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Federal data × LLM scoring

AI Career Stats

Occupations

176 scored occupations. Each has a diagnostic hub (“Will AI replace …?”), a task-level AI impact table, and a lower-risk alternatives matrix built from shared O*NET Detailed Work Activities.

Use the risk bands to scan the catalog, then drill into the occupation that matches your search intent. Methodology and limitations are documented on the methodology page.

High automation risk

Full cluster
Occupation AI risk Median pay 2025–35 growth Pages
Telemarketers

41-9041.00

91

High automation risk

$35,450 -21.4%
Travel Agents

41-3041.00

86

High automation risk

$50,160 +0.2%
Tax Preparers

13-2082.00

82

High automation risk

$54,920 +4.7%
Customer Service Representatives

43-4051.00

80

High automation risk

$44,770 -5.3%
Data Entry Keyers

43-9021.00

79

High automation risk

$41,340 -25.5%
Payroll and Timekeeping Clerks

43-3051.00

79

High automation risk

$58,260 -15.9%

Moderate risk

Full cluster
Occupation AI risk Median pay 2025–35 growth Pages
Insurance Underwriters

13-2053.00

74

Moderate automation risk

$81,370 -3.8%
Title Examiners, Abstractors, and Searchers

23-2093.00

74

Moderate automation risk

$58,650 +2.1%
Credit Analysts

13-2041.00

73

Moderate automation risk

$83,510 -4.3%
Medical Records Specialists

29-2072.00

73

Moderate automation risk

$51,140 +7.8%
Medical Secretaries and Administrative Assistants

43-6013.00

73

Moderate automation risk

$45,930 +4.8%
Reservation and Transportation Ticket Agents and Travel Clerks

43-4181.00

73

Moderate automation risk

$44,390 +2.5%
Bookkeeping, Accounting, and Auditing Clerks

43-3031.00

72

Moderate automation risk

$50,670 -5.6%
Word Processors and Typists

43-9022.00

72

Moderate automation risk

$49,280 -34.4%
Executive Secretaries and Executive Administrative Assistants

43-6011.00

71

Moderate automation risk

$76,590 0.0%
Graphic Designers

27-1024.00

71

Moderate automation risk

$62,960 -1.7%
Market Research Analysts and Marketing Specialists

13-1161.00

71

Moderate automation risk

$78,760 +7.0%
Secretaries and Administrative Assistants, Except Legal, Medical, and Executive

