Occupations

Complete O*NET occupation classification with 1004 occupations organized by SOC major groups.

Major Groups

23 occupation categories - organized by Standard Occupational Classification (SOC).

Code	Name	Count	Digital	Physical
11	Management Occupations	58	163	2628
13	Business and Financial Operations Occupations	50	398	1710
15	Computer and Mathematical Occupations	38	786	866
17	Architecture and Engineering Occupations	59	656	2657
19	Life, Physical, and Social Science Occupations	66	495	2420
21	Community and Social Service Occupations	18	29	631
23	Legal Occupations	8	12	219
25	Educational Instruction and Library Occupations	64	191	2854
27	Arts, Design, Entertainment, Sports, and Media Occupations	45	114	1811
29	Healthcare Practitioners and Technical Occupations	96	285	3420
31	Healthcare Support Occupations	20	41	726
33	Protective Service Occupations	28	57	1081
35	Food Preparation and Serving Related Occupations	17	7	596
37	Building and Grounds Cleaning and Maintenance Occupations	10	39	381
39	Personal Care and Service Occupations	34	11	1091
41	Sales and Related Occupations	23	45	800
43	Office and Administrative Support Occupations	55	269	1841
45	Farming, Fishing, and Forestry Occupations	14	11	637
47	Construction and Extraction Occupations	61	71	2735
49	Installation, Maintenance, and Repair Occupations	52	104	2108
51	Production Occupations	112	193	5846
53	Transportation and Material Moving Occupations	57	60	2214
55	Military Specific Occupations	19	0	0

Complete Classification

Management Occupations

SOC 11 - 58 occupations

Occupation	Digital	Physical
Chief Executives	4	126
Chief Sustainability Officers	4	50
General and Operations Managers	4	42
Legislators	0	77
Advertising and Promotions Managers	1	68
Marketing Managers	4	81
Sales Managers	0	28
Public Relations Managers	0	34
Fundraising Managers	6	31
Administrative Services Managers	0	42
Facilities Managers	0	19
Security Managers	0	132
Computer and Information Systems Managers	16	16
Financial Managers	12	37
Treasurers and Controllers	1	47
Investment Fund Managers	2	29
Industrial Production Managers	4	44
Quality Control Systems Managers	4	36
Geothermal Production Managers	3	26
Biofuels Production Managers	0	35
Biomass Power Plant Managers	2	31
Hydroelectric Production Managers	1	35
Purchasing Managers	1	26
Transportation, Storage, and Distribution Managers	7	64
Supply Chain Managers	5	67
Compensation and Benefits Managers	3	45
Human Resources Managers	4	51
Training and Development Managers	0	18
Farmers, Ranchers, and Other Agricultural Managers	7	84
Construction Managers	0	65
Education and Childcare Administrators, Preschool and Daycare	5	56
Education Administrators, Kindergarten through Secondary	6	99
Education Administrators, All Other	0	0
Architectural and Engineering Managers	2	54
Biofuels/Biodiesel Technology and Product Development Managers	5	37
Food Service Managers	0	48
Gambling Managers	0	29
Entertainment and Recreation Managers, Except Gambling	2	24
Lodging Managers	1	42
Medical and Health Services Managers	2	58
Natural Sciences Managers	2	45
Clinical Research Coordinators	6	51
Water Resource Specialists	3	41
Postmasters and Mail Superintendents	0	21
Property, Real Estate, and Community Association Managers	0	72
Social and Community Service Managers	0	30
Emergency Management Directors	0	51
Funeral Home Managers	4	47
Personal Service Managers, All Other	0	0
Fitness and Wellness Coordinators	7	50
Spa Managers	0	36
Managers, All Other	0	0
Regulatory Affairs Managers	8	35
Compliance Managers	5	48
Loss Prevention Managers	10	33
Wind Energy Operations Managers	0	42
Wind Energy Development Managers	0	39
Brownfield Redevelopment Specialists and Site Managers	0	54

Business and Financial Operations Occupations

SOC 13 - 50 occupations

Occupation	Digital	Physical
Agents and Business Managers of Artists, Performers, and Athletes	0	25
Buyers and Purchasing Agents, Farm Products	0	32
Wholesale and Retail Buyers, Except Farm Products	1	54
Purchasing Agents, Except Wholesale, Retail, and Farm Products	8	46
Claims Adjusters, Examiners, and Investigators	6	52
Insurance Appraisers, Auto Damage	0	11
Compliance Officers	6	29
Environmental Compliance Inspectors	25	37
Equal Opportunity Representatives and Officers	1	33
Government Property Inspectors and Investigators	2	34
Coroners	0	35
Regulatory Affairs Specialists	7	56
Customs Brokers	2	42
Cost Estimators	4	29
Human Resources Specialists	9	54
Farm Labor Contractors	0	10
Labor Relations Specialists	6	58
Logisticians	4	30
Logistics Engineers	14	60
Logistics Analysts	9	61
Project Management Specialists	0	30
Management Analysts	5	21
Meeting, Convention, and Event Planners	0	35
Fundraisers	13	68
Compensation, Benefits, and Job Analysis Specialists	10	59
Training and Development Specialists	2	52
Market Research Analysts and Marketing Specialists	8	13
Search Marketing Strategists	58	25
Business Operations Specialists, All Other	0	0
Business Continuity Planners	15	45
Sustainability Specialists	2	30
Online Merchants	43	28
Security Management Specialists	10	45
Accountants and Auditors	16	48
Appraisers of Personal and Business Property	1	17
Appraisers and Assessors of Real Estate	2	45
Budget Analysts	1	17
Credit Analysts	11	10
Financial and Investment Analysts	13	35
Personal Financial Advisors	0	29
Insurance Underwriters	0	15
Financial Risk Specialists	16	37
Financial Examiners	26	31
Credit Counselors	4	48
Loan Officers	9	28
Tax Examiners and Collectors, and Revenue Agents	2	36
Tax Preparers	6	16
Financial Specialists, All Other	0	0
Financial Quantitative Analysts	19	32
Fraud Examiners, Investigators and Analysts	2	27

