other50.21+0.060%
Air Conditioning and Refrigeration Mechanics7127First-Line Supervisors of Mechanics, Installers, and Repairers,Heating, Air Conditioning, and Refrigeration Mechanics and Installers40.21+0.030%
Sheet Metal Workers7213Sheet Metal Workers,Boilermakers,Layout Workers, Metal and Plastic70.21−0.010%
Driving Instructors5165Self-Enrichment Teachers60.20−0.180%
Metal Finishing, Plating and Coating Machine Operators8122Plating Machine Setters, Operators, and Tenders, Metal and Plastic,Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders80.20+0.010%
Shelf Fillers9334—80.20+0.000%
Toolmakers and Related Workers7222Tool and Die Makers,Locksmiths and Safe Repairers,Layout Workers, Metal and Plastic110.20−0.010%
Street Vendors (excluding Food)9520Door-to-Door Sales Workers, News and Street Vendors, and Related Workers50.20+0.040%
Security Guards5414Security Guards,Transportation Security Screeners,First-Line Supervisors of Protective Service Workers, All Other60.20+0.040%
Animal Producers Not Elsewhere Classified6129First-Line Supervisors of Farming, Fishing, and Forestry Workers,Animal Breeders90.20−0.040%
Domestic Housekeepers5152First-Line Supervisors of Housekeeping and Janitorial Workers,Personal Care and Service Workers, All Other90.20−0.020%
Locomotive Engine Drivers8311Locomotive Engineers,Subway and Streetcar Operators,Rail Yard Engineers, Dinkey Operators, and Hostlers50.20−0.060%
Lifting Truck Operators8344Industrial Truck and Tractor Operators50.20−0.120%
Hand Packers9321Packers and Packagers, Hand30.20+0.060%
Protective Services Workers Not Elsewhere Classified5419Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers,Public Safety Telecommunicators,Crossing Guards and Flaggers50.20−0.010%
Midwifery Associate Professionals3222Healthcare Practitioners and Technical Workers, All Other,Midwives40.20−0.020%
Health Professionals Not Elsewhere Classified2269Occupational Therapists,Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists,Chiropractors80.20+0.030%
Steam Engine and Boiler Operators8182Stationary Engineers and Boiler Operators70.20−0.030%
Aircraft Engine Mechanics and Repairers7232First-Line Supervisors of Mechanics, Installers, and Repairers,Aircraft Mechanics and Service Technicians100.19+0.030%
Dancers and Choreographers2653Dancers,Choreographers60.19+0.040%
Building and Related Electricians7411Electricians,Solar Photovoltaic Installers80.19+0.020%
Child Care Workers5311Childcare Workers,Nannies80.19−0.020%
Mixed Crop and Animal Producers6130Agricultural Equipment Operators,First-Line Supervisors of Farming, Fishing, and Forestry Workers,Animal Breeders100.19−0.060%
Poultry Producers6122First-Line Supervisors of Farming, Fishing, and Forestry Workers,Animal Breeders120.19−0.010%
Well Drillers and Borers and Related Workers8113Roustabouts, Oil and Gas,Service Unit Operators, Oil and Gas,Wellhead Pumpers100.19−0.030%
Traditional and Complementary Medicine Associate Professionals3230Healthcare Practitioners and Technical Workers, All Other,Midwives60.19−0.020%
Glass Makers, Cutters, Grinders and Finishers7315Molders, Shapers, and Casters, Except Metal and Plastic,Stone Cutters and Carvers, Manufacturing,Glass Blowers, Molders, Benders, and Finishers130.19−0.030%
Gardeners, Horticultural and Nursery Growers6113First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers,Tree Trimmers and Pruners,Agricultural Equipment Operators120.18+0.030%
Cooks5120Cooks, Restaurant,First-Line Supervisors of Food Preparation and Serving Workers,Cooks, Institution and Cafeteria70.18−0.010%
Sign Writers, Decorative Painters, Engravers and Etchers7316Painting, Coating, and Decorating Workers,Etchers and Engravers140.18−0.060%
Fire Fighters5411Firefighters,First-Line Supervisors of Firefighting and Prevention Workers60.18−0.030%
Beauticians and Related Workers5142Hairdressers, Hairstylists, and Cosmetologists,Manicurists and Pedicurists,Skincare Specialists80.18−0.040%
Fast Food Preparers9411Cooks, Fast Food,Cooks, Short Order90.18+0.060%
Rubber Products Machine Operators8141Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders,Molders, Shapers, and Casters, Except Metal and Plastic,Stone Cutters and Carvers, Manufacturing60.18+0.010%
Metal Working Machine Tool Setters and Operators7223Machinists,Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic,Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic60.18+0.010%
Refuse Sorters9612Refuse and Recyclable Material Collectors60.18+0.040%
Paper Products Machine Operators8143Paper Goods Machine Setters, Operators, and Tenders,Adhesive Bonding Machine Operators and Tenders30.18+0.030%
Medical and Dental Prosthetic Technicians3214Dental Laboratory Technicians,Medical Appliance Technicians,Hearing Aid Specialists100.18+0.020%
Street and Related Service Workers9510Personal Care and Service Workers, All Other80.18−0.100%
Bus and Tram Drivers8331Subway and Streetcar Operators70.18−0.020%
Motor Vehicle Mechanics and Repairers7231Automotive Service Technicians and Mechanics,First-Line Supervisors of Mechanics, Installers, and Repairers,Bus and Truck Mechanics and Diesel Engine Specialists80.18+0.030%
Potters and Related Workers7314Molders, Shapers, and Casters, Except Metal and Plastic,Stone Cutters and Carvers, Manufacturing,Glass Blowers, Molders, Benders, and Finishers110.18−0.010%
Upholsterers and Related Workers7534Upholsterers120.18+0.010%
Field Crop and Vegetable Growers6111Agricultural Equipment Operators,First-Line Supervisors of Farming, Fishing, and Forestry Workers110.18+0.010%
Deep-sea Fishery Workers6223First-Line Supervisors of Farming, Fishing, and Forestry Workers90.18−0.060%
Jewellery and Precious Metal Workers7313Jewelers and Precious Stone and Metal Workers,Gem and Diamond Workers110.18+0.030%
Crane, hoist and related plant operators8343Amusement and Recreation Attendants,Crane and Tower Operators,Bridge and Lock Tenders70.18+0.010%
Plastic Products Machine Operators8142Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic,Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic,Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic70.17−0.030%
Railway Brake, Signal and Switch Operators8312Railroad Conductors and Yardmasters,Rail Transportation Workers, All Other50.17−0.040%
Inland and Coastal Waters Fishery Workers6222First-Line Supervisors of Farming, Fishing, and Forestry Workers100.17−0.060%
Electrical Mechanics and Fitters7412First-Line Supervisors of Mechanics, Installers, and Repairers,Security and Fire Alarm Systems Installers,Electrical and Electronics Repairers, Commercial and Industrial Equipment70.17+0.040%
Agricultural and Industrial Machinery Mechanics and Repairers7233First-Line Supervisors of Mechanics, Installers, and Repairers,Industrial Machinery Mechanics,Mobile Heavy Equipment Mechanics, Except Engines70.17−0.020%
Glass and Ceramics Plant Operators8181Mixing and Blending Machine Setters, Operators, and Tenders,Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders,Molders, Shapers, and Casters, Except Metal and Plastic130.17+0.030%
Hairdressers5141Hairdressers, Hairstylists, and Cosmetologists,Barbers80.17−0.050%
Miners and Quarriers8111Continuous Mining Machine Operators,Underground Mining Machine Operators, All Other,Rock Splitters, Quarry90.17−0.070%
Mixed Crop Growers6114Agricultural Equipment Operators,First-Line Supervisors of Farming, Fishing, and Forestry Workers110.17−0.000%
Tree and Shrub Crop Growers6112Agricultural Equipment Operators,First-Line Supervisors of Farming, Fishing, and Forestry Workers110.17−0.010%
Physiotherapy Technicians and Assistants3255Physical Therapist Assistants,Massage Therapists60.17+0.000%
Livestock and Dairy Producers6121First-Line Supervisors of Farming, Fishing, and Forestry Workers,Animal Breeders130.17−0.010%
Bakers, Pastry-cooks and Confectionery Makers7512Bakers80.17+0.030%
Shoemakers and Related Workers7536Shoe and Leather Workers and Repairers130.17+0.020%
Metal Polishers, Wheel Grinders and Tool Sharpeners7224Grinding and Polishing Workers, Hand,Tool Grinders, Filers, and Sharpeners70.17+0.000%
Garment and Related Patternmakers and Cutters7532Textile Cutting Machine Setters, Operators, and Tenders,Cutters and Trimmers, Hand,Fabric and Apparel Patternmakers120.17−0.110%
Undertakers and Embalmers5163Funeral Attendants,Morticians, Undertakers, and Funeral Arrangers,Embalmers60.17+0.060%
Religious Professionals2636Clergy,Directors, Religious Activities and Education90.17−0.060%
Blacksmiths, Hammersmiths and Forging Press Workers7221Metal Workers and Plastic Workers, All Other,Forging Machine Setters, Operators, and Tenders, Metal and Plastic70.17+0.010%
Weaving and Knitting Machine Operators8152Textile Knitting and Weaving Machine Setters, Operators, and Tenders130.17+0.020%
Dental Assistants and Therapists3251Dental Assistants80.16+0.010%
Shoemaking and Related Machine Operators8156Shoe Machine Operators and Tenders30.16+0.030%
Cabinet-makers and Related Workers7522Cabinetmakers and Bench Carpenters,Furniture Finishers,Model Makers, Wood60.16+0.020%
Textile, Fur and Leather Products Machine Operators Not Elsewhere Classified8159Textile, Apparel, and Furnishings Workers, All Other50.16−0.020%
Underwater Divers7541Commercial Divers120.16−0.030%
Laundry Machine Operators8157Laundry and Dry-Cleaning Workers90.16+0.030%
Fibre Preparing, Spinning and Winding Machine Operators8151Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders120.15+0.040%
Electrical Line Installers and Repairers7413First-Line Supervisors of Mechanics, Installers, and Repairers,Electrical Power-Line Installers and Repairers60.15+0.010%
Food and Related Products Machine Operators8160Food Batchmakers,Food Processing Workers, All Other,Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders70.15−0.000%
Plumbers and Pipe Fitters7126Plumbers, Pipefitters, and Steamfitters,Solar Thermal Installers and Technicians,Pipelayers50.15−0.010%
Personal Care Workers in Health Services Not Elsewhere Classified5329Dental Assistants,Phlebotomists,Healthcare Support Workers, All Other60.15+0.030%
Dentists2261Dentists, General,Dentists, All Other Specialists,Oral and Maxillofacial Surgeons120.15−0.060%
Fruit, Vegetable and Related Preservers7514Food Processing Workers, All Other,Food Cooking Machine Operators and Tenders50.15+0.050%
Sewing Machine Operators8153Sewing Machine Operators80.15−0.000%
Fur and Leather Preparing Machine Operators8155Textile, Apparel, and Furnishings Workers, All Other110.15+0.000%
Tailors, Dressmakers, Furriers and Hatters7531Tailors, Dressmakers, and Custom Sewers110.15+0.020%
Wood Processing Plant Operators8172Sawing Machine Setters, Operators, and Tenders, Wood50.14−0.040%
Craft and Related Workers not Elsewhere Classified7549Floral Designers,Ophthalmic Laboratory Technicians20.14+0.070%
Hand Launderers and Pressers9121Pressers, Textile, Garment, and Related Materials40.14+0.030%
Tobacco Preparers and Tobacco Products Makers7516Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders,Molders, Shapers, and Casters, Except Metal and Plastic,Stone Cutters and Carvers, Manufacturing50.14+0.000%
Domestic Cleaners and Helpers9111Maids and Housekeeping Cleaners70.14+0.000%
Ships' Deck Crews and Related Workers8350Sailors and Marine Oilers,Motorboat Operators60.14+0.020%
Veterinarians2250Veterinarians90.14−0.040%
Veterinary Technicians and Assistants3240Veterinary Technologists and Technicians,Veterinary Assistants and Laboratory Animal Caretakers100.14+0.020%
Health Care Assistants5321—60.14+0.040%
Freight Handlers9333Laborers and Freight, Stock, and Material Movers, Hand,Recycling and Reclamation Workers,Tank Car, Truck, and Ship Loaders60.14−0.030%
Pet Groomers and Animal Care Workers5164Animal Caretakers,Veterinary Assistants and Laboratory Animal Caretakers,Animal Trainers90.14−0.010%
Musical Instrument Makers and Tuners7312First-Line Supervisors of Mechanics, Installers, and Repairers,Musical Instrument Repairers and Tuners110.14+0.040%
Police Officers5412Police and Sheriff's Patrol Officers,Customs and Border Protection Officers,First-Line Supervisors of Police and Detectives40.14−0.010%
Prison Guards5413Correctional Officers and Jailers,First-Line Supervisors of Correctional Officers70.14+0.010%
House Builders7111Construction Managers70.14−0.010%
Glaziers7125Glaziers40.14+0.040%
Handicraft Workers in Wood, Basketry and Related Materials7317Woodworkers, All Other,Craft Artists110.14+0.030%
Metal Moulders and Coremakers7211Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic,Foundry Mold and Coremakers70.13+0.030%
Handicraft Workers in Textile, Leather and Related Materials7318Shoe and Leather Workers and Repairers140.13+0.030%
Fumigators and Other Pest and Weed Controllers7544First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers,Pest Control Workers,Pesticide Handlers, Sprayers, and Applicators, Vegetation70.13−0.010%
Drivers of Animal-drawn Vehicles and Machinery9332Material Moving Workers, All Other,Transportation Workers, All Other90.13+0.020%
Earthmoving and Related Plant Operators8342Operating Engineers and Other Construction Equipment Operators,Paving, Surfacing, and Tamping Equipment Operators,Pile Driver Operators70.13+0.010%
Bicycle and Related Repairers7234First-Line Supervisors of Mechanics, Installers, and Repairers,Bicycle Repairers60.13+0.040%
Welders and Flame Cutters7212Welders, Cutters, Solderers, and Brazers,Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders80.13+0.020%
Kitchen Helpers9412Food Preparation Workers,Dining Room and Cafeteria Attendants and Bartender Helpers,Dishwashers60.13+0.050%
Carpenters and Joiners7115Carpenters50.13−0.000%
Creative and Performing Artists Not Elsewhere Classified2659Entertainers and Performers, Sports and Related Workers, All Other40.13−0.070%
Insulation Workers7124Insulation Workers, Floor, Ceiling, and Wall,Insulation Workers, Mechanical60.13+0.000%
Subsistence Livestock Farmers6320Farmworkers, Farm, Ranch, and Aquacultural Animals120.13+0.020%
Roofers7121Roofers60.13+0.020%
Riggers and Cable Splicers7215Riggers60.13−0.020%
Painters and Related Workers7131Painters, Construction and Maintenance,Paperhangers50.13+0.010%
Subsistence Crop Farmers6310Farmworkers and Laborers, Crop, Nursery, and Greenhouse70.13−0.010%
Butchers, Fishmongers and Related Food Preparers7511Meat, Poultry, and Fish Cutters and Trimmers,Butchers and Meat Cutters,Slaughterers and Meat Packers80.13−0.010%
Mobile Farm and Forestry Plant Operators8341Agricultural Equipment Operators,Logging Equipment Operators80.12+0.000%
Sewing, Embroidery and Related Workers7533Shoe and Leather Workers and Repairers,Sewers, Hand120.12−0.000%
Religious Associate Professionals3413Religious Workers, All Other60.12−0.100%
Manufacturing Labourers Not Elsewhere Classified9329Laborers and Freight, Stock, and Material Movers, Hand,Recycling and Reclamation Workers,Production Workers, All Other40.12+0.020%
Shotfirers and Blasters7542—110.12−0.070%
Spray Painters and Varnishers7132—30.12−0.010%
Forestry and Related Workers6210First-Line Supervisors of Farming, Fishing, and Forestry Workers,Logging Equipment Operators,Forest and Conservation Workers100.12−0.020%
Cleaners and Helpers in Offices, Hotels and Other Establishments9112Janitors and Cleaners, Except Maids and Housekeeping Cleaners,Maids and Housekeeping Cleaners,Cleaners of Vehicles and Equipment40.12+0.020%
Subsistence Mixed Crop and Livestock Farmers6330Farmworkers and Laborers, Crop, Nursery, and Greenhouse,Farmworkers, Farm, Ranch, and Aquacultural Animals90.12−0.010%
Livestock Farm Labourers9212Farmworkers, Farm, Ranch, and Aquacultural Animals,Agricultural Workers, All Other100.12+0.000%
Subsistence Fishers, Hunters, Trappers and Gatherers6340—80.12+0.020%
Garden and Horticultural Labourers9214Landscaping and Groundskeeping Workers,Farmworkers and Laborers, Crop, Nursery, and Greenhouse,Grounds Maintenance Workers, All Other90.12+0.020%
Plasterers7123Drywall and Ceiling Tile Installers,Plasterers and Stucco Masons,Tapers70.11−0.010%
Mixed Crop and Livestock Farm Labourers9213Farmworkers and Laborers, Crop, Nursery, and Greenhouse,Farmworkers, Farm, Ranch, and Aquacultural Animals,Agricultural Workers, All Other110.11+0.020%
Window Cleaners9123Janitors and Cleaners, Except Maids and Housekeeping Cleaners30.11+0.010%
Structural Metal Preparers and Erectors7214Structural Iron and Steel Workers,Structural Metal Fabricators and Fitters,Reinforcing Iron and Rebar Workers60.11−0.010%
Fishery and Aquaculture Labourers9216Farmworkers, Farm, Ranch, and Aquacultural Animals70.11+0.010%
Odd Job Persons9622Maintenance and Repair Workers, General,Installation, Maintenance, and Repair Workers, All Other,Geothermal Technicians70.11+0.020%
Pelt Dressers, Tanners and Fellmongers7535Graders and Sorters, Agricultural Products,Textile, Apparel, and Furnishings Workers, All Other130.11−0.000%
Stonemasons, Stone Cutters, Splitters and Carvers7113Stonemasons,Segmental Pavers70.11−0.010%
Mining and Quarrying Labourers9311Helpers--Extraction Workers,Extraction Workers, All Other70.11−0.020%
Concrete Placers, Concrete Finishers and Related Workers7114Cement Masons and Concrete Finishers,Terrazzo Workers and Finishers,Segmental Pavers50.10+0.010%
Other Cleaning Workers9129Septic Tank Servicers and Sewer Pipe Cleaners,Building Cleaning Workers, All Other60.10−0.010%
Floor Layers and Tile Setters7122Tile and Stone Setters,Floor Layers, Except Carpet, Wood, and Hard Tiles,Carpet Installers40.10+0.000%
Sweepers and Related Labourers9613Grounds Maintenance Workers, All Other40.09−0.010%
Forestry Labourers9215Forest and Conservation Workers,Logging Workers, All Other80.09−0.010%
Building Construction Labourers9313Construction Laborers,Helpers--Electricians,Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters60.09−0.010%
Building Frame and Related Trades Workers Not Elsewhere Classified7119Hazardous Materials Removal Workers,Solar Photovoltaic Installers,Fence Erectors30.09+0.010%
Civil Engineering Labourers9312Highway Maintenance Workers,Helpers, Construction Trades, All Other,Rail-Track Laying and Maintenance Equipment Operators50.09−0.010%
Garbage and Recycling Collectors9611Refuse and Recyclable Material Collectors40.09−0.010%
Building Structure Cleaners7133Building Cleaning Workers, All Other30.09−0.040%
Crop Farm Labourers9211Farmworkers and Laborers, Crop, Nursery, and Greenhouse,Agricultural Workers, All Other80.09−0.010%
Hunters and Trappers6224First-Line Supervisors of Farming, Fishing, and Forestry Workers50.09−0.000%
Water and Firewood Collectors9624Laborers and Freight, Stock, and Material Movers, Hand,Recycling and Reclamation Workers60.09−0.020%
Vehicle Cleaners9122Cleaners of Vehicles and Equipment60.09−0.020%
Bricklayers and Related Workers7112Brickmasons and Blockmasons,Refractory Materials Repairers, Except Brickmasons30.09−0.010%

Source: Gmyrek, Berg, Bescond et al. (2025), ILO — Generative AI and Jobs: a refined global index of occupational exposure. Taxonomy: ISCO-08 (international occupational classification). Method: Task-level GenAI exposure scored 0–1; 2025 scores predicted with GPT-4o and Gemini and reconciled; bands from the study's exposure gradient. Scores are task exposure, not adoption, automation, or job loss: they measure how much of a task's content a model can do, not whether any employer has deployed it or whether the occupation will shrink. 2025 values are model-predicted (GPT-4o and Gemini) and reconciled against the study's baseline, so treat single-task scores as estimates and read the gradient as a shape, not a verdict. ISCO-08 is the international occupational standard and does not map one-to-one onto the U.S. SOC occupations used elsewhere on Singulariki.

Datasets behind this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.