43-6014.00

71

Moderate automation risk

$47,540 -6.0%
Billing and Posting Clerks

43-3021.00

70

Moderate automation risk

$48,500 -0.1%
Software Quality Assurance Analysts and Testers

15-1253.00

70

Moderate automation risk

$104,300 +5.7%
Computer Programmers

15-1251.00

69

Moderate automation risk

$100,390 -7.3%
Securities, Commodities, and Financial Services Sales Agents

41-3031.00

69

Moderate automation risk

$78,660 +1.4%
Office Clerks, General

43-9061.00

68

Moderate automation risk

$45,010 -6.0%
Receptionists and Information Clerks

43-4171.00

68

Moderate automation risk

$38,010 -1.7%
Claims Adjusters, Examiners, and Investigators

13-1031.00

67

Moderate automation risk

$78,000 -5.5%
Technical Writers

27-3042.00

67

Moderate automation risk

$90,390 +0.8%
Computer Numerically Controlled Tool Programmers

51-9162.00

66

Moderate automation risk

$68,120 +5.9%
Data Scientists

15-2051.00

66

Moderate automation risk

$120,230 +34.6%
Advertising Sales Agents

41-3011.00

65

Moderate automation risk

$64,820 -7.2%
Insurance Sales Agents

41-3021.00

65

Moderate automation risk

$62,280 +3.3%
Web Developers

15-1254.00

64

Moderate automation risk

$92,650 +3.8%
Writers and Authors

27-3043.00

64

Moderate automation risk

$76,910 -0.3%
Court Reporters and Simultaneous Captioners

27-3092.00

63

Moderate automation risk

$72,420 -0.1%
Database Administrators

15-1242.00

63

Moderate automation risk

$104,620 -0.1%
Interpreters and Translators

27-3091.00

63

Moderate automation risk

$60,170 +2.0%
Loan Officers

13-2072.00

63

Moderate automation risk

$76,690 +1.1%
Budget Analysts

13-2031.00

62

Moderate automation risk

$91,640 +1.9%
Economists

19-3011.00

62

Moderate automation risk

$124,720 +4.7%
Human Resources Specialists

13-1071.00

62

Moderate automation risk

$75,940 +6.4%
Legal Secretaries and Administrative Assistants

43-6012.00

62

Moderate automation risk

$55,570 -5.2%
Computer Network Support Specialists

15-1231.00

61

Moderate automation risk

$76,220 +1.2%
Personal Financial Advisors

13-2052.00

61

Moderate automation risk

$105,070 +1.4%
Training and Development Specialists

13-1151.00

61

Moderate automation risk

$69,280 +10.8%
Accountants and Auditors

13-2011.00

60

Moderate automation risk

$83,680 +5.0%
Project Management Specialists

13-1082.00

60

Moderate automation risk

$102,320 +6.7%
Shipping, Receiving, and Inventory Clerks

43-5071.00

60

Moderate automation risk

$45,260 -7.6%
Compensation, Benefits, and Job Analysis Specialists

13-1141.00

59

Moderate automation risk

$78,210 +6.0%
Compliance Officers

13-1041.00

59

Moderate automation risk

$80,730 +3.8%
Editors

27-3041.00

59

Moderate automation risk

$77,920 -1.1%
Health Information Technologists and Medical Registrars

29-9021.00

59

Moderate automation risk

$68,020 +15.9%
Statisticians

15-2041.00

59

Moderate automation risk

$105,650 +11.0%
Web and Digital Interface Designers

15-1255.00

59

Moderate automation risk

$104,000 +6.0%
Computer Systems Analysts

15-1211.00

58

Moderate automation risk

$105,850 +7.9%
Computer Network Architects

15-1241.00

57

Moderate automation risk

$134,050 +7.7%
Cost Estimators

13-1051.00

57

Moderate automation risk

$78,740 -3.1%
English Language and Literature Teachers, Postsecondary

25-1123.00

57

Moderate automation risk

$78,760 0.0%
Operations Research Analysts

15-2031.00

57

Moderate automation risk

$88,940 +11.9%
Software Developers

15-1252.00

57

Moderate automation risk

$135,980 +10.2%
Film and Video Editors

27-4032.00

56

Moderate automation risk

$75,420 +3.7%
Network and Computer Systems Administrators

15-1244.00

56

Moderate automation risk

$99,130 -4.1%
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products

41-4012.00

56

Moderate automation risk

$72,080 -0.9%
Computer Science Teachers, Postsecondary

25-1021.00

55

Moderate automation risk

$96,980 +4.9%
Computer User Support Specialists

15-1232.00

55

Moderate automation risk

$61,860 -3.5%
Financial and Investment Analysts

13-2051.00

54

Moderate automation risk

$102,740 +7.2%
Information Security Analysts

15-1212.00

54

Moderate automation risk

$129,180 +21.0%
Management Analysts

13-1111.00

54

Moderate automation risk

$101,860 +10.1%
Paralegals and Legal Assistants

23-2011.00

54

Moderate automation risk

$62,890 -0.3%
Public Relations Specialists

27-3031.00

53

Moderate automation risk

$74,750 +1.8%
Real Estate Sales Agents

41-9022.00

53

Moderate automation risk

$52,830 +1.7%
Financial Managers

11-3031.00

51

Moderate automation risk

$166,570 +9.7%
Instructional Coordinators

25-9031.00

51

Moderate automation risk

$77,440 +1.6%
Logisticians

13-1081.00

50

Moderate automation risk

$82,320 +17.6%
News Analysts, Reporters, and Journalists

27-3023.00

50

Moderate automation risk

$62,200 -5.9%
Industrial Engineers

17-2112.00

49

Moderate automation risk

$102,440 +12.4%
Librarians and Media Collections Specialists

25-4022.00

49

Moderate automation risk

$68,270 +2.6%
Marketing Managers

11-2021.00

49

Moderate automation risk

$166,790 +6.9%
Lawyers

23-1011.00

48

Moderate automation risk

$159,670 +4.7%
Computer and Information Systems Managers

11-3021.00

47

Moderate automation risk

$175,140 +15.8%
Interior Designers

27-1025.00

47

Moderate automation risk

$67,190 +2.7%
Pharmacy Technicians

29-2052.00

47

Moderate automation risk

$45,750 +6.4%
Cashiers

41-2011.00

46

Moderate automation risk

$32,880 -6.5%
Environmental Scientists and Specialists, Including Health

19-2041.00

46

Moderate automation risk

$82,220 +6.1%
General and Operations Managers

11-1021.00

46

Moderate automation risk

$105,770 +5.0%
Human Resources Managers

11-3121.00

46

Moderate automation risk

$149,280 +5.5%
Retail Salespersons

41-2031.00

46

Moderate automation risk

$35,410 -0.3%
Medical and Health Services Managers

11-9111.00

45

Moderate automation risk

$123,860 +24.2%
Actuaries

15-2011.00

44

Moderate automation risk

$130,000 +9.2%
Architects, Except Landscape and Naval

17-1011.00

44

Moderate automation risk

$99,280 +4.3%
Commercial and Industrial Designers

27-1021.00

43

Moderate automation risk

$83,910 +2.4%
Mechanical Engineers

17-2141.00

43

Moderate automation risk

$104,110 +11.2%
Sales Managers

11-2022.00

43

Moderate automation risk

$148,270 +4.5%
Civil Engineers

17-2051.00

42

Moderate automation risk

$100,840 +6.4%
Educational, Guidance, and Career Counselors and Advisors

21-1012.00

42

Moderate automation risk

$64,330 +2.9%
Electrical Engineers

17-2071.00

42

Moderate automation risk

$120,630 +9.9%
Pharmacists

29-1051.00

42

Moderate automation risk

$140,910 +5.2%
Secondary School Teachers, Except Special and Career/Technical Education