Computer and Mathematical Occupations

SOC 15 - 38 occupations

Occupation	Digital	Physical
Computer Systems Analysts	27	9
Health Informatics Specialists	56	29
Information Security Analysts	13	0
Computer and Information Research Scientists	12	17
Computer Network Support Specialists	19	32
Computer User Support Specialists	17	23
Computer Network Architects	37	35
Telecommunications Engineering Specialists	44	20
Database Administrators	18	10
Database Architects	31	11
Data Warehousing Specialists	32	8
Network and Computer Systems Administrators	23	15
Computer Programmers	12	28
Software Developers	23	19
Software Quality Assurance Analysts and Testers	28	35
Web Developers	20	41
Web and Digital Interface Designers	15	48
Video Game Designers	19	28
Computer Occupations, All Other	0	0
Web Administrators	21	58
Geographic Information Systems Technologists and Technicians	43	49
Document Management Specialists	28	34
Penetration Testers	14	22
Information Security Engineers	16	18
Digital Forensics Analysts	20	20
Blockchain Engineers	11	14
Computer Systems Engineers/Architects	43	20
Information Technology Project Managers	4	37
Actuaries	0	33
Mathematicians	9	19
Operations Research Analysts	18	15
Statisticians	22	15
Biostatisticians	17	31
Data Scientists	19	12
Business Intelligence Analysts	14	30
Clinical Data Managers	25	16
Mathematical Science Occupations, All Other	0	0
Bioinformatics Technicians	16	15

Architecture and Engineering Occupations

SOC 17 - 59 occupations

Occupation	Digital	Physical
Architects, Except Landscape and Naval	4	36
Landscape Architects	10	38
Cartographers and Photogrammetrists	10	18
Surveyors	9	45
Geodetic Surveyors	9	66
Aerospace Engineers	46	51
Agricultural Engineers	7	24
Bioengineers and Biomedical Engineers	21	62
Chemical Engineers	3	12
Civil Engineers	6	34
Transportation Engineers	11	68
Water/Wastewater Engineers	22	39
Computer Hardware Engineers	8	19
Electrical Engineers	10	53
Electronics Engineers, Except Computer	40	92
Radio Frequency Identification Device Specialists	22	13
Environmental Engineers	6	94
Health and Safety Engineers, Except Mining Safety Engineers and Inspectors	3	45
Fire-Prevention and Protection Engineers	1	24
Industrial Engineers	6	43
Human Factors Engineers and Ergonomists	19	48
Validation Engineers	4	53
Manufacturing Engineers	0	88
Marine Engineers and Naval Architects	6	46
Materials Engineers	1	35
Mechanical Engineers	19	76
Fuel Cell Engineers	34	21
Automotive Engineers	7	36
Mining and Geological Engineers, Including Mining Safety Engineers	2	75
Nuclear Engineers	3	36
Petroleum Engineers	3	44
Engineers, All Other	0	0
Energy Engineers, Except Wind and Solar	12	28
Mechatronics Engineers	19	25
Microsystems Engineers	18	51
Photonics Engineers	24	43
Robotics Engineers	16	37
Nanosystems Engineers	43	39
Wind Energy Engineers	7	24
Solar Energy Systems Engineers	19	16
Architectural and Civil Drafters	4	87
Electrical and Electronics Drafters	17	50
Mechanical Drafters	12	27
Drafters, All Other	0	0
Aerospace Engineering and Operations Technologists and Technicians	8	13
Civil Engineering Technologists and Technicians	3	18
Electrical and Electronic Engineering Technologists and Technicians	16	82
Electro-Mechanical and Mechatronics Technologists and Technicians	12	70
Robotics Technicians	19	35
Environmental Engineering Technologists and Technicians	11	43
Industrial Engineering Technologists and Technicians	0	104
Nanotechnology Engineering Technologists and Technicians	8	88
Mechanical Engineering Technologists and Technicians	4	115
Automotive Engineering Technicians	9	45
Calibration Technologists and Technicians	2	38
Engineering Technologists and Technicians, Except Drafters, All Other	0	0
Non-Destructive Testing Specialists	3	34
Photonics Technicians	2	46
Surveying and Mapping Technicians	16	65

SOC 19 - 66 occupations

Occupation	Digital	Physical
Animal Scientists	0	21
Food Scientists and Technologists	0	57
Soil and Plant Scientists	4	74
Biochemists and Biophysicists	4	47
Microbiologists	0	52
Zoologists and Wildlife Biologists	2	23
Biological Scientists, All Other	0	0
Bioinformatics Scientists	16	13
Molecular and Cellular Biologists	4	35
Geneticists	5	34
Biologists	4	42
Conservation Scientists	7	79
Range Managers	8	23
Park Naturalists	1	27
Foresters	0	43
Epidemiologists	10	30
Medical Scientists, Except Epidemiologists	13	35
Life Scientists, All Other	0	0
Astronomers	3	20
Physicists	4	19
Atmospheric and Space Scientists	52	55
Chemists	0	37
Materials Scientists	0	39
Environmental Scientists and Specialists, Including Health	16	49
Climate Change Policy Analysts	2	40
Environmental Restoration Planners	9	44
Industrial Ecologists	44	61
Geoscientists, Except Hydrologists and Geographers	4	112
Hydrologists	7	45
Physical Scientists, All Other	0	0
Remote Sensing Scientists and Technologists	23	19
Economists	3	24
Environmental Economists	16	35
Survey Researchers	11	17
Industrial-Organizational Psychologists	2	61
Clinical and Counseling Psychologists	12	99
School Psychologists	1	37
Psychologists, All Other	0	0
Neuropsychologists	3	25
Clinical Neuropsychologists	3	34
Sociologists	17	12
Urban and Regional Planners	14	67
Anthropologists and Archeologists	8	49
Geographers	3	17
Historians	6	39
Political Scientists	6	34
Social Scientists and Related Workers, All Other	0	0
Transportation Planners	9	33
Agricultural Technicians	22	56
Precision Agriculture Technicians	16	17
Food Science Technicians	4	44
Biological Technicians	4	40
Chemical Technicians	0	42
Environmental Science and Protection Technicians, Including Health	3	59
Geological Technicians, Except Hydrologic Technicians	19	37
Hydrologic Technicians	10	34
Nuclear Technicians	1	35
Nuclear Monitoring Technicians	1	26
Social Science Research Assistants	12	21
Forest and Conservation Technicians	4	37
Forensic Science Technicians	8	48
Life, Physical, and Social Science Technicians, All Other	0	0
Quality Control Analysts	5	29
Remote Sensing Technicians	17	17
Occupational Health and Safety Specialists	4	66
Occupational Health and Safety Technicians	9	54

SOC 21 - 18 occupations

Occupation	Digital	Physical
Substance Abuse and Behavioral Disorder Counselors	0	59
Educational, Guidance, and Career Counselors and Advisors	3	60
Marriage and Family Therapists	0	28
Mental Health Counselors	0	64
Rehabilitation Counselors	3	33
Counselors, All Other	0	0
Child, Family, and School Social Workers	0	44
Healthcare Social Workers	1	35
Mental Health and Substance Abuse Social Workers	0	54
Social Workers, All Other	0	0
Health Education Specialists	4	21
Probation Officers and Correctional Treatment Specialists	17	37
Social and Human Service Assistants	0	40
Community Health Workers	0	74
Community and Social Service Specialists, All Other	0	0
Clergy	0	45
Directors, Religious Activities and Education	1	37
Religious Workers, All Other	0	0

Legal Occupations

SOC 23 - 8 occupations

Occupation	Digital	Physical
Lawyers	4	40
Judicial Law Clerks	2	38
Administrative Law Judges, Adjudicators, and Hearing Officers	1	35
Arbitrators, Mediators, and Conciliators	1	36
Judges, Magistrate Judges, and Magistrates	1	29
Paralegals and Legal Assistants	2	14
Title Examiners, Abstractors, and Searchers	1	27
Legal Support Workers, All Other	0	0

Educational Instruction and Library Occupations

SOC 25 - 64 occupations

Occupation	Digital	Physical
Business Teachers, Postsecondary	3	43
Computer Science Teachers, Postsecondary	5	39
Mathematical Science Teachers, Postsecondary	3	37
Architecture Teachers, Postsecondary	3	36
Engineering Teachers, Postsecondary	3	39
Agricultural Sciences Teachers, Postsecondary	3	38
Biological Science Teachers, Postsecondary	3	42
Forestry and Conservation Science Teachers, Postsecondary	3	41
Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary	3	44
Chemistry Teachers, Postsecondary	3	49
Environmental Science Teachers, Postsecondary	3	43
Physics Teachers, Postsecondary	3	39
Anthropology and Archeology Teachers, Postsecondary	3	43
Area, Ethnic, and Cultural Studies Teachers, Postsecondary	3	39
Economics Teachers, Postsecondary	3	37
Geography Teachers, Postsecondary	6	37
Political Science Teachers, Postsecondary	3	37
Psychology Teachers, Postsecondary	3	44
Sociology Teachers, Postsecondary	5	37
Social Sciences Teachers, Postsecondary, All Other	0	0
Health Specialties Teachers, Postsecondary	3	36
Nursing Instructors and Teachers, Postsecondary	3	46
Education Teachers, Postsecondary	4	39
Library Science Teachers, Postsecondary	4	43
Criminal Justice and Law Enforcement Teachers, Postsecondary	3	38
Law Teachers, Postsecondary	3	38
Social Work Teachers, Postsecondary	3	39
Art, Drama, and Music Teachers, Postsecondary	3	49
Communications Teachers, Postsecondary	3	37
English Language and Literature Teachers, Postsecondary	4	49
Foreign Language and Literature Teachers, Postsecondary	3	38
History Teachers, Postsecondary	3	42
Philosophy and Religion Teachers, Postsecondary	3	36
Family and Consumer Sciences Teachers, Postsecondary	3	38
Recreation and Fitness Studies Teachers, Postsecondary	3	38
Postsecondary Teachers, All Other	0	0
Preschool Teachers, Except Special Education	2	73
Kindergarten Teachers, Except Special Education	2	88
Elementary School Teachers, Except Special Education	2	76
Middle School Teachers, Except Special and Career/Technical Education	2	80
Secondary School Teachers, Except Special and Career/Technical Education	2	69
Career/Technical Education Teachers, Secondary School	8	67
Special Education Teachers, Kindergarten	2	117
Special Education Teachers, Elementary School	2	87
Special Education Teachers, Middle School	4	89
Special Education Teachers, All Other	0	0
Adapted Physical Education Specialists	0	46
ESL Instructors	2	99
Self-Enrichment Teachers	0	81
Substitute Teachers, Short-Term	2	23
Tutors	6	55
Teachers and Instructors, All Other	0	0
Archivists	15	20
Curators	0	37
Museum Technicians and Conservators	1	59
Librarians and Media Collections Specialists	2	68
Library Technicians	3	45
Farm and Home Management Educators	3	21
Instructional Coordinators	9	63
Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education	4	40
Teaching Assistants, Special Education	6	52
Teaching Assistants, Postsecondary	0	29
Teaching Assistants, All Other	0	0
Educational Instruction and Library Workers, All Other	0	0

Arts, Design, Entertainment, Sports, and Media Occupations

SOC 27 - 45 occupations

Occupation	Digital	Physical
Art Directors	1	35
Craft Artists	3	33
Fine Artists, Including Painters, Sculptors, and Illustrators	12	114
Special Effects Artists and Animators	9	37
Artists and Related Workers, All Other	0	0
Commercial and Industrial Designers	0	42
Fashion Designers	0	40
Floral Designers	0	31
Graphic Designers	8	36
Interior Designers	1	38
Merchandise Displayers and Window Trimmers	1	102
Set and Exhibit Designers	1	64
Designers, All Other	0	0
Actors	0	51
Producers and Directors	1	58
Media Programming Directors	3	35
Talent Directors	0	24
Media Technical Directors/Managers	3	18
Athletes and Sports Competitors	0	21
Coaches and Scouts	9	60
Umpires, Referees, and Other Sports Officials	0	30
Dancers	0	35
Choreographers	0	37
Music Directors and Composers	7	50
Musicians and Singers	0	56
Disc Jockeys, Except Radio	1	21
Entertainers and Performers, Sports and Related Workers, All Other	0	0
Broadcast Announcers and Radio Disc Jockeys	1	43
News Analysts, Reporters, and Journalists	9	64
Public Relations Specialists	0	79
Editors	1	52
Technical Writers	4	31
Writers and Authors	2	41
Poets, Lyricists and Creative Writers	0	38
Interpreters and Translators	4	33
Court Reporters and Simultaneous Captioners	1	18
Media and Communication Workers, All Other	0	0
Audio and Video Technicians	9	56
Broadcast Technicians	2	48
Sound Engineering Technicians	5	38
Lighting Technicians	4	27
Photographers	11	49
Camera Operators, Television, Video, and Film	0	53
Film and Video Editors	1	73
Media and Communication Equipment Workers, All Other	0	0

Healthcare Practitioners and Technical Occupations

SOC 29 - 96 occupations

Occupation	Digital	Physical
Chiropractors	1	13
Dentists, General	0	52
Oral and Maxillofacial Surgeons	1	19
Orthodontists	0	13
Prosthodontists	1	20
Dentists, All Other Specialists	0	0
Dietitians and Nutritionists	1	59
Optometrists	0	16
Pharmacists	17	56
Physician Assistants	0	19
Anesthesiologist Assistants	2	25
Podiatrists	1	14
Occupational Therapists	1	42
Low Vision Therapists, Orientation and Mobility Specialists, and Vision Rehabilitation Therapists	3	48
Physical Therapists	12	50
Radiation Therapists	0	48
Recreational Therapists	0	32
Respiratory Therapists	0	42
Speech-Language Pathologists	3	57
Exercise Physiologists	2	65
Therapists, All Other	0	0
Art Therapists	4	60
Music Therapists	9	74
Veterinarians	3	41
Registered Nurses	0	73
Acute Care Nurses	5	66
Advanced Practice Psychiatric Nurses	0	38
Critical Care Nurses	7	36
Clinical Nurse Specialists	8	49
Nurse Anesthetists	2	43
Nurse Midwives	0	46
Nurse Practitioners	1	66
Audiologists	6	46
Anesthesiologists	0	42
Cardiologists	0	42
Dermatologists	2	33
Emergency Medicine Physicians	3	29
Family Medicine Physicians	7	46
General Internal Medicine Physicians	4	60
Neurologists	1	32
Obstetricians and Gynecologists	4	42
Pediatricians, General	4	64
Physicians, Pathologists	4	35
Psychiatrists	4	34
Radiologists	4	43
Physicians, All Other	0	0
Allergists and Immunologists	4	22
Hospitalists	0	23
Urologists	0	32
Physical Medicine and Rehabilitation Physicians	0	24
Preventive Medicine Physicians	2	22
Sports Medicine Physicians	1	49
Ophthalmologists, Except Pediatric	6	27
Orthopedic Surgeons, Except Pediatric	1	25
Pediatric Surgeons	1	40
Surgeons, All Other	0	0
Acupuncturists	0	33
Dental Hygienists	0	27
Healthcare Diagnosing or Treating Practitioners, All Other	0	0
Naturopathic Physicians	1	33
Orthoptists	2	38
Medical and Clinical Laboratory Technologists	2	36
Cytogenetic Technologists	12	49
Cytotechnologists	1	21
Histotechnologists	0	31
Medical and Clinical Laboratory Technicians	3	37
Histology Technicians	0	13
Cardiovascular Technologists and Technicians	3	39
Diagnostic Medical Sonographers	2	43
Nuclear Medicine Technologists	14	24
Radiologic Technologists and Technicians	4	47
Magnetic Resonance Imaging Technologists	0	41
Medical Dosimetrists	5	26
Emergency Medical Technicians	0	25
Paramedics	1	24
Dietetic Technicians	2	25
Pharmacy Technicians	7	44
Psychiatric Technicians	18	36
Surgical Technologists	2	26
Veterinary Technologists and Technicians	0	65
Ophthalmic Medical Technicians	0	32
Licensed Practical and Licensed Vocational Nurses	0	52
Medical Records Specialists	21	23
Opticians, Dispensing	0	34
Orthotists and Prosthetists	0	33
Hearing Aid Specialists	0	21
Health Technologists and Technicians, All Other	0	0
Neurodiagnostic Technologists	3	32
Ophthalmic Medical Technologists	0	53
Patient Representatives	1	39
Health Information Technologists and Medical Registrars	30	23
Athletic Trainers	0	40
Genetic Counselors	4	50
Surgical Assistants	5	57
Healthcare Practitioners and Technical Workers, All Other	0	0
Midwives	0	54

Healthcare Support Occupations

SOC 31 - 20 occupations

Occupation	Digital	Physical
Home Health Aides	0	39
Personal Care Aides	2	25
Nursing Assistants	2	86
Orderlies	2	53
Psychiatric Aides	0	45
Occupational Therapy Assistants	6	43
Occupational Therapy Aides	9	43
Physical Therapist Assistants	0	38
Physical Therapist Aides	0	36
Massage Therapists	3	18
Dental Assistants	0	25
Medical Assistants	0	35
Medical Equipment Preparers	0	27
Medical Transcriptionists	7	42
Pharmacy Aides	2	34
Veterinary Assistants and Laboratory Animal Caretakers	0	47
Phlebotomists	6	45
Healthcare Support Workers, All Other	0	0
Speech-Language Pathology Assistants	2	22
Endoscopy Technicians	0	23

Protective Service Occupations

SOC 33 - 28 occupations

Occupation	Digital	Physical
First-Line Supervisors of Correctional Officers	0	50
First-Line Supervisors of Police and Detectives	0	39
First-Line Supervisors of Firefighting and Prevention Workers	3	78
First-Line Supervisors of Security Workers	0	44
First-Line Supervisors of Protective Service Workers, All Other	0	0
Firefighters	0	57
Fire Inspectors and Investigators	10	49
Forest Fire Inspectors and Prevention Specialists	1	32
Bailiffs	0	20
Correctional Officers and Jailers	0	69
Detectives and Criminal Investigators	1	63
Police Identification and Records Officers	5	25
Intelligence Analysts	14	31
Fish and Game Wardens	3	87
Parking Enforcement Workers	0	39
Police and Sheriff's Patrol Officers	0	63
Customs and Border Protection Officers	11	21
Transit and Railroad Police	4	27
Animal Control Workers	0	38
Private Detectives and Investigators	2	35
Gambling Surveillance Officers and Gambling Investigators	0	18
Security Guards	0	33
Crossing Guards and Flaggers	0	19
Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers	0	27
Transportation Security Screeners	0	41
School Bus Monitors	3	36
Protective Service Workers, All Other	0	0
Retail Loss Prevention Specialists	0	40

SOC 35 - 17 occupations

Occupation	Digital	Physical
Chefs and Head Cooks	2	48
First-Line Supervisors of Food Preparation and Serving Workers	3	45
Cooks, Fast Food	0	31
Cooks, Institution and Cafeteria	0	30
Cooks, Private Household	0	23
Cooks, Short Order	0	19
Cooks, All Other	0	0
Food Preparation Workers	0	84
Bartenders	0	35
Fast Food and Counter Workers	0	57
Baristas	0	34
Waiters and Waitresses	2	54
Food Servers, Nonrestaurant	0	33
Dining Room and Cafeteria Attendants and Bartender Helpers	0	49
Dishwashers	0	27
Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop	0	27
Food Preparation and Serving Related Workers, All Other	0	0

Building and Grounds Cleaning and Maintenance Occupations

SOC 37 - 10 occupations

Occupation	Digital	Physical
Housekeeping Supervisors	0	37
Janitorial Supervisors	22	43
Janitors and Cleaners, Except Maids and Housekeeping Cleaners	0	67
Maids and Housekeeping Cleaners	0	37
Building Cleaning Workers, All Other	0	0
Pest Control Workers	0	51
Landscaping and Groundskeeping Workers	5	61
Pesticide Handlers, Sprayers, and Applicators, Vegetation	12	21
Tree Trimmers and Pruners	0	64
Grounds Maintenance Workers, All Other	0	0

Personal Care and Service Occupations

SOC 39 - 34 occupations

Occupation	Digital	Physical
First-Line Supervisors of Gambling Services Workers	0	50
First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services	2	28
First-Line Supervisors of Personal Service Workers	0	25
Animal Trainers	0	42
Animal Caretakers	0	43
Gambling Dealers	0	28
Gambling and Sports Book Writers and Runners	0	36
Gambling Service Workers, All Other	0	0
Motion Picture Projectionists	0	24
Ushers, Lobby Attendants, and Ticket Takers	0	42
Amusement and Recreation Attendants	0	36
Costume Attendants	0	55
Locker Room, Coatroom, and Dressing Room Attendants	0	43
Entertainment Attendants and Related Workers, All Other	0	0
Embalmers	4	46
Crematory Operators	0	20
Funeral Attendants	0	38
Morticians, Undertakers, and Funeral Arrangers	0	36
Barbers	0	32
Hairdressers, Hairstylists, and Cosmetologists	0	52
Makeup Artists, Theatrical and Performance	3	29
Manicurists and Pedicurists	0	29
Shampooers	0	6
Skincare Specialists	1	22
Baggage Porters and Bellhops	1	47
Concierges	0	27
Tour Guides and Escorts	0	31
Travel Guides	0	38
Childcare Workers	0	37
Nannies	0	34
Exercise Trainers and Group Fitness Instructors	0	32
Recreation Workers	0	41
Residential Advisors	0	42
Personal Care and Service Workers, All Other	0	0

SOC 41 - 23 occupations

Occupation	Digital	Physical
First-Line Supervisors of Retail Sales Workers	0	39
First-Line Supervisors of Non-Retail Sales Workers	0	33
Cashiers	3	44
Gambling Change Persons and Booth Cashiers	1	22
Counter and Rental Clerks	0	30
Parts Salespersons	5	32
Retail Salespersons	0	39
Advertising Sales Agents	12	28
Insurance Sales Agents	2	32
Securities, Commodities, and Financial Services Sales Agents	0	64
Travel Agents	5	15
Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel	0	38
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products	2	73
Solar Sales Representatives and Assessors	4	25
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products	0	39
Demonstrators and Product Promoters	0	46
Models	0	22
Real Estate Brokers	4	24
Real Estate Sales Agents	3	53
Sales Engineers	1	55
Telemarketers	1	24
Door-to-Door Sales Workers, News and Street Vendors, and Related Workers	2	23
Sales and Related Workers, All Other	0	0

Office and Administrative Support Occupations

SOC 43 - 55 occupations

Occupation	Digital	Physical
First-Line Supervisors - Office	0	69
Switchboard Operators, Including Answering Service	2	31
Telephone Operators	1	27
Communications Equipment Operators, All Other	0	0
Bill and Account Collectors	2	22
Billing and Posting Clerks	4	54
Bookkeeping, Accounting, and Auditing Clerks	17	39
Gambling Cage Workers	1	28
Payroll and Timekeeping Clerks	7	26
Procurement Clerks	2	35
Tellers	5	62
Financial Clerks, All Other	0	0
Brokerage Clerks	1	16
Correspondence Clerks	2	23
Court, Municipal, and License Clerks	7	49
Credit Authorizers, Checkers, and Clerks	11	21
Customer Service Representatives	4	25
Eligibility Interviewers, Government Programs	9	21
File Clerks	4	30
Hotel, Motel, and Resort Desk Clerks	0	42
Interviewers, Except Eligibility and Loan	12	24
Library Assistants, Clerical	7	57
Loan Interviewers and Clerks	20	14
New Accounts Clerks	6	15
Order Clerks	0	44
Human Resources Assistants, Except Payroll and Timekeeping	8	28
Receptionists and Information Clerks	5	43
Reservation and Transportation Ticket Agents and Travel Clerks	6	28
Information and Record Clerks, All Other	0	0
Cargo and Freight Agents	8	41
Freight Forwarders	0	62
Couriers and Messengers	0	26
Public Safety Telecommunicators	6	21
Dispatchers, Except Police, Fire, and Ambulance	0	68
Meter Readers, Utilities	10	16
Postal Service Clerks	1	34
Postal Service Mail Carriers	0	41
Postal Service Mail Sorters, Processors, and Processing Machine Operators	0	26
Production, Planning, and Expediting Clerks	0	69
Shipping, Receiving, and Inventory Clerks	4	19
Weighers, Measurers, Checkers, and Samplers, Recordkeeping	0	94
Executive Secretaries and Executive Administrative Assistants	15	34
Legal Secretaries and Administrative Assistants	2	23
Medical Secretaries and Administrative Assistants	3	39
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive	4	58
Data Entry Keyers	8	7
Word Processors and Typists	6	37
Desktop Publishers	13	20
Insurance Claims and Policy Processing Clerks	19	38
Mail Clerks and Mail Machine Operators, Except Postal Service	0	78
Office Clerks, General	3	51
Office Machine Operators, Except Computer	0	32
Proofreaders and Copy Markers	13	23
Statistical Assistants	11	11
Office and Administrative Support Workers, All Other	0	0

Farming, Fishing, and Forestry Occupations

SOC 45 - 14 occupations

Occupation	Digital	Physical
First-Line Supervisors of Farming, Fishing, and Forestry Workers	0	106
Agricultural Inspectors	0	36
Animal Breeders	0	51
Graders and Sorters, Agricultural Products	0	12
Agricultural Equipment Operators	0	56
Farmworkers and Laborers, Crop, Nursery, and Greenhouse	5	72
Farmworkers, Farm, Ranch, and Aquacultural Animals	0	52
Agricultural Workers, All Other	0	0
Fishing and Hunting Workers	0	93
Forest and Conservation Workers	0	45
Fallers	2	53
Logging Equipment Operators	0	26
Log Graders and Scalers	4	35
Logging Workers, All Other	0	0

Construction and Extraction Occupations

SOC 47 - 61 occupations

Occupation	Digital	Physical
First-Line Supervisors of Construction Trades and Extraction Workers	2	38
Solar Energy Installation Managers	10	31
Boilermakers	0	59
Brickmasons and Blockmasons	0	43
Carpenters	0	76
Carpet Installers	0	29
Floor Layers, Except Carpet, Wood, and Hard Tiles	0	47
Floor Sanders and Finishers	1	9
Tile and Stone Setters	0	48
Cement Masons and Concrete Finishers	0	68
Terrazzo Workers and Finishers	0	79
Construction Laborers	0	95
Paving, Surfacing, and Tamping Equipment Operators	0	51
Pile Driver Operators	0	11
Operating Engineers and Other Construction Equipment Operators	0	66
Drywall and Ceiling Tile Installers	0	113
Electricians	0	85
Glaziers	0	134
Insulation Workers, Floor, Ceiling, and Wall	6	31
Insulation Workers, Mechanical	6	23
Painters, Construction and Maintenance	0	77
Pipelayers	0	23
Solar Thermal Installers and Technicians	18	31
Plasterers and Stucco Masons	0	46
Reinforcing Iron and Rebar Workers	0	27
Roofers	0	89
Sheet Metal Workers	2	51
Structural Iron and Steel Workers	0	51
Solar Photovoltaic Installers	7	54
Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters	0	56
Helpers--Carpenters	0	49
Helpers--Electricians	1	65
Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons	0	23
Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters	0	54
Helpers--Roofers	0	35
Helpers, Construction Trades, All Other	0	0
Construction and Building Inspectors	0	46
Energy Auditors	5	38
Elevator and Escalator Installers and Repairers	4	36
Fence Erectors	0	53
Hazardous Materials Removal Workers	1	55
Highway Maintenance Workers	1	31
Rail-Track Laying and Maintenance Equipment Operators	0	65
Septic Tank Servicers and Sewer Pipe Cleaners	0	44
Segmental Pavers	0	21
Construction and Related Workers, All Other	0	0
Weatherization Installers and Technicians	1	44
Derrick Operators, Oil and Gas	3	25
Rotary Drill Operators, Oil and Gas	0	41
Service Unit Operators, Oil and Gas	0	34
Excavating and Loading Machine and Dragline Operators, Surface Mining	0	30
Earth Drillers, Except Oil and Gas	2	54
Explosives Workers, Ordnance Handling Experts, and Blasters	0	84
Continuous Mining Machine Operators	1	25
Roof Bolters, Mining	0	20
Loading and Moving Machine Operators, Underground Mining	0	57
Underground Mining Machine Operators, All Other	0	0
Rock Splitters, Quarry	0	18
Roustabouts, Oil and Gas	0	27
Helpers--Extraction Workers	0	20
Extraction Workers, All Other	0	0

Installation, Maintenance, and Repair Occupations

SOC 49 - 52 occupations

Occupation	Digital	Physical
First-Line Supervisors of Mechanics, Installers, and Repairers	1	72
Computer, Automated Teller, and Office Machine Repairers	4	43
Radio, Cellular, and Tower Equipment Installers and Repairers	10	48
Telecommunications Equipment Installers and Repairers, Except Line Installers	8	70
Avionics Technicians	1	23
Electric Motor, Power Tool, and Related Repairers	0	71
Electrical and Electronics Installers and Repairers, Transportation Equipment	0	35
Electrical and Electronics Repairers, Commercial and Industrial Equipment	3	33
Electrical and Electronics Repairers, Powerhouse, Substation, and Relay	4	28
Electronic Equipment Installers and Repairers, Motor Vehicles	4	21
Audiovisual Equipment Installers and Repairers	0	18
Security and Fire Alarm Systems Installers	2	25
Aircraft Mechanics and Service Technicians	3	81
Automotive Body and Related Repairers	3	62
Automotive Glass Installers and Repairers	0	47
Automotive Service Technicians and Mechanics	9	51
Bus and Truck Mechanics and Diesel Engine Specialists	6	42
Farm Equipment Mechanics and Service Technicians	0	23
Mobile Heavy Equipment Mechanics, Except Engines	0	40
Rail Car Repairers	0	35
Motorboat Mechanics and Service Technicians	1	16
Motorcycle Mechanics	0	21
Outdoor Power Equipment and Other Small Engine Mechanics	1	27
Bicycle Repairers	0	19
Recreational Vehicle Service Technicians	8	41
Tire Repairers and Changers	3	35
Mechanical Door Repairers	0	54
Control and Valve Installers and Repairers, Except Mechanical Door	0	69
Heating, Air Conditioning, and Refrigeration Mechanics and Installers	2	78
Home Appliance Repairers	2	51
Industrial Machinery Mechanics	0	32
Maintenance Workers, Machinery	0	56
Millwrights	0	61
Refractory Materials Repairers, Except Brickmasons	0	28
Electrical Power-Line Installers and Repairers	0	46
Telecommunications Line Installers and Repairers	0	41
Camera and Photographic Equipment Repairers	1	45
Medical Equipment Repairers	0	52
Musical Instrument Repairers and Tuners	6	43
Watch and Clock Repairers	2	36
Precision Instrument and Equipment Repairers, All Other	0	0
Maintenance and Repair Workers, General	1	80
Wind Turbine Service Technicians	7	29
Coin, Vending, and Amusement Machine Servicers and Repairers	0	29
Commercial Divers	2	47
Locksmiths and Safe Repairers	0	26
Manufactured Building and Mobile Home Installers	3	38
Riggers	0	37
Signal and Track Switch Repairers	0	27
Helpers--Installation, Maintenance, and Repair Workers	0	48
Installation, Maintenance, and Repair Workers, All Other	0	0
Geothermal Technicians	7	28

Production Occupations

SOC 51 - 112 occupations

Occupation	Digital	Physical
Production Supervisors	0	47
Aircraft Structure, Surfaces, Rigging, and Systems Assemblers	4	115
Coil Winders, Tapers, and Finishers	1	20
Electrical and Electronic Equipment Assemblers	0	52
Electromechanical Equipment Assemblers	0	39
Engine and Other Machine Assemblers	0	32
Structural Metal Fabricators and Fitters	0	56
Fiberglass Laminators and Fabricators	9	44
Timing Device Assemblers and Adjusters	0	34
Team Assemblers	0	12
Assemblers and Fabricators, All Other	0	0
Bakers	0	49
Butchers and Meat Cutters	0	22
Meat, Poultry, and Fish Cutters and Trimmers	0	22
Slaughterers and Meat Packers	0	37
Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders	4	53
Food Batchmakers	1	72
Food Cooking Machine Operators and Tenders	1	60
Food Processing Workers, All Other	0	0
Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic	0	28
Forging Machine Setters, Operators, and Tenders, Metal and Plastic	0	93
Rolling Machine Setters, Operators, and Tenders, Metal and Plastic	3	41
Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic	1	97
Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic	0	51
Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic	0	52
Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic	0	40
Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic	0	46
Machinists	0	68
Metal-Refining Furnace Operators and Tenders	0	45
Pourers and Casters, Metal	0	35
Foundry Mold and Coremakers	0	29
Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic	0	109
Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic	3	62
Tool and Die Makers	0	67
Welders, Cutters, Solderers, and Brazers	0	100
Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders	6	91
Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic	0	58
Layout Workers, Metal and Plastic	0	48
Plating Machine Setters, Operators, and Tenders, Metal and Plastic	0	113
Tool Grinders, Filers, and Sharpeners	0	40
Metal Workers and Plastic Workers, All Other	0	0
Prepress Technicians and Workers	4	25
Printing Press Operators	9	27
Print Binding and Finishing Workers	0	64
Laundry and Dry-Cleaning Workers	0	85
Pressers, Textile, Garment, and Related Materials	0	83
Sewing Machine Operators	0	82
Shoe and Leather Workers and Repairers	0	75
Shoe Machine Operators and Tenders	0	51
Sewers, Hand	0	32
Tailors, Dressmakers, and Custom Sewers	0	66
Textile Bleaching and Dyeing Machine Operators and Tenders	0	49
Textile Cutting Machine Setters, Operators, and Tenders	0	29
Textile Knitting and Weaving Machine Setters, Operators, and Tenders	0	60
Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders	1	59
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers	0	29
Fabric and Apparel Patternmakers	15	51
Upholsterers	0	69
Textile, Apparel, and Furnishings Workers, All Other	0	0
Cabinetmakers and Bench Carpenters	2	69
Furniture Finishers	1	66
Model Makers, Wood	0	43
Patternmakers, Wood	3	51
Sawing Machine Setters, Operators, and Tenders, Wood	0	80
Woodworking Machine Setters, Operators, and Tenders, Except Sawing	9	80
Woodworkers, All Other	0	0
Nuclear Power Reactor Operators	3	43
Power Distributors and Dispatchers	3	27
Power Plant Operators	6	60
Biomass Plant Technicians	3	43
Hydroelectric Plant Technicians	1	56
Stationary Engineers and Boiler Operators	3	59
Water and Wastewater Treatment Plant and System Operators	2	12
Chemical Plant and System Operators	1	76
Gas Plant Operators	0	45
Petroleum Pump System Operators, Refinery Operators, and Gaugers	2	46
Plant and System Operators, All Other	0	0
Biofuels Processing Technicians	1	32
Chemical Equipment Operators and Tenders	1	60
Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders	0	83
Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders	3	46
Grinding and Polishing Workers, Hand	1	64
Mixing and Blending Machine Setters, Operators, and Tenders	2	50
Cutters and Trimmers, Hand	3	43
Cutting and Slicing Machine Setters, Operators, and Tenders	0	90
Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders	0	105
Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders	0	47
Inspectors, Testers, Sorters, Samplers, and Weighers	4	106
Jewelers and Precious Stone and Metal Workers	1	56
Gem and Diamond Workers	40	90
Dental Laboratory Technicians	0	39
Medical Appliance Technicians	0	41
Ophthalmic Laboratory Technicians	0	63
Packaging and Filling Machine Operators and Tenders	0	47
Painting, Coating, and Decorating Workers	0	17
Coating, Painting, and Spraying Machine Setters, Operators, and Tenders	1	93
Semiconductor Processing Technicians	0	51
Photographic Process Workers and Processing Machine Operators	11	92
Computer Numerically Controlled Tool Operators	8	44
Computer Numerically Controlled Tool Programmers	6	27
Adhesive Bonding Machine Operators and Tenders	0	56
Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders	0	26
Cooling and Freezing Equipment Operators and Tenders	0	60
Etchers and Engravers	1	112
Molders, Shapers, and Casters, Except Metal and Plastic	0	59
Stone Cutters and Carvers, Manufacturing	0	66
Glass Blowers, Molders, Benders, and Finishers	2	31
Potters, Manufacturing	4	45
Paper Goods Machine Setters, Operators, and Tenders	0	41
Tire Builders	0	32
Helpers--Production Workers	3	61
Production Workers, All Other	0	0

Transportation and Material Moving Occupations

SOC 53 - 57 occupations

Occupation	Digital	Physical
Aircraft Cargo Supervisors	2	13
First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand	0	46
Recycling Coordinators	1	49
First-Line Supervisors of Material-Moving Machine and Vehicle Operators	0	59
First-Line Supervisors of Passenger Attendants	2	38
First-Line Supervisors of Transportation Workers, All Other	0	0
Airline Pilots, Copilots, and Flight Engineers	5	58
Commercial Pilots	5	57
Air Traffic Controllers	0	41
Airfield Operations Specialists	1	37
Flight Attendants	0	43
Ambulance Drivers and Attendants, Except Emergency Medical Technicians	0	23
Driver/Sales Workers	0	20
Heavy and Tractor-Trailer Truck Drivers	2	48
Light Truck Drivers	0	23
Bus Drivers, School	3	30
Bus Drivers, Transit and Intercity	3	21
Shuttle Drivers and Chauffeurs	6	54
Taxi Drivers	3	33
Motor Vehicle Operators, All Other	0	0
Locomotive Engineers	0	30
Rail Yard Engineers, Dinkey Operators, and Hostlers	1	50
Railroad Brake, Signal, and Switch Operators and Locomotive Firers	0	51
Railroad Conductors and Yardmasters	1	31
Subway and Streetcar Operators	0	21
Rail Transportation Workers, All Other	0	0
Sailors and Marine Oilers	2	68
Captains, Mates, and Pilots of Water Vessels	2	66
Motorboat Operators	0	26
Ship Engineers	12	35
Bridge and Lock Tenders	1	40
Parking Attendants	0	35
Automotive and Watercraft Service Attendants	0	30
Aircraft Service Attendants	1	30
Traffic Technicians	6	68
Transportation Inspectors	0	24
Aviation Inspectors	0	65
Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation	0	39
Passenger Attendants	0	21
Transportation Workers, All Other	0	0
Conveyor Operators and Tenders	0	79
Crane and Tower Operators	0	40
Dredge Operators	0	10
Hoist and Winch Operators	0	112
Industrial Truck and Tractor Operators	0	61
Cleaners of Vehicles and Equipment	0	92
Laborers and Freight, Stock, and Material Movers, Hand	0	38
Recycling and Reclamation Workers	0	40
Machine Feeders and Offbearers	0	42
Packers and Packagers, Hand	0	34
Stockers and Order Fillers	0	104
Gas Compressor and Gas Pumping Station Operators	0	18
Pump Operators, Except Wellhead Pumpers	1	33
Wellhead Pumpers	0	19
Refuse and Recyclable Material Collectors	0	28
Tank Car, Truck, and Ship Loaders	0	41
Material Moving Workers, All Other	0	0

Military Specific Occupations

SOC 55 - 19 occupations

Occupation	Digital	Physical
Air Crew Officers	0	0
Aircraft Launch and Recovery Officers	0	0
Armored Assault Vehicle Officers	0	0
Artillery and Missile Officers	0	0
Command and Control Center Officers	0	0
Infantry Officers	0	0
Special Forces Officers	0	0
Military Officer Special and Tactical Operations Leaders, All Other	0	0
First-Line Supervisors of Air Crew Members	0	0
First-Line Supervisors of Weapons Specialists/Crew Members	0	0
First-Line Supervisors of All Other Tactical Operations Specialists	0	0
Air Crew Members	0	0
Aircraft Launch and Recovery Specialists	0	0
Armored Assault Vehicle Crew Members	0	0
Artillery and Missile Crew Members	0	0
Command and Control Center Specialists	0	0
Infantry	0	0
Special Forces	0	0
Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other	0	0

Data Source

O*NET: Occupational Information Network (occupations.org.ai)
1004 total occupations across 23 SOC major groups
41468 work tasks with digital/physical classification
Updated: O*NET Database 29.0

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