The Future of Work
A data-driven narrative on how artificial intelligence is reshaping employment across every sector of the economy.
Headline Exposure
How much of the workforce sits in high-exposure roles?
31.3% of the measured workforce — roughly 44.0 million workers — hold jobs classified as High or Very High AI-exposure. The quadrant below maps every occupation by its exposure score and median salary, revealing which corners of the labour market face the sharpest disruption.
- Chief Executives: 3.3% AI exposure, $214K median salary, risk Medium
- General and Operations Managers: 13.8% AI exposure, $106K median salary, risk Medium
- Legislators: 0.0% AI exposure, $25K median salary, risk Low
- Advertising and Promotions Managers: 17.3% AI exposure, $134K median salary, risk High
- Marketing Managers: 31.9% AI exposure, $167K median salary, risk Very High
- Sales Managers: 4.3% AI exposure, $148K median salary, risk Medium
- Public Relations Managers: 23.2% AI exposure, $147K median salary, risk High
- Administrative Services Managers: 0.0% AI exposure, $114K median salary, risk Low
- Facilities Managers: 13.5% AI exposure, $107K median salary, risk Medium
- Computer and Information Systems Managers: 15.6% AI exposure, $175K median salary, risk High
- Financial Managers: 39.1% AI exposure, $167K median salary, risk Very High
- Industrial Production Managers: 1.3% AI exposure, $126K median salary, risk Medium
- Purchasing Managers: 20.0% AI exposure, $148K median salary, risk High
- Transportation, Storage, and Distribution Managers: 9.6% AI exposure, $107K median salary, risk Medium
- Compensation and Benefits Managers: 0.0% AI exposure, $149K median salary, risk Low
- Human Resources Managers: 0.0% AI exposure, $149K median salary, risk Low
- Training and Development Managers: 37.8% AI exposure, $133K median salary, risk Very High
- Farmers, Ranchers, and Other Agricultural Managers: 0.0% AI exposure, $90K median salary, risk Low
- Construction Managers: 11.9% AI exposure, $115K median salary, risk Medium
- Education and Childcare Administrators, Preschool and Daycare: 4.0% AI exposure, $59K median salary, risk Medium
- Education Administrators, Kindergarten through Secondary: 5.3% AI exposure, $106K median salary, risk Medium
- Education Administrators, Postsecondary: 6.4% AI exposure, $105K median salary, risk Medium
- Architectural and Engineering Managers: 3.1% AI exposure, $171K median salary, risk Medium
- Food Service Managers: 0.0% AI exposure, $69K median salary, risk Low
- Gambling Managers: 0.0% AI exposure, $93K median salary, risk Low
- Lodging Managers: 12.2% AI exposure, $69K median salary, risk Medium
- Medical and Health Services Managers: 6.6% AI exposure, $124K median salary, risk Medium
- Natural Sciences Managers: 6.1% AI exposure, $167K median salary, risk Medium
- Postmasters and Mail Superintendents: 0.0% AI exposure, $97K median salary, risk Low
- Property, Real Estate, and Community Association Managers: 16.5% AI exposure, $70K median salary, risk High
- Social and Community Service Managers: 18.1% AI exposure, $80K median salary, risk High
- Emergency Management Directors: 0.0% AI exposure, $93K median salary, risk Low
- Funeral Home Managers: 1.1% AI exposure, $79K median salary, risk Medium
- Personal Service Managers, All Other: 12.4% AI exposure, $70K median salary, risk Medium
- Managers, All Other: 6.9% AI exposure, $142K median salary, risk Medium
- Agents and Business Managers of Artists, Performers, and Athletes: 11.8% AI exposure, $83K median salary, risk Medium
- Claims Adjusters, Examiners, and Investigators: 8.2% AI exposure, $78K median salary, risk Medium
- Insurance Appraisers, Auto Damage: 0.0% AI exposure, $78K median salary, risk Low
- Compliance Officers: 12.1% AI exposure, $81K median salary, risk Medium
- Cost Estimators: 0.0% AI exposure, $79K median salary, risk Low
- Human Resources Specialists: 40.3% AI exposure, $76K median salary, risk Very High
- Farm Labor Contractors: 0.0% AI exposure, $58K median salary, risk Low
- Labor Relations Specialists: 0.0% AI exposure, $95K median salary, risk Low
- Logisticians: 15.7% AI exposure, $82K median salary, risk High
- Management Analysts: 24.3% AI exposure, $102K median salary, risk High
- Meeting, Convention, and Event Planners: 10.2% AI exposure, $61K median salary, risk Medium
- Fundraisers: 4.7% AI exposure, $73K median salary, risk Medium
- Compensation, Benefits, and Job Analysis Specialists: 6.5% AI exposure, $78K median salary, risk Medium
- Training and Development Specialists: 27.9% AI exposure, $69K median salary, risk High
- Market Research Analysts and Marketing Specialists: 64.8% AI exposure, $79K median salary, risk Very High
- Business Operations Specialists, All Other: 18.5% AI exposure, $83K median salary, risk High
- Accountants and Auditors: 34.8% AI exposure, $84K median salary, risk Very High
- Budget Analysts: 6.7% AI exposure, $92K median salary, risk Medium
- Credit Analysts: 16.9% AI exposure, $84K median salary, risk High
- Financial and Investment Analysts: 57.2% AI exposure, $103K median salary, risk Very High
- Personal Financial Advisors: 35.0% AI exposure, $105K median salary, risk Very High
- Insurance Underwriters: 6.3% AI exposure, $81K median salary, risk Medium
- Financial Risk Specialists: 26.5% AI exposure, $117K median salary, risk High
- Financial Examiners: 4.3% AI exposure, $94K median salary, risk Medium
- Credit Counselors: 23.4% AI exposure, $52K median salary, risk High
- Loan Officers: 18.6% AI exposure, $77K median salary, risk High
- Tax Examiners and Collectors, and Revenue Agents: 2.8% AI exposure, $62K median salary, risk Medium
- Tax Preparers: 12.8% AI exposure, $55K median salary, risk Medium
- Financial Specialists, All Other: 22.0% AI exposure, $81K median salary, risk High
- Computer Systems Analysts: 27.6% AI exposure, $106K median salary, risk High
- Information Security Analysts: 48.6% AI exposure, $129K median salary, risk Very High
- Computer and Information Research Scientists: 34.0% AI exposure, $140K median salary, risk Very High
- Computer Network Support Specialists: 28.7% AI exposure, $76K median salary, risk High
- Computer User Support Specialists: 46.9% AI exposure, $62K median salary, risk Very High
- Computer Network Architects: 19.9% AI exposure, $134K median salary, risk High
- Database Administrators: 33.1% AI exposure, $105K median salary, risk Very High
- Database Architects: 57.9% AI exposure, $140K median salary, risk Very High
- Network and Computer Systems Administrators: 33.7% AI exposure, $99K median salary, risk Very High
- Computer Programmers: 74.5% AI exposure, $100K median salary, risk Very High
- Software Developers: 28.8% AI exposure, $136K median salary, risk High
- Software Quality Assurance Analysts and Testers: 51.9% AI exposure, $104K median salary, risk Very High
- Web Developers: 48.0% AI exposure, $93K median salary, risk Very High
- Web and Digital Interface Designers: 24.9% AI exposure, $104K median salary, risk High
- Computer Occupations, All Other: 31.1% AI exposure, $117K median salary, risk Very High
- Actuaries: 5.4% AI exposure, $130K median salary, risk Medium
- Mathematicians: 42.4% AI exposure, $127K median salary, risk Very High
- Operations Research Analysts: 42.9% AI exposure, $89K median salary, risk Very High
- Statisticians: 21.1% AI exposure, $106K median salary, risk High
- Data Scientists: 46.1% AI exposure, $120K median salary, risk Very High
- Mathematical Science Occupations, All Other: 47.9% AI exposure, $81K median salary, risk Very High
- Architects, Except Landscape and Naval: 7.8% AI exposure, $99K median salary, risk Medium
- Landscape Architects: 0.0% AI exposure, $80K median salary, risk Low
- Cartographers and Photogrammetrists: 8.0% AI exposure, $81K median salary, risk Medium
- Surveyors: 0.2% AI exposure, $75K median salary, risk Low
- Aerospace Engineers: 7.5% AI exposure, $135K median salary, risk Medium
- Agricultural Engineers: 0.0% AI exposure, $99K median salary, risk Low
- Bioengineers and Biomedical Engineers: 13.3% AI exposure, $109K median salary, risk Medium
- Chemical Engineers: 0.0% AI exposure, $125K median salary, risk Low
- Civil Engineers: 0.8% AI exposure, $101K median salary, risk Medium
- Computer Hardware Engineers: 14.5% AI exposure, $162K median salary, risk High
- Electrical Engineers: 5.9% AI exposure, $121K median salary, risk Medium
- Electronics Engineers, Except Computer: 10.0% AI exposure, $130K median salary, risk Medium
- Environmental Engineers: 3.6% AI exposure, $107K median salary, risk Medium
- Health and Safety Engineers, Except Mining Safety Engineers and Inspectors: 0.0% AI exposure, $115K median salary, risk Low
- Industrial Engineers: 3.7% AI exposure, $102K median salary, risk Medium
- Marine Engineers and Naval Architects: 3.6% AI exposure, $112K median salary, risk Medium
- Materials Engineers: 0.0% AI exposure, $113K median salary, risk Low
- Mechanical Engineers: 8.1% AI exposure, $104K median salary, risk Medium
- Mining and Geological Engineers, Including Mining Safety Engineers: 0.0% AI exposure, $106K median salary, risk Low
- Nuclear Engineers: 0.0% AI exposure, $134K median salary, risk Low
- Petroleum Engineers: 0.0% AI exposure, $145K median salary, risk Low
- Engineers, All Other: 6.6% AI exposure, $123K median salary, risk Medium
- Architectural and Civil Drafters: 0.0% AI exposure, $66K median salary, risk Low
- Electrical and Electronics Drafters: 8.9% AI exposure, $77K median salary, risk Medium
- Mechanical Drafters: 0.0% AI exposure, $72K median salary, risk Low
- Aerospace Engineering and Operations Technologists and Technicians: 0.0% AI exposure, $83K median salary, risk Low
- Civil Engineering Technologists and Technicians: 7.8% AI exposure, $65K median salary, risk Medium
- Electrical and Electronic Engineering Technologists and Technicians: 2.0% AI exposure, $78K median salary, risk Medium
- Electro-Mechanical and Mechatronics Technologists and Technicians: 0.0% AI exposure, $74K median salary, risk Low
- Environmental Engineering Technologists and Technicians: 10.3% AI exposure, $60K median salary, risk Medium
- Industrial Engineering Technologists and Technicians: 0.0% AI exposure, $66K median salary, risk Low
- Mechanical Engineering Technologists and Technicians: 6.8% AI exposure, $75K median salary, risk Medium
- Engineering Technologists and Technicians, Except Drafters, All Other: 0.0% AI exposure, $78K median salary, risk Low
- Surveying and Mapping Technicians: 0.0% AI exposure, $54K median salary, risk Low
- Animal Scientists: 0.0% AI exposure, $69K median salary, risk Low
- Food Scientists and Technologists: 0.0% AI exposure, $89K median salary, risk Low
- Soil and Plant Scientists: 5.1% AI exposure, $79K median salary, risk Medium
- Biochemists and Biophysicists: 7.6% AI exposure, $127K median salary, risk Medium
- Microbiologists: 9.7% AI exposure, $88K median salary, risk Medium
- Zoologists and Wildlife Biologists: 6.1% AI exposure, $77K median salary, risk Medium
- Biological Scientists, All Other: 24.5% AI exposure, $99K median salary, risk High
- Conservation Scientists: 0.0% AI exposure, $73K median salary, risk Low
- Foresters: 0.0% AI exposure, $76K median salary, risk Low
- Epidemiologists: 0.0% AI exposure, $87K median salary, risk Low
- Medical Scientists, Except Epidemiologists: 3.8% AI exposure, $103K median salary, risk Medium
- Astronomers: 38.5% AI exposure, $129K median salary, risk Very High
- Physicists: 27.3% AI exposure, $172K median salary, risk High
- Atmospheric and Space Scientists: 3.8% AI exposure, $99K median salary, risk Medium
- Chemists: 26.1% AI exposure, $91K median salary, risk High
- Materials Scientists: 18.4% AI exposure, $118K median salary, risk High
- Environmental Scientists and Specialists, Including Health: 5.5% AI exposure, $82K median salary, risk Medium
- Geoscientists, Except Hydrologists and Geographers: 4.3% AI exposure, $102K median salary, risk Medium
- Hydrologists: 7.5% AI exposure, $97K median salary, risk Medium
- Physical Scientists, All Other: 3.8% AI exposure, $123K median salary, risk Medium
- Economists: 24.2% AI exposure, $125K median salary, risk High
- Survey Researchers: 43.2% AI exposure, $69K median salary, risk Very High
- Industrial-Organizational Psychologists: 15.8% AI exposure, $194K median salary, risk High
- Clinical and Counseling Psychologists: 5.9% AI exposure, $101K median salary, risk Medium
- School Psychologists: 4.7% AI exposure, $96K median salary, risk Medium
- Psychologists, All Other: 0.0% AI exposure, $111K median salary, risk Low
- Sociologists: 38.3% AI exposure, $106K median salary, risk Very High
- Urban and Regional Planners: 9.6% AI exposure, $89K median salary, risk Medium
- Anthropologists and Archeologists: 13.5% AI exposure, $71K median salary, risk Medium
- Geographers: 11.0% AI exposure, $102K median salary, risk Medium
- Historians: 2.8% AI exposure, $77K median salary, risk Medium
- Political Scientists: 45.2% AI exposure, $142K median salary, risk Very High
- Social Scientists and Related Workers, All Other: 3.3% AI exposure, $101K median salary, risk Medium
- Agricultural Technicians: 0.6% AI exposure, $50K median salary, risk Low
- Food Science Technicians: 20.4% AI exposure, $52K median salary, risk High
- Biological Technicians: 6.0% AI exposure, $58K median salary, risk Medium
- Chemical Technicians: 31.5% AI exposure, $60K median salary, risk Very High
- Environmental Science and Protection Technicians, Including Health: 14.4% AI exposure, $55K median salary, risk High
- Geological Technicians, Except Hydrologic Technicians: 22.9% AI exposure, $53K median salary, risk High
- Nuclear Technicians: 0.0% AI exposure, $110K median salary, risk Low
- Social Science Research Assistants: 43.9% AI exposure, $62K median salary, risk Very High
- Forest and Conservation Technicians: 2.2% AI exposure, $55K median salary, risk Medium
- Forensic Science Technicians: 0.0% AI exposure, $72K median salary, risk Low
- Life, Physical, and Social Science Technicians, All Other: 9.6% AI exposure, $62K median salary, risk Medium
- Occupational Health and Safety Specialists: 0.0% AI exposure, $90K median salary, risk Low
- Occupational Health and Safety Technicians: 0.0% AI exposure, $62K median salary, risk Low
- Educational, Guidance, and Career Counselors and Advisors: 11.8% AI exposure, $64K median salary, risk Medium
- Marriage and Family Therapists: 0.0% AI exposure, $67K median salary, risk Low
- Rehabilitation Counselors: 0.0% AI exposure, $47K median salary, risk Low
- Child, Family, and School Social Workers: 0.7% AI exposure, $60K median salary, risk Low
- Healthcare Social Workers: 9.2% AI exposure, $68K median salary, risk Medium
- Mental Health and Substance Abuse Social Workers: 0.0% AI exposure, $60K median salary, risk Low
- Health Education Specialists: 13.8% AI exposure, $64K median salary, risk Medium
- Probation Officers and Correctional Treatment Specialists: 0.0% AI exposure, $66K median salary, risk Low
- Social and Human Service Assistants: 0.0% AI exposure, $46K median salary, risk Low
- Community Health Workers: 0.0% AI exposure, $52K median salary, risk Low
- Clergy: 11.2% AI exposure, $61K median salary, risk Medium
- Directors, Religious Activities and Education: 15.3% AI exposure, $52K median salary, risk High
- Lawyers: 16.7% AI exposure, $160K median salary, risk High
- Judicial Law Clerks: 17.0% AI exposure, $65K median salary, risk High
- Administrative Law Judges, Adjudicators, and Hearing Officers: 30.5% AI exposure, $118K median salary, risk High
- Arbitrators, Mediators, and Conciliators: 24.3% AI exposure, $76K median salary, risk High
- Judges, Magistrate Judges, and Magistrates: 31.1% AI exposure, $154K median salary, risk Very High
- Paralegals and Legal Assistants: 29.3% AI exposure, $63K median salary, risk High
- Title Examiners, Abstractors, and Searchers: 2.2% AI exposure, $59K median salary, risk Medium
- Business Teachers, Postsecondary: 30.7% AI exposure, $99K median salary, risk High
- Computer Science Teachers, Postsecondary: 24.1% AI exposure, $97K median salary, risk High
- Mathematical Science Teachers, Postsecondary: 43.0% AI exposure, $80K median salary, risk Very High
- Architecture Teachers, Postsecondary: 0.0% AI exposure, $97K median salary, risk Low
- Engineering Teachers, Postsecondary: 35.9% AI exposure, $109K median salary, risk Very High
- Agricultural Sciences Teachers, Postsecondary: 0.0% AI exposure, $99K median salary, risk Low
- Biological Science Teachers, Postsecondary: 29.1% AI exposure, $85K median salary, risk High
- Forestry and Conservation Science Teachers, Postsecondary: 2.1% AI exposure, $101K median salary, risk Medium
- Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary: 4.0% AI exposure, $103K median salary, risk Medium
- Chemistry Teachers, Postsecondary: 21.9% AI exposure, $93K median salary, risk High
- Environmental Science Teachers, Postsecondary: 2.3% AI exposure, $95K median salary, risk Medium
- Physics Teachers, Postsecondary: 0.0% AI exposure, $100K median salary, risk Low
- Anthropology and Archeology Teachers, Postsecondary: 2.4% AI exposure, $100K median salary, risk Medium
- Area, Ethnic, and Cultural Studies Teachers, Postsecondary: 0.0% AI exposure, $85K median salary, risk Low
- Economics Teachers, Postsecondary: 0.0% AI exposure, $124K median salary, risk Low
- Geography Teachers, Postsecondary: 0.0% AI exposure, $98K median salary, risk Low
- Political Science Teachers, Postsecondary: 0.0% AI exposure, $98K median salary, risk Low
- Psychology Teachers, Postsecondary: 32.2% AI exposure, $80K median salary, risk Very High
- Sociology Teachers, Postsecondary: 0.0% AI exposure, $84K median salary, risk Low
- Health Specialties Teachers, Postsecondary: 30.4% AI exposure, $107K median salary, risk High
- Nursing Instructors and Teachers, Postsecondary: 19.1% AI exposure, $80K median salary, risk High
- Education Teachers, Postsecondary: 26.2% AI exposure, $75K median salary, risk High
- Library Science Teachers, Postsecondary: 1.8% AI exposure, $80K median salary, risk Medium
- Criminal Justice and Law Enforcement Teachers, Postsecondary: 0.0% AI exposure, $77K median salary, risk Low
- Law Teachers, Postsecondary: 0.0% AI exposure, $129K median salary, risk Low
- Social Work Teachers, Postsecondary: 0.0% AI exposure, $78K median salary, risk Low
- Art, Drama, and Music Teachers, Postsecondary: 21.4% AI exposure, $79K median salary, risk High
- Communications Teachers, Postsecondary: 21.1% AI exposure, $79K median salary, risk High
- English Language and Literature Teachers, Postsecondary: 36.2% AI exposure, $79K median salary, risk Very High
- Foreign Language and Literature Teachers, Postsecondary: 24.0% AI exposure, $79K median salary, risk High
- History Teachers, Postsecondary: 9.9% AI exposure, $84K median salary, risk Medium
- Philosophy and Religion Teachers, Postsecondary: 22.0% AI exposure, $80K median salary, risk High
- Family and Consumer Sciences Teachers, Postsecondary: 0.0% AI exposure, $76K median salary, risk Low
- Recreation and Fitness Studies Teachers, Postsecondary: 11.4% AI exposure, $77K median salary, risk Medium
- Career/Technical Education Teachers, Postsecondary: 15.6% AI exposure, $64K median salary, risk High
- Preschool Teachers, Except Special Education: 0.0% AI exposure, $38K median salary, risk Low
- Kindergarten Teachers, Except Special Education: 0.0% AI exposure, $63K median salary, risk Low
- Elementary School Teachers, Except Special Education: 10.3% AI exposure, $64K median salary, risk Medium
- Middle School Teachers, Except Special and Career/Technical Education: 29.7% AI exposure, $64K median salary, risk High
- Career/Technical Education Teachers, Middle School: 0.0% AI exposure, $65K median salary, risk Low
- Secondary School Teachers, Except Special and Career/Technical Education: 29.0% AI exposure, $72K median salary, risk High
- Career/Technical Education Teachers, Secondary School: 0.0% AI exposure, $66K median salary, risk Low
- Special Education Teachers, Preschool: 0.6% AI exposure, $65K median salary, risk Low
- Special Education Teachers, Middle School: 13.4% AI exposure, $67K median salary, risk Medium
- Special Education Teachers, Secondary School: 9.9% AI exposure, $74K median salary, risk Medium
- Special Education Teachers, All Other: 2.6% AI exposure, $77K median salary, risk Medium
- Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors: 6.4% AI exposure, $62K median salary, risk Medium
- Self-Enrichment Teachers: 6.6% AI exposure, $47K median salary, risk Medium
- Tutors: 40.8% AI exposure, $43K median salary, risk Very High
- Archivists: 13.5% AI exposure, $65K median salary, risk Medium
- Curators: 41.2% AI exposure, $63K median salary, risk Very High
- Museum Technicians and Conservators: 0.0% AI exposure, $51K median salary, risk Low
- Librarians and Media Collections Specialists: 20.3% AI exposure, $68K median salary, risk High
- Library Technicians: 5.4% AI exposure, $45K median salary, risk Medium
- Farm and Home Management Educators: 0.0% AI exposure, $60K median salary, risk Low
- Instructional Coordinators: 30.4% AI exposure, $77K median salary, risk High
- Teaching Assistants, Postsecondary: 10.0% AI exposure, $43K median salary, risk Medium
- Art Directors: 21.0% AI exposure, $115K median salary, risk High
- Craft Artists: 5.4% AI exposure, $46K median salary, risk Medium
- Fine Artists, Including Painters, Sculptors, and Illustrators: 35.6% AI exposure, $55K median salary, risk Very High
- Special Effects Artists and Animators: 35.7% AI exposure, $102K median salary, risk Very High
- Commercial and Industrial Designers: 4.4% AI exposure, $84K median salary, risk Medium
- Fashion Designers: 5.7% AI exposure, $81K median salary, risk Medium
- Floral Designers: 0.0% AI exposure, $37K median salary, risk Low
- Graphic Designers: 36.7% AI exposure, $63K median salary, risk Very High
- Interior Designers: 0.0% AI exposure, $67K median salary, risk Low
- Merchandise Displayers and Window Trimmers: 0.0% AI exposure, $39K median salary, risk Low
- Set and Exhibit Designers: 0.0% AI exposure, $75K median salary, risk Low
- Actors: 10.1% AI exposure, $36K median salary, risk Medium
- Producers and Directors: 9.2% AI exposure, $90K median salary, risk Medium
- Athletes and Sports Competitors: 0.0% AI exposure, $67K median salary, risk Low
- Coaches and Scouts: 0.0% AI exposure, $47K median salary, risk Low
- Umpires, Referees, and Other Sports Officials: 0.0% AI exposure, $41K median salary, risk Low
- Dancers: 0.0% AI exposure, $34K median salary, risk Low
- Choreographers: 8.0% AI exposure, $55K median salary, risk Medium
- Music Directors and Composers: 3.7% AI exposure, $74K median salary, risk Medium
- Musicians and Singers: 0.0% AI exposure, $59K median salary, risk Low
- Broadcast Announcers and Radio Disc Jockeys: 6.3% AI exposure, $47K median salary, risk Medium
- News Analysts, Reporters, and Journalists: 21.0% AI exposure, $62K median salary, risk High
- Public Relations Specialists: 45.3% AI exposure, $75K median salary, risk Very High
- Editors: 24.6% AI exposure, $78K median salary, risk High
- Technical Writers: 47.5% AI exposure, $90K median salary, risk Very High
- Writers and Authors: 24.6% AI exposure, $77K median salary, risk High
- Interpreters and Translators: 43.0% AI exposure, $60K median salary, risk Very High
- Court Reporters and Simultaneous Captioners: 34.3% AI exposure, $72K median salary, risk Very High
- Audio and Video Technicians: 1.7% AI exposure, $58K median salary, risk Medium
- Broadcast Technicians: 2.0% AI exposure, $60K median salary, risk Medium
- Sound Engineering Technicians: 0.0% AI exposure, $73K median salary, risk Low
- Photographers: 19.5% AI exposure, $45K median salary, risk High
- Camera Operators, Television, Video, and Film: 16.5% AI exposure, $75K median salary, risk High
- Film and Video Editors: 22.3% AI exposure, $75K median salary, risk High
- Chiropractors: 0.0% AI exposure, $79K median salary, risk Low
- Dentists, General: 3.1% AI exposure, $171K median salary, risk Medium
- Oral and Maxillofacial Surgeons: 0.0% AI exposure, $352K median salary, risk Low
- Orthodontists: 0.0% AI exposure, $289K median salary, risk Low
- Prosthodontists: 0.0% AI exposure, $311K median salary, risk Low
- Dietitians and Nutritionists: 13.3% AI exposure, $76K median salary, risk Medium
- Optometrists: 0.0% AI exposure, $137K median salary, risk Low
- Pharmacists: 9.0% AI exposure, $141K median salary, risk Medium
- Physician Assistants: 0.0% AI exposure, $136K median salary, risk Low
- Podiatrists: 0.0% AI exposure, $160K median salary, risk Low
- Occupational Therapists: 0.8% AI exposure, $100K median salary, risk Low
- Physical Therapists: 1.7% AI exposure, $103K median salary, risk Medium
- Radiation Therapists: 0.0% AI exposure, $105K median salary, risk Low
- Recreational Therapists: 0.0% AI exposure, $62K median salary, risk Low
- Respiratory Therapists: 0.0% AI exposure, $82K median salary, risk Low
- Speech-Language Pathologists: 0.0% AI exposure, $98K median salary, risk Low
- Exercise Physiologists: 0.0% AI exposure, $59K median salary, risk Low
- Therapists, All Other: 4.0% AI exposure, $78K median salary, risk Medium
- Veterinarians: 9.3% AI exposure, $130K median salary, risk Medium
- Registered Nurses: 5.9% AI exposure, $98K median salary, risk Medium
- Nurse Anesthetists: 0.0% AI exposure, $237K median salary, risk Low
- Nurse Midwives: 5.2% AI exposure, $134K median salary, risk Medium
- Nurse Practitioners: 9.4% AI exposure, $132K median salary, risk Medium
- Audiologists: 0.0% AI exposure, $96K median salary, risk Low
- Anesthesiologists: 0.0% AI exposure, $391K median salary, risk Low
- Dermatologists: 0.0% AI exposure, $329K median salary, risk Low
- Family Medicine Physicians: 0.0% AI exposure, $244K median salary, risk Low
- General Internal Medicine Physicians: 8.4% AI exposure, $257K median salary, risk Medium
- Neurologists: 0.0% AI exposure, $249K median salary, risk Low
- Obstetricians and Gynecologists: 6.9% AI exposure, $293K median salary, risk Medium
- Pediatricians, General: 0.0% AI exposure, $210K median salary, risk Low
- Physicians, Pathologists: 15.8% AI exposure, $312K median salary, risk High
- Psychiatrists: 0.0% AI exposure, $282K median salary, risk Low
- Radiologists: 19.9% AI exposure, $421K median salary, risk High
- Physicians, All Other: 3.0% AI exposure, $266K median salary, risk Medium
- Ophthalmologists, Except Pediatric: 0.0% AI exposure, $300K median salary, risk Low
- Orthopedic Surgeons, Except Pediatric: 0.0% AI exposure, $359K median salary, risk Low
- Pediatric Surgeons: 0.0% AI exposure, $559K median salary, risk Low
- Acupuncturists: 0.0% AI exposure, $76K median salary, risk Low
- Dental Hygienists: 0.0% AI exposure, $98K median salary, risk Low
- Healthcare Diagnosing or Treating Practitioners, All Other: 2.2% AI exposure, $115K median salary, risk Medium
- Cardiovascular Technologists and Technicians: 0.0% AI exposure, $74K median salary, risk Low
- Diagnostic Medical Sonographers: 0.0% AI exposure, $97K median salary, risk Low
- Nuclear Medicine Technologists: 5.1% AI exposure, $101K median salary, risk Medium
- Radiologic Technologists and Technicians: 0.0% AI exposure, $80K median salary, risk Low
- Magnetic Resonance Imaging Technologists: 3.9% AI exposure, $95K median salary, risk Medium
- Emergency Medical Technicians: 0.0% AI exposure, $44K median salary, risk Low
- Paramedics: 0.0% AI exposure, $61K median salary, risk Low
- Dietetic Technicians: 24.5% AI exposure, $38K median salary, risk High
- Pharmacy Technicians: 7.3% AI exposure, $46K median salary, risk Medium
- Psychiatric Technicians: 0.0% AI exposure, $45K median salary, risk Low
- Surgical Technologists: 0.0% AI exposure, $65K median salary, risk Low
- Veterinary Technologists and Technicians: 0.0% AI exposure, $47K median salary, risk Low
- Ophthalmic Medical Technicians: 0.0% AI exposure, $46K median salary, risk Low
- Licensed Practical and Licensed Vocational Nurses: 0.0% AI exposure, $64K median salary, risk Low
- Medical Records Specialists: 66.7% AI exposure, $51K median salary, risk Very High
- Opticians, Dispensing: 0.0% AI exposure, $47K median salary, risk Low
- Orthotists and Prosthetists: 0.0% AI exposure, $81K median salary, risk Low
- Hearing Aid Specialists: 0.0% AI exposure, $65K median salary, risk Low
- Health Technologists and Technicians, All Other: 4.5% AI exposure, $50K median salary, risk Medium
- Health Information Technologists and Medical Registrars: 30.6% AI exposure, $68K median salary, risk High
- Athletic Trainers: 5.3% AI exposure, $63K median salary, risk Medium
- Genetic Counselors: 1.2% AI exposure, $100K median salary, risk Medium
- Surgical Assistants: 0.0% AI exposure, $67K median salary, risk Low
- Healthcare Practitioners and Technical Workers, All Other: 0.0% AI exposure, $66K median salary, risk Low
- Nursing Assistants: 0.0% AI exposure, $42K median salary, risk Low
- Orderlies: 0.0% AI exposure, $38K median salary, risk Low
- Psychiatric Aides: 0.0% AI exposure, $45K median salary, risk Low
- Occupational Therapy Assistants: 0.0% AI exposure, $72K median salary, risk Low
- Occupational Therapy Aides: 6.6% AI exposure, $39K median salary, risk Medium
- Physical Therapist Assistants: 0.0% AI exposure, $68K median salary, risk Low
- Physical Therapist Aides: 0.0% AI exposure, $35K median salary, risk Low
- Massage Therapists: 0.0% AI exposure, $58K median salary, risk Low
- Dental Assistants: 0.0% AI exposure, $48K median salary, risk Low
- Medical Assistants: 4.8% AI exposure, $46K median salary, risk Medium
- Medical Equipment Preparers: 0.0% AI exposure, $48K median salary, risk Low
- Medical Transcriptionists: 63.6% AI exposure, $40K median salary, risk Very High
- Pharmacy Aides: 2.2% AI exposure, $38K median salary, risk Medium
- Veterinary Assistants and Laboratory Animal Caretakers: 1.8% AI exposure, $38K median salary, risk Medium
- Phlebotomists: 0.0% AI exposure, $45K median salary, risk Low
- Healthcare Support Workers, All Other: 0.0% AI exposure, $48K median salary, risk Low
- First-Line Supervisors of Correctional Officers: 3.1% AI exposure, $78K median salary, risk Medium
- First-Line Supervisors of Police and Detectives: 0.0% AI exposure, $106K median salary, risk Low
- First-Line Supervisors of Firefighting and Prevention Workers: 0.0% AI exposure, $94K median salary, risk Low
- Firefighters: 0.0% AI exposure, $59K median salary, risk Low
- Fire Inspectors and Investigators: 0.0% AI exposure, $76K median salary, risk Low
- Forest Fire Inspectors and Prevention Specialists: 0.0% AI exposure, $57K median salary, risk Low
- Bailiffs: 0.0% AI exposure, $57K median salary, risk Low
- Correctional Officers and Jailers: 0.0% AI exposure, $59K median salary, risk Low
- Detectives and Criminal Investigators: 3.7% AI exposure, $94K median salary, risk Medium
- Fish and Game Wardens: 0.0% AI exposure, $74K median salary, risk Low
- Parking Enforcement Workers: 0.0% AI exposure, $47K median salary, risk Low
- Police and Sheriff's Patrol Officers: 12.3% AI exposure, $76K median salary, risk Medium
- Transit and Railroad Police: 0.0% AI exposure, $90K median salary, risk Low
- Animal Control Workers: 0.0% AI exposure, $46K median salary, risk Low
- Private Detectives and Investigators: 0.0% AI exposure, $51K median salary, risk Low
- Gambling Surveillance Officers and Gambling Investigators: 0.0% AI exposure, $43K median salary, risk Low
- Security Guards: 0.0% AI exposure, $38K median salary, risk Low
- Crossing Guards and Flaggers: 0.0% AI exposure, $38K median salary, risk Low
- Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers: 0.0% AI exposure, $34K median salary, risk Low
- Transportation Security Screeners: 0.0% AI exposure, $67K median salary, risk Low
- Protective Service Workers, All Other: 5.7% AI exposure, $43K median salary, risk Medium
- Chefs and Head Cooks: 0.0% AI exposure, $62K median salary, risk Low
- First-Line Supervisors of Food Preparation and Serving Workers: 5.6% AI exposure, $44K median salary, risk Medium
- Cooks, Fast Food: 0.0% AI exposure, $31K median salary, risk Low
- Cooks, Institution and Cafeteria: 0.0% AI exposure, $37K median salary, risk Low
- Cooks, Private Household: 0.0% AI exposure, $48K median salary, risk Low
- Cooks, Restaurant: 1.2% AI exposure, $37K median salary, risk Medium
- Cooks, Short Order: 0.0% AI exposure, $36K median salary, risk Low
- Food Preparation Workers: 0.0% AI exposure, $35K median salary, risk Low
- Bartenders: 0.0% AI exposure, $34K median salary, risk Low
- Fast Food and Counter Workers: 0.0% AI exposure, $31K median salary, risk Low
- Waiters and Waitresses: 0.0% AI exposure, $35K median salary, risk Low
- Food Servers, Nonrestaurant: 0.0% AI exposure, $35K median salary, risk Low
- Dining Room and Cafeteria Attendants and Bartender Helpers: 0.0% AI exposure, $34K median salary, risk Low
- Dishwashers: 0.0% AI exposure, $35K median salary, risk Low
- Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop: 7.3% AI exposure, $31K median salary, risk Medium
- First-Line Supervisors of Housekeeping and Janitorial Workers: 4.4% AI exposure, $49K median salary, risk Medium
- First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers: 10.8% AI exposure, $58K median salary, risk Medium
- Janitors and Cleaners, Except Maids and Housekeeping Cleaners: 0.0% AI exposure, $37K median salary, risk Low
- Maids and Housekeeping Cleaners: 0.0% AI exposure, $36K median salary, risk Low
- Pest Control Workers: 4.6% AI exposure, $45K median salary, risk Medium
- Landscaping and Groundskeeping Workers: 0.0% AI exposure, $39K median salary, risk Low
- Pesticide Handlers, Sprayers, and Applicators, Vegetation: 0.0% AI exposure, $46K median salary, risk Low
- Tree Trimmers and Pruners: 0.0% AI exposure, $51K median salary, risk Low
- First-Line Supervisors of Gambling Services Workers: 0.0% AI exposure, $64K median salary, risk Low
- First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services: 4.4% AI exposure, $49K median salary, risk Medium
- First-Line Supervisors of Personal Service Workers: 4.1% AI exposure, $49K median salary, risk Medium
- Animal Trainers: 0.0% AI exposure, $40K median salary, risk Low
- Animal Caretakers: 0.0% AI exposure, $35K median salary, risk Low
- Gambling Dealers: 0.0% AI exposure, $34K median salary, risk Low
- Gambling and Sports Book Writers and Runners: 0.0% AI exposure, $35K median salary, risk Low
- Motion Picture Projectionists: 0.0% AI exposure, $38K median salary, risk Low
- Ushers, Lobby Attendants, and Ticket Takers: 0.0% AI exposure, $33K median salary, risk Low
- Amusement and Recreation Attendants: 6.2% AI exposure, $32K median salary, risk Medium
- Costume Attendants: 0.0% AI exposure, $50K median salary, risk Low
- Locker Room, Coatroom, and Dressing Room Attendants: 0.0% AI exposure, $36K median salary, risk Low
- Embalmers: 0.0% AI exposure, $59K median salary, risk Low
- Funeral Attendants: 0.0% AI exposure, $36K median salary, risk Low
- Morticians, Undertakers, and Funeral Arrangers: 0.0% AI exposure, $55K median salary, risk Low
- Barbers: 0.0% AI exposure, $38K median salary, risk Low
- Hairdressers, Hairstylists, and Cosmetologists: 3.0% AI exposure, $36K median salary, risk Medium
- Makeup Artists, Theatrical and Performance: 0.0% AI exposure, $97K median salary, risk Low
- Manicurists and Pedicurists: 0.0% AI exposure, $36K median salary, risk Low
- Shampooers: 0.0% AI exposure, $33K median salary, risk Low
- Skincare Specialists: 0.0% AI exposure, $45K median salary, risk Low
- Baggage Porters and Bellhops: 7.3% AI exposure, $37K median salary, risk Medium
- Concierges: 18.8% AI exposure, $39K median salary, risk High
- Childcare Workers: 1.2% AI exposure, $35K median salary, risk Medium
- Exercise Trainers and Group Fitness Instructors: 0.0% AI exposure, $47K median salary, risk Low
- Recreation Workers: 0.0% AI exposure, $37K median salary, risk Low
- Residential Advisors: 6.7% AI exposure, $42K median salary, risk Medium
- First-Line Supervisors of Retail Sales Workers: 26.3% AI exposure, $49K median salary, risk High
- First-Line Supervisors of Non-Retail Sales Workers: 22.9% AI exposure, $88K median salary, risk High
- Cashiers: 8.5% AI exposure, $33K median salary, risk Medium
- Gambling Change Persons and Booth Cashiers: 0.0% AI exposure, $36K median salary, risk Low
- Counter and Rental Clerks: 20.5% AI exposure, $41K median salary, risk High
- Parts Salespersons: 0.0% AI exposure, $39K median salary, risk Low
- Retail Salespersons: 32.2% AI exposure, $35K median salary, risk Very High
- Advertising Sales Agents: 14.8% AI exposure, $65K median salary, risk High
- Insurance Sales Agents: 31.9% AI exposure, $62K median salary, risk Very High
- Securities, Commodities, and Financial Services Sales Agents: 44.1% AI exposure, $79K median salary, risk Very High
- Travel Agents: 40.5% AI exposure, $50K median salary, risk Very High
- Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products: 27.1% AI exposure, $105K median salary, risk High
- Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products: 62.8% AI exposure, $72K median salary, risk Very High
- Demonstrators and Product Promoters: 7.9% AI exposure, $39K median salary, risk Medium
- Models: 0.0% AI exposure, $48K median salary, risk Low
- Real Estate Brokers: 26.1% AI exposure, $73K median salary, risk High
- Real Estate Sales Agents: 28.3% AI exposure, $53K median salary, risk High
- Sales Engineers: 32.2% AI exposure, $125K median salary, risk Very High
- Telemarketers: 28.5% AI exposure, $35K median salary, risk High
- Door-to-Door Sales Workers, News and Street Vendors, and Related Workers: 17.6% AI exposure, $41K median salary, risk High
- First-Line Supervisors of Office and Administrative Support Workers: 18.6% AI exposure, $70K median salary, risk High
- Switchboard Operators, Including Answering Service: 38.6% AI exposure, $39K median salary, risk Very High
- Telephone Operators: 0.0% AI exposure, $42K median salary, risk Low
- Bill and Account Collectors: 29.9% AI exposure, $47K median salary, risk High
- Billing and Posting Clerks: 19.2% AI exposure, $49K median salary, risk High
- Bookkeeping, Accounting, and Auditing Clerks: 31.0% AI exposure, $51K median salary, risk High
- Gambling Cage Workers: 6.5% AI exposure, $38K median salary, risk Medium
- Payroll and Timekeeping Clerks: 4.9% AI exposure, $58K median salary, risk Medium
- Procurement Clerks: 24.4% AI exposure, $51K median salary, risk High
- Tellers: 2.3% AI exposure, $43K median salary, risk Medium
- Brokerage Clerks: 17.4% AI exposure, $66K median salary, risk High
- Correspondence Clerks: 27.9% AI exposure, $47K median salary, risk High
- Court, Municipal, and License Clerks: 10.2% AI exposure, $49K median salary, risk Medium
- Credit Authorizers, Checkers, and Clerks: 13.0% AI exposure, $50K median salary, risk Medium
- Customer Service Representatives: 70.1% AI exposure, $45K median salary, risk Very High
- Eligibility Interviewers, Government Programs: 6.0% AI exposure, $54K median salary, risk Medium
- File Clerks: 15.7% AI exposure, $44K median salary, risk High
- Hotel, Motel, and Resort Desk Clerks: 17.3% AI exposure, $35K median salary, risk High
- Interviewers, Except Eligibility and Loan: 38.5% AI exposure, $46K median salary, risk Very High
- Library Assistants, Clerical: 9.8% AI exposure, $37K median salary, risk Medium
- Loan Interviewers and Clerks: 20.2% AI exposure, $50K median salary, risk High
- New Accounts Clerks: 0.0% AI exposure, $48K median salary, risk Low
- Order Clerks: 7.5% AI exposure, $46K median salary, risk Medium
- Human Resources Assistants, Except Payroll and Timekeeping: 40.5% AI exposure, $51K median salary, risk Very High
- Receptionists and Information Clerks: 43.4% AI exposure, $38K median salary, risk Very High
- Reservation and Transportation Ticket Agents and Travel Clerks: 24.7% AI exposure, $44K median salary, risk High
- Cargo and Freight Agents: 1.7% AI exposure, $52K median salary, risk Medium
- Couriers and Messengers: 4.1% AI exposure, $39K median salary, risk Medium
- Public Safety Telecommunicators: 4.7% AI exposure, $53K median salary, risk Medium
- Dispatchers, Except Police, Fire, and Ambulance: 22.6% AI exposure, $50K median salary, risk High
- Meter Readers, Utilities: 0.0% AI exposure, $48K median salary, risk Low
- Postal Service Clerks: 0.0% AI exposure, $62K median salary, risk Low
- Postal Service Mail Carriers: 0.0% AI exposure, $61K median salary, risk Low
- Postal Service Mail Sorters, Processors, and Processing Machine Operators: 0.0% AI exposure, $58K median salary, risk Low
- Production, Planning, and Expediting Clerks: 9.3% AI exposure, $60K median salary, risk Medium
- Shipping, Receiving, and Inventory Clerks: 0.0% AI exposure, $45K median salary, risk Low
- Weighers, Measurers, Checkers, and Samplers, Recordkeeping: 0.0% AI exposure, $46K median salary, risk Low
- Executive Secretaries and Executive Administrative Assistants: 23.4% AI exposure, $77K median salary, risk High
- Legal Secretaries and Administrative Assistants: 0.0% AI exposure, $56K median salary, risk Low
- Medical Secretaries and Administrative Assistants: 36.2% AI exposure, $46K median salary, risk Very High
- Secretaries and Administrative Assistants, Except Legal, Medical, and Executive: 45.3% AI exposure, $48K median salary, risk Very High
- Data Entry Keyers: 67.1% AI exposure, $41K median salary, risk Very High
- Word Processors and Typists: 23.8% AI exposure, $49K median salary, risk High
- Desktop Publishers: 46.4% AI exposure, $55K median salary, risk Very High
- Insurance Claims and Policy Processing Clerks: 14.7% AI exposure, $49K median salary, risk High
- Mail Clerks and Mail Machine Operators, Except Postal Service: 0.0% AI exposure, $39K median salary, risk Low
- Office Clerks, General: 45.0% AI exposure, $45K median salary, risk Very High
- Office Machine Operators, Except Computer: 2.4% AI exposure, $41K median salary, risk Medium
- Proofreaders and Copy Markers: 17.8% AI exposure, $51K median salary, risk High
- Statistical Assistants: 51.0% AI exposure, $50K median salary, risk Very High
- First-Line Supervisors of Farming, Fishing, and Forestry Workers: 0.0% AI exposure, $59K median salary, risk Low
- Agricultural Inspectors: 0.0% AI exposure, $50K median salary, risk Low
- Animal Breeders: 0.0% AI exposure, $51K median salary, risk Low
- Graders and Sorters, Agricultural Products: 0.0% AI exposure, $36K median salary, risk Low
- Agricultural Equipment Operators: 0.0% AI exposure, $42K median salary, risk Low
- Farmworkers and Laborers, Crop, Nursery, and Greenhouse: 2.0% AI exposure, $36K median salary, risk Medium
- Farmworkers, Farm, Ranch, and Aquacultural Animals: 0.0% AI exposure, $37K median salary, risk Low
- Forest and Conservation Workers: 0.0% AI exposure, $44K median salary, risk Low
- Fallers: 0.0% AI exposure, $52K median salary, risk Low
- Logging Equipment Operators: 0.0% AI exposure, $50K median salary, risk Low
- Log Graders and Scalers: 0.0% AI exposure, $46K median salary, risk Low
- First-Line Supervisors of Construction Trades and Extraction Workers: 3.0% AI exposure, $80K median salary, risk Medium
- Boilermakers: 0.0% AI exposure, $76K median salary, risk Low
- Brickmasons and Blockmasons: 0.0% AI exposure, $62K median salary, risk Low
- Stonemasons: 0.0% AI exposure, $57K median salary, risk Low
- Carpenters: 0.0% AI exposure, $61K median salary, risk Low
- Carpet Installers: 0.0% AI exposure, $50K median salary, risk Low
- Floor Layers, Except Carpet, Wood, and Hard Tiles: 0.0% AI exposure, $56K median salary, risk Low
- Floor Sanders and Finishers: 0.0% AI exposure, $50K median salary, risk Low
- Tile and Stone Setters: 0.0% AI exposure, $56K median salary, risk Low
- Cement Masons and Concrete Finishers: 0.0% AI exposure, $57K median salary, risk Low
- Terrazzo Workers and Finishers: 0.0% AI exposure, $76K median salary, risk Low
- Construction Laborers: 2.8% AI exposure, $47K median salary, risk Medium
- Paving, Surfacing, and Tamping Equipment Operators: 0.0% AI exposure, $53K median salary, risk Low
- Pile Driver Operators: 0.0% AI exposure, $73K median salary, risk Low
- Operating Engineers and Other Construction Equipment Operators: 0.0% AI exposure, $60K median salary, risk Low
- Drywall and Ceiling Tile Installers: 0.0% AI exposure, $59K median salary, risk Low
- Tapers: 0.0% AI exposure, $68K median salary, risk Low
- Electricians: 0.0% AI exposure, $63K median salary, risk Low
- Glaziers: 0.0% AI exposure, $57K median salary, risk Low
- Insulation Workers, Floor, Ceiling, and Wall: 0.0% AI exposure, $49K median salary, risk Low
- Insulation Workers, Mechanical: 4.4% AI exposure, $58K median salary, risk Medium
- Painters, Construction and Maintenance: 0.0% AI exposure, $49K median salary, risk Low
- Paperhangers: 0.0% AI exposure, $52K median salary, risk Low
- Pipelayers: 0.0% AI exposure, $49K median salary, risk Low
- Plumbers, Pipefitters, and Steamfitters: 1.2% AI exposure, $64K median salary, risk Medium
- Plasterers and Stucco Masons: 0.0% AI exposure, $58K median salary, risk Low
- Reinforcing Iron and Rebar Workers: 0.0% AI exposure, $59K median salary, risk Low
- Roofers: 1.6% AI exposure, $55K median salary, risk Medium
- Sheet Metal Workers: 0.0% AI exposure, $62K median salary, risk Low
- Structural Iron and Steel Workers: 4.9% AI exposure, $63K median salary, risk Medium
- Solar Photovoltaic Installers: 0.0% AI exposure, $53K median salary, risk Low
- Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters: 0.0% AI exposure, $48K median salary, risk Low
- Helpers--Carpenters: 0.0% AI exposure, $44K median salary, risk Low
- Helpers--Electricians: 0.0% AI exposure, $43K median salary, risk Low
- Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons: 0.0% AI exposure, $40K median salary, risk Low
- Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters: 0.0% AI exposure, $42K median salary, risk Low
- Helpers--Roofers: 0.0% AI exposure, $44K median salary, risk Low
- Construction and Building Inspectors: 4.8% AI exposure, $75K median salary, risk Medium
- Elevator and Escalator Installers and Repairers: 0.0% AI exposure, $110K median salary, risk Low
- Fence Erectors: 0.0% AI exposure, $48K median salary, risk Low
- Hazardous Materials Removal Workers: 0.0% AI exposure, $49K median salary, risk Low
- Highway Maintenance Workers: 0.0% AI exposure, $50K median salary, risk Low
- Rail-Track Laying and Maintenance Equipment Operators: 0.0% AI exposure, $70K median salary, risk Low
- Septic Tank Servicers and Sewer Pipe Cleaners: 0.0% AI exposure, $50K median salary, risk Low
- Derrick Operators, Oil and Gas: 0.0% AI exposure, $59K median salary, risk Low
- Rotary Drill Operators, Oil and Gas: 0.0% AI exposure, $68K median salary, risk Low
- Service Unit Operators, Oil and Gas: 0.0% AI exposure, $58K median salary, risk Low
- Excavating and Loading Machine and Dragline Operators, Surface Mining: 0.0% AI exposure, $57K median salary, risk Low
- Earth Drillers, Except Oil and Gas: 0.0% AI exposure, $60K median salary, risk Low
- Explosives Workers, Ordnance Handling Experts, and Blasters: 0.0% AI exposure, $61K median salary, risk Low
- Continuous Mining Machine Operators: 0.0% AI exposure, $62K median salary, risk Low
- Roof Bolters, Mining: 0.0% AI exposure, $79K median salary, risk Low
- Loading and Moving Machine Operators, Underground Mining: 0.0% AI exposure, $75K median salary, risk Low
- Rock Splitters, Quarry: 0.0% AI exposure, $49K median salary, risk Low
- Roustabouts, Oil and Gas: 0.0% AI exposure, $47K median salary, risk Low
- Helpers--Extraction Workers: 0.0% AI exposure, $48K median salary, risk Low
- First-Line Supervisors of Mechanics, Installers, and Repairers: 10.2% AI exposure, $80K median salary, risk Medium
- Computer, Automated Teller, and Office Machine Repairers: 10.7% AI exposure, $48K median salary, risk Medium
- Radio, Cellular, and Tower Equipment Installers and Repairers: 0.0% AI exposure, $64K median salary, risk Low
- Telecommunications Equipment Installers and Repairers, Except Line Installers: 3.3% AI exposure, $64K median salary, risk Medium
- Avionics Technicians: 0.0% AI exposure, $82K median salary, risk Low
- Electric Motor, Power Tool, and Related Repairers: 0.0% AI exposure, $56K median salary, risk Low
- Electrical and Electronics Installers and Repairers, Transportation Equipment: 0.0% AI exposure, $85K median salary, risk Low
- Electrical and Electronics Repairers, Commercial and Industrial Equipment: 0.0% AI exposure, $74K median salary, risk Low
- Electrical and Electronics Repairers, Powerhouse, Substation, and Relay: 0.0% AI exposure, $103K median salary, risk Low
- Electronic Equipment Installers and Repairers, Motor Vehicles: 0.0% AI exposure, $48K median salary, risk Low
- Audiovisual Equipment Installers and Repairers: 0.0% AI exposure, $53K median salary, risk Low
- Security and Fire Alarm Systems Installers: 3.0% AI exposure, $60K median salary, risk Medium
- Aircraft Mechanics and Service Technicians: 0.0% AI exposure, $80K median salary, risk Low
- Automotive Body and Related Repairers: 0.0% AI exposure, $55K median salary, risk Low
- Automotive Glass Installers and Repairers: 0.0% AI exposure, $48K median salary, risk Low
- Automotive Service Technicians and Mechanics: 0.0% AI exposure, $51K median salary, risk Low
- Bus and Truck Mechanics and Diesel Engine Specialists: 0.0% AI exposure, $62K median salary, risk Low
- Farm Equipment Mechanics and Service Technicians: 0.0% AI exposure, $57K median salary, risk Low
- Mobile Heavy Equipment Mechanics, Except Engines: 0.0% AI exposure, $66K median salary, risk Low
- Rail Car Repairers: 0.0% AI exposure, $68K median salary, risk Low
- Motorboat Mechanics and Service Technicians: 0.0% AI exposure, $58K median salary, risk Low
- Motorcycle Mechanics: 0.0% AI exposure, $49K median salary, risk Low
- Outdoor Power Equipment and Other Small Engine Mechanics: 0.0% AI exposure, $48K median salary, risk Low
- Bicycle Repairers: 0.0% AI exposure, $43K median salary, risk Low
- Recreational Vehicle Service Technicians: 0.0% AI exposure, $52K median salary, risk Low
- Tire Repairers and Changers: 0.0% AI exposure, $38K median salary, risk Low
- Mechanical Door Repairers: 0.0% AI exposure, $56K median salary, risk Low
- Control and Valve Installers and Repairers, Except Mechanical Door: 0.0% AI exposure, $74K median salary, risk Low
- Heating, Air Conditioning, and Refrigeration Mechanics and Installers: 1.9% AI exposure, $61K median salary, risk Medium
- Home Appliance Repairers: 0.0% AI exposure, $51K median salary, risk Low
- Industrial Machinery Mechanics: 2.4% AI exposure, $65K median salary, risk Medium
- Maintenance Workers, Machinery: 0.0% AI exposure, $61K median salary, risk Low
- Millwrights: 0.0% AI exposure, $66K median salary, risk Low
- Refractory Materials Repairers, Except Brickmasons: 0.0% AI exposure, $61K median salary, risk Low
- Electrical Power-Line Installers and Repairers: 0.0% AI exposure, $95K median salary, risk Low
- Telecommunications Line Installers and Repairers: 0.0% AI exposure, $74K median salary, risk Low
- Camera and Photographic Equipment Repairers: 4.1% AI exposure, $53K median salary, risk Medium
- Medical Equipment Repairers: 0.0% AI exposure, $62K median salary, risk Low
- Musical Instrument Repairers and Tuners: 0.0% AI exposure, $46K median salary, risk Low
- Watch and Clock Repairers: 0.0% AI exposure, $67K median salary, risk Low
- Maintenance and Repair Workers, General: 0.0% AI exposure, $50K median salary, risk Low
- Wind Turbine Service Technicians: 0.0% AI exposure, $64K median salary, risk Low
- Coin, Vending, and Amusement Machine Servicers and Repairers: 0.0% AI exposure, $47K median salary, risk Low
- Commercial Divers: 0.0% AI exposure, $73K median salary, risk Low
- Locksmiths and Safe Repairers: 0.0% AI exposure, $51K median salary, risk Low
- Manufactured Building and Mobile Home Installers: 0.0% AI exposure, $46K median salary, risk Low
- Riggers: 0.0% AI exposure, $63K median salary, risk Low
- Signal and Track Switch Repairers: 0.0% AI exposure, $92K median salary, risk Low
- Helpers--Installation, Maintenance, and Repair Workers: 0.0% AI exposure, $40K median salary, risk Low
- Installation, Maintenance, and Repair Workers, All Other: 0.0% AI exposure, $49K median salary, risk Low
- First-Line Supervisors of Production and Operating Workers: 0.0% AI exposure, $74K median salary, risk Low
- Aircraft Structure, Surfaces, Rigging, and Systems Assemblers: 4.9% AI exposure, $65K median salary, risk Medium
- Coil Winders, Tapers, and Finishers: 0.0% AI exposure, $48K median salary, risk Low
- Engine and Other Machine Assemblers: 0.0% AI exposure, $54K median salary, risk Low
- Structural Metal Fabricators and Fitters: 0.0% AI exposure, $51K median salary, risk Low
- Fiberglass Laminators and Fabricators: 0.0% AI exposure, $47K median salary, risk Low
- Timing Device Assemblers and Adjusters: 3.9% AI exposure, $63K median salary, risk Medium
- Bakers: 0.0% AI exposure, $37K median salary, risk Low
- Butchers and Meat Cutters: 0.0% AI exposure, $40K median salary, risk Low
- Meat, Poultry, and Fish Cutters and Trimmers: 0.0% AI exposure, $38K median salary, risk Low
- Slaughterers and Meat Packers: 0.0% AI exposure, $40K median salary, risk Low
- Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders: 0.0% AI exposure, $45K median salary, risk Low
- Food Batchmakers: 0.0% AI exposure, $42K median salary, risk Low
- Food Cooking Machine Operators and Tenders: 0.0% AI exposure, $42K median salary, risk Low
- Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $48K median salary, risk Low
- Forging Machine Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $49K median salary, risk Low
- Rolling Machine Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $50K median salary, risk Low
- Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $46K median salary, risk Low
- Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $49K median salary, risk Low
- Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $47K median salary, risk Low
- Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $51K median salary, risk Low
- Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $53K median salary, risk Low
- Machinists: 0.0% AI exposure, $59K median salary, risk Low
- Metal-Refining Furnace Operators and Tenders: 0.0% AI exposure, $54K median salary, risk Low
- Pourers and Casters, Metal: 0.0% AI exposure, $52K median salary, risk Low
- Model Makers, Metal and Plastic: 0.0% AI exposure, $63K median salary, risk Low
- Patternmakers, Metal and Plastic: 0.0% AI exposure, $58K median salary, risk Low
- Foundry Mold and Coremakers: 0.0% AI exposure, $48K median salary, risk Low
- Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $44K median salary, risk Low
- Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $47K median salary, risk Low
- Tool and Die Makers: 0.0% AI exposure, $64K median salary, risk Low
- Welders, Cutters, Solderers, and Brazers: 0.0% AI exposure, $54K median salary, risk Low
- Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders: 0.0% AI exposure, $48K median salary, risk Low
- Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $49K median salary, risk Low
- Layout Workers, Metal and Plastic: 0.0% AI exposure, $64K median salary, risk Low
- Plating Machine Setters, Operators, and Tenders, Metal and Plastic: 0.0% AI exposure, $44K median salary, risk Low
- Tool Grinders, Filers, and Sharpeners: 0.0% AI exposure, $50K median salary, risk Low
- Prepress Technicians and Workers: 10.2% AI exposure, $49K median salary, risk Medium
- Printing Press Operators: 0.0% AI exposure, $46K median salary, risk Low
- Print Binding and Finishing Workers: 0.0% AI exposure, $42K median salary, risk Low
- Laundry and Dry-Cleaning Workers: 0.0% AI exposure, $35K median salary, risk Low
- Pressers, Textile, Garment, and Related Materials: 0.0% AI exposure, $35K median salary, risk Low
- Sewing Machine Operators: 0.0% AI exposure, $37K median salary, risk Low
- Shoe and Leather Workers and Repairers: 0.0% AI exposure, $38K median salary, risk Low
- Shoe Machine Operators and Tenders: 0.0% AI exposure, $36K median salary, risk Low
- Sewers, Hand: 0.0% AI exposure, $36K median salary, risk Low
- Tailors, Dressmakers, and Custom Sewers: 3.4% AI exposure, $42K median salary, risk Medium
- Textile Bleaching and Dyeing Machine Operators and Tenders: 2.1% AI exposure, $38K median salary, risk Medium
- Textile Cutting Machine Setters, Operators, and Tenders: 1.5% AI exposure, $39K median salary, risk Medium
- Textile Knitting and Weaving Machine Setters, Operators, and Tenders: 3.2% AI exposure, $40K median salary, risk Medium
- Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders: 0.0% AI exposure, $39K median salary, risk Low
- Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers: 0.0% AI exposure, $46K median salary, risk Low
- Fabric and Apparel Patternmakers: 0.0% AI exposure, $63K median salary, risk Low
- Upholsterers: 0.0% AI exposure, $46K median salary, risk Low
- Cabinetmakers and Bench Carpenters: 0.0% AI exposure, $47K median salary, risk Low
- Furniture Finishers: 0.0% AI exposure, $45K median salary, risk Low
- Model Makers, Wood: 0.0% AI exposure, $57K median salary, risk Low
- Patternmakers, Wood: 3.0% AI exposure, $50K median salary, risk Medium
- Sawing Machine Setters, Operators, and Tenders, Wood: 0.0% AI exposure, $43K median salary, risk Low
- Woodworking Machine Setters, Operators, and Tenders, Except Sawing: 0.0% AI exposure, $43K median salary, risk Low
- Nuclear Power Reactor Operators: 0.0% AI exposure, $123K median salary, risk Low
- Power Distributors and Dispatchers: 0.0% AI exposure, $107K median salary, risk Low
- Power Plant Operators: 2.6% AI exposure, $102K median salary, risk Medium
- Stationary Engineers and Boiler Operators: 0.0% AI exposure, $79K median salary, risk Low
- Water and Wastewater Treatment Plant and System Operators: 0.0% AI exposure, $60K median salary, risk Low
- Chemical Plant and System Operators: 0.0% AI exposure, $78K median salary, risk Low
- Gas Plant Operators: 7.2% AI exposure, $88K median salary, risk Medium
- Petroleum Pump System Operators, Refinery Operators, and Gaugers: 4.0% AI exposure, $97K median salary, risk Medium
- Plant and System Operators, All Other: 0.0% AI exposure, $62K median salary, risk Low
- Chemical Equipment Operators and Tenders: 0.0% AI exposure, $58K median salary, risk Low
- Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders: 0.0% AI exposure, $52K median salary, risk Low
- Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders: 4.3% AI exposure, $49K median salary, risk Medium
- Grinding and Polishing Workers, Hand: 0.0% AI exposure, $43K median salary, risk Low
- Mixing and Blending Machine Setters, Operators, and Tenders: 0.0% AI exposure, $49K median salary, risk Low
- Cutters and Trimmers, Hand: 0.0% AI exposure, $38K median salary, risk Low
- Cutting and Slicing Machine Setters, Operators, and Tenders: 3.2% AI exposure, $47K median salary, risk Medium
- Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders: 0.0% AI exposure, $46K median salary, risk Low
- Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders: 0.0% AI exposure, $48K median salary, risk Low
- Inspectors, Testers, Sorters, Samplers, and Weighers: 3.2% AI exposure, $49K median salary, risk Medium
- Jewelers and Precious Stone and Metal Workers: 0.0% AI exposure, $53K median salary, risk Low
- Dental Laboratory Technicians: 0.0% AI exposure, $50K median salary, risk Low
- Medical Appliance Technicians: 0.0% AI exposure, $48K median salary, risk Low
- Ophthalmic Laboratory Technicians: 0.0% AI exposure, $39K median salary, risk Low
- Packaging and Filling Machine Operators and Tenders: 0.0% AI exposure, $43K median salary, risk Low
- Painting, Coating, and Decorating Workers: 0.0% AI exposure, $42K median salary, risk Low
- Coating, Painting, and Spraying Machine Setters, Operators, and Tenders: 0.0% AI exposure, $48K median salary, risk Low
- Semiconductor Processing Technicians: 0.0% AI exposure, $51K median salary, risk Low
- Photographic Process Workers and Processing Machine Operators: 1.1% AI exposure, $41K median salary, risk Medium
- Computer Numerically Controlled Tool Operators: 2.1% AI exposure, $51K median salary, risk Medium
- Computer Numerically Controlled Tool Programmers: 12.1% AI exposure, $68K median salary, risk Medium
- Adhesive Bonding Machine Operators and Tenders: 0.0% AI exposure, $46K median salary, risk Low
- Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders: 0.0% AI exposure, $44K median salary, risk Low
- Cooling and Freezing Equipment Operators and Tenders: 0.0% AI exposure, $41K median salary, risk Low
- Etchers and Engravers: 0.0% AI exposure, $43K median salary, risk Low
- Molders, Shapers, and Casters, Except Metal and Plastic: 0.0% AI exposure, $46K median salary, risk Low
- Paper Goods Machine Setters, Operators, and Tenders: 0.0% AI exposure, $50K median salary, risk Low
- Tire Builders: 0.0% AI exposure, $57K median salary, risk Low
- Helpers--Production Workers: 3.9% AI exposure, $39K median salary, risk Medium
- Aircraft Cargo Handling Supervisors: 0.0% AI exposure, $58K median salary, risk Low
- Airline Pilots, Copilots, and Flight Engineers: 0.0% AI exposure, $232K median salary, risk Low
- Commercial Pilots: 0.0% AI exposure, $123K median salary, risk Low
- Air Traffic Controllers: 0.0% AI exposure, $148K median salary, risk Low
- Airfield Operations Specialists: 4.8% AI exposure, $57K median salary, risk Medium
- Flight Attendants: 9.1% AI exposure, $64K median salary, risk Medium
- Ambulance Drivers and Attendants, Except Emergency Medical Technicians: 0.0% AI exposure, $35K median salary, risk Low
- Driver/Sales Workers: 2.8% AI exposure, $39K median salary, risk Medium
- Heavy and Tractor-Trailer Truck Drivers: 0.0% AI exposure, $59K median salary, risk Low
- Light Truck Drivers: 0.0% AI exposure, $45K median salary, risk Low
- Bus Drivers, School: 0.0% AI exposure, $48K median salary, risk Low
- Bus Drivers, Transit and Intercity: 0.0% AI exposure, $59K median salary, risk Low
- Shuttle Drivers and Chauffeurs: 0.0% AI exposure, $37K median salary, risk Low
- Taxi Drivers: 0.0% AI exposure, $42K median salary, risk Low
- Locomotive Engineers: 0.0% AI exposure, $81K median salary, risk Low
- Rail Yard Engineers, Dinkey Operators, and Hostlers: 0.0% AI exposure, $61K median salary, risk Low
- Railroad Brake, Signal, and Switch Operators and Locomotive Firers: 0.0% AI exposure, $69K median salary, risk Low
- Railroad Conductors and Yardmasters: 0.0% AI exposure, $78K median salary, risk Low
- Subway and Streetcar Operators: 0.0% AI exposure, $86K median salary, risk Low
- Sailors and Marine Oilers: 0.0% AI exposure, $52K median salary, risk Low
- Captains, Mates, and Pilots of Water Vessels: 0.0% AI exposure, $92K median salary, risk Low
- Motorboat Operators: 0.0% AI exposure, $48K median salary, risk Low
- Ship Engineers: 0.0% AI exposure, $110K median salary, risk Low
- Bridge and Lock Tenders: 0.0% AI exposure, $58K median salary, risk Low
- Parking Attendants: 0.0% AI exposure, $35K median salary, risk Low
- Automotive and Watercraft Service Attendants: 0.0% AI exposure, $36K median salary, risk Low
- Traffic Technicians: 0.0% AI exposure, $59K median salary, risk Low
- Transportation Inspectors: 0.0% AI exposure, $92K median salary, risk Low
- Passenger Attendants: 11.7% AI exposure, $38K median salary, risk Medium
- Conveyor Operators and Tenders: 0.0% AI exposure, $42K median salary, risk Low
- Crane and Tower Operators: 0.0% AI exposure, $68K median salary, risk Low
- Dredge Operators: 0.0% AI exposure, $50K median salary, risk Low
- Hoist and Winch Operators: 0.0% AI exposure, $56K median salary, risk Low
- Industrial Truck and Tractor Operators: 0.0% AI exposure, $46K median salary, risk Low
- Cleaners of Vehicles and Equipment: 0.0% AI exposure, $36K median salary, risk Low
- Laborers and Freight, Stock, and Material Movers, Hand: 0.0% AI exposure, $40K median salary, risk Low
- Machine Feeders and Offbearers: 0.0% AI exposure, $41K median salary, risk Low
- Packers and Packagers, Hand: 0.0% AI exposure, $36K median salary, risk Low
- Stockers and Order Fillers: 0.0% AI exposure, $37K median salary, risk Low
- Gas Compressor and Gas Pumping Station Operators: 0.0% AI exposure, $77K median salary, risk Low
- Pump Operators, Except Wellhead Pumpers: 0.0% AI exposure, $62K median salary, risk Low
- Wellhead Pumpers: 0.0% AI exposure, $70K median salary, risk Low
- Refuse and Recyclable Material Collectors: 0.0% AI exposure, $50K median salary, risk Low
- Tank Car, Truck, and Ship Loaders: 0.0% AI exposure, $59K median salary, risk Low
Where the Jobs Are
Sector-level employment meets AI exposure.
Not all sectors are equal. The treemap tiles every sector by employment size, shaded by average AI exposure. Large, lightly-tinted blocks represent millions of relatively resilient jobs; small, deeply-shaded tiles mark sectors where automation pressure is already acute.
Click a sector header to zoom in · click a tile to explore that career
The Exposure Swarm
Every occupation, one dot.
Each circle is a single occupation. Its horizontal position encodes AI exposure; its size scales with total employment. The dense cluster on the right reveals just how many high-employment roles are concentrated in the high-risk zone — with little room to move left.
Beeswarm chart showing 756 occupations by AI exposure. Top exposed: Computer Programmers, Customer Service Representatives, Data Entry Keyers, Medical Records Specialists, Market Research Analysts and Marketing Specialists.
- Chief Executives — 3% AI exposure
- General and Operations Managers — 14% AI exposure
- Legislators — 0% AI exposure
- Advertising and Promotions Managers — 17% AI exposure
- Marketing Managers — 32% AI exposure
- Sales Managers — 4% AI exposure
- Public Relations Managers — 23% AI exposure
- Administrative Services Managers — 0% AI exposure
- Facilities Managers — 13% AI exposure
- Computer and Information Systems Managers — 16% AI exposure
- Financial Managers — 39% AI exposure
- Industrial Production Managers — 1% AI exposure
- Purchasing Managers — 20% AI exposure
- Transportation, Storage, and Distribution Managers — 10% AI exposure
- Compensation and Benefits Managers — 0% AI exposure
- Human Resources Managers — 0% AI exposure
- Training and Development Managers — 38% AI exposure
- Farmers, Ranchers, and Other Agricultural Managers — 0% AI exposure
- Construction Managers — 12% AI exposure
- Education and Childcare Administrators, Preschool and Daycare — 4% AI exposure
- Education Administrators, Kindergarten through Secondary — 5% AI exposure
- Education Administrators, Postsecondary — 6% AI exposure
- Architectural and Engineering Managers — 3% AI exposure
- Food Service Managers — 0% AI exposure
- Gambling Managers — 0% AI exposure
- Lodging Managers — 12% AI exposure
- Medical and Health Services Managers — 7% AI exposure
- Natural Sciences Managers — 6% AI exposure
- Postmasters and Mail Superintendents — 0% AI exposure
- Property, Real Estate, and Community Association Managers — 17% AI exposure
- Social and Community Service Managers — 18% AI exposure
- Emergency Management Directors — 0% AI exposure
- Funeral Home Managers — 1% AI exposure
- Personal Service Managers, All Other — 12% AI exposure
- Managers, All Other — 7% AI exposure
- Agents and Business Managers of Artists, Performers, and Athletes — 12% AI exposure
- Claims Adjusters, Examiners, and Investigators — 8% AI exposure
- Insurance Appraisers, Auto Damage — 0% AI exposure
- Compliance Officers — 12% AI exposure
- Cost Estimators — 0% AI exposure
- Human Resources Specialists — 40% AI exposure
- Farm Labor Contractors — 0% AI exposure
- Labor Relations Specialists — 0% AI exposure
- Logisticians — 16% AI exposure
- Management Analysts — 24% AI exposure
- Meeting, Convention, and Event Planners — 10% AI exposure
- Fundraisers — 5% AI exposure
- Compensation, Benefits, and Job Analysis Specialists — 6% AI exposure
- Training and Development Specialists — 28% AI exposure
- Market Research Analysts and Marketing Specialists — 65% AI exposure
The Global Picture
AI exposure does not respect borders.
Countries that specialise in routine cognitive work — data processing, back-office finance, call centres — carry disproportionate exposure. The choropleth colours each country by its weighted AI exposure score, highlighting where economic transitions will be most consequential.
The Path Forward
Skills, not just jobs, define the transition.
Automation rarely eliminates skill sets entirely — it redistributes demand. The Sankey diagram traces how workers in high-exposure occupations share skills with lower-exposure roles, mapping the most viable reskilling pathways available right now.
Career transition flows from 6 high-AI-exposure occupations (Computer Programmers, Customer Service Representatives, Data Entry Keyers, Medical Records Specialists, Market Research Analysts and Marketing Specialists, Medical Transcriptionists) to 29 resilient career pathways, sized by shared skill count.