25-2031.00

42

Moderate automation risk

$72,040 -0.2%
Construction Managers

11-9021.00

41

Moderate automation risk

$114,990 +9.1%
Food Service Managers

11-9051.00

41

Moderate automation risk

$69,390 +5.8%
Urban and Regional Planners

19-3051.00

41

Moderate automation risk

$89,320 +3.9%
Chiropractors

29-1011.00

40

Moderate automation risk

$79,200 +8.7%
Fashion Designers

27-1022.00

39

Moderate automation risk

$80,960 +0.1%
Photographers

27-4021.00

38

Moderate automation risk

$44,660 -0.7%
Producers and Directors

27-2012.00

38

Moderate automation risk

$90,360 +4.0%
Heavy and Tractor-Trailer Truck Drivers

53-3032.00

37

Moderate automation risk

$58,640 +3.8%
Biological Technicians

19-4021.00

36

Moderate automation risk

$57,510 +7.4%
Chemists

19-2031.00

36

Moderate automation risk

$91,240 +6.4%
Family Medicine Physicians

29-1215.00

36

Moderate automation risk

$244,180 +3.3%
Speech-Language Pathologists

29-1127.00

36

Moderate automation risk

$97,870 +16.6%
Clinical and Counseling Psychologists

19-3033.00

35

Moderate automation risk

$100,580 +11.7%
Physical Therapists

29-1123.00

35

Moderate automation risk

$102,760 +11.9%
Substance Abuse and Behavioral Disorder Counselors

21-1011.00

34

Moderate automation risk

Nurse Practitioners

29-1171.00

33

Moderate automation risk

$132,300 +41.0%
Bus Drivers, Transit and Intercity

53-3052.00

31

Moderate automation risk

$59,050 +4.1%
Marriage and Family Therapists

21-1013.00

31

Moderate automation risk

$66,940 +13.5%
Occupational Therapists

29-1122.00

31

Moderate automation risk

$100,330 +14.8%
Taxi Drivers

53-3054.00

31

Moderate automation risk

$42,100 +11.5%
Elementary School Teachers, Except Special Education

25-2021.00

30

Moderate automation risk

$63,970 -0.4%
Chefs and Head Cooks

35-1011.00

29

Moderate automation risk

$62,470 +6.6%
Light Truck Drivers

53-3033.00

29

Moderate automation risk

$44,860 +6.3%
Medical Assistants

31-9092.00

29

Moderate automation risk

$45,690 +12.9%
Physician Assistants

29-1071.00

29

Moderate automation risk

$135,880 +21.1%
Child, Family, and School Social Workers

21-1021.00

28

Moderate automation risk

$59,550 +4.4%
Dental Assistants

31-9091.00

28

Moderate automation risk

$48,070 +7.4%
Farmworkers and Laborers, Crop, Nursery, and Greenhouse

45-2092.00

27

Moderate automation risk

$35,660 -2.4%
Industrial Machinery Mechanics

49-9041.00

27

Moderate automation risk

$64,520 +17.8%
Mental Health Counselors

21-1014.00

27

Moderate automation risk

Special Education Teachers, Secondary School

25-2058.00

27

Moderate automation risk

$74,260 -0.2%
Stockers and Order Fillers

53-7065.00

27

Moderate automation risk

$37,330 +8.9%
Hairdressers, Hairstylists, and Cosmetologists

39-5012.00

26

Moderate automation risk

$35,790 +7.7%
Radiologic Technologists and Technicians

29-2034.00

26

Moderate automation risk

$80,110 +5.0%
Waiters and Waitresses

35-3031.00

26

Moderate automation risk

$35,230 +2.0%
Clergy

21-2011.00

25

Moderate automation risk

$60,810 +2.4%
Optometrists

29-1041.00

25

Moderate automation risk

$136,570 +9.5%
Veterinarians

29-1131.00

25

Moderate automation risk

$130,100 +9.4%
Childcare Workers

39-9011.00

24

Moderate automation risk

$34,980 -2.0%
Correctional Officers and Jailers

33-3012.00

24

Moderate automation risk

$58,940 -7.4%
Judges, Magistrate Judges, and Magistrates

23-1023.00

24

Moderate automation risk

$153,990 +2.8%
Security Guards

33-9032.00

24

Moderate automation risk

$38,020 +0.9%
Orthopedic Surgeons, Except Pediatric

29-1242.00

23

Moderate automation risk

$358,550 +4.0%
Registered Nurses

29-1141.00

23

Moderate automation risk

$97,550 +5.6%
Barbers

39-5011.00

22

Moderate automation risk

$38,210 +3.3%
Machinists

51-4041.00

22

Moderate automation risk

$58,750 +1.0%
Nursing Assistants

31-1131.00

22

Moderate automation risk

$42,260 +2.6%
Police and Sheriff's Patrol Officers

33-3051.00

22

Moderate automation risk

$76,210 +3.5%
Dental Hygienists

29-1292.00

21

Moderate automation risk

$98,100 +8.0%
Butchers and Meat Cutters

51-3021.00

20

Moderate automation risk

$40,140 +2.4%

Lower risk / durable work

Full cluster
Occupation AI risk Median pay 2025–35 growth Pages
Aircraft Mechanics and Service Technicians

49-3011.00

19

Lower automation risk

$79,870 +5.4%
Dentists, General

29-1021.00

19

Lower automation risk

$170,950 +5.7%
Mail Clerks and Mail Machine Operators, Except Postal Service

43-9051.00

19

Lower automation risk

$39,280 -7.2%
Bakers

51-3011.00

18

Lower automation risk

$37,160 +5.5%
Sheet Metal Workers

47-2211.00

18

Lower automation risk

$61,800 +2.5%
Bartenders

35-3011.00

17

Lower automation risk

$34,340 +5.0%
Licensed Practical and Licensed Vocational Nurses

29-2061.00

17

Lower automation risk

$64,400 +3.0%
Automotive Service Technicians and Mechanics

49-3023.00

16

Lower automation risk

$50,620 +5.0%
Carpenters

47-2031.00

16

Lower automation risk

$60,580 +3.9%
Flight Attendants

53-2031.00

16

Lower automation risk

$63,580 +8.8%
Cooks, Fast Food

35-2011.00

15

Lower automation risk

$30,890 +0.6%
Construction Laborers

47-2061.00

14

Lower automation risk

$47,120 +7.3%
Plumbers, Pipefitters, and Steamfitters

47-2152.00

14

Lower automation risk

$63,800 +6.8%
Manicurists and Pedicurists

39-5092.00

13

Lower automation risk

$35,760 +9.2%
Emergency Medical Technicians

29-2042.00

12

Lower automation risk

$44,470 +5.8%
Paramedics

29-2043.00

11

Lower automation risk

$60,600 +5.7%
Brickmasons and Blockmasons

47-2021.00

10

Lower automation risk

$62,120 +1.1%
Electricians

47-2111.00

10

Lower automation risk

$63,190 +9.2%
Heating, Air Conditioning, and Refrigeration Mechanics and Installers

49-9021.00

10

Lower automation risk

$61,010 +10.9%
Home Health Aides

31-1121.00

10

Lower automation risk

Janitors and Cleaners, Except Maids and Housekeeping Cleaners

37-2011.00

10

Lower automation risk

$36,840 +2.2%
Musicians and Singers

27-2042.00

10

Lower automation risk

+0.3%
Painters, Construction and Maintenance

47-2141.00

9

Lower automation risk

$49,400 +3.0%
Veterinary Technologists and Technicians

29-2056.00

9

Lower automation risk

$47,380 +9.4%
Cooks, Restaurant

35-2014.00

7

Lower automation risk

$37,390 +12.1%
Welders, Cutters, Solderers, and Brazers

51-4121.00

7

Lower automation risk

$53,750 +2.4%
Roofers

47-2181.00

6

Lower automation risk

$55,440 +5.3%
Firefighters

33-2011.00

2

Lower automation risk

$59,280 +3.7%
Landscaping and Groundskeeping Workers

37-3011.00

2

Lower automation risk

$39,150 +4.7%
Maids and Housekeeping Cleaners

37-2012.00

2

Lower automation risk

$35,510 +0.6%

FAQ

How do I use this occupation directory?

Start with your job title’s diagnostic hub for the overall AI vulnerability score, then open the task breakdown to see which duties drive exposure, and finally review lower-risk alternatives that share O*NET work activities.

What do the AI risk bands mean?

High is above 75, moderate is 20–75, and lower risk is under 20 on our importance-weighted Generative AI index. Scores measure task exposure — not a prediction that hiring stops.

Where do wages and growth numbers come from?

Median pay and employment change come from the latest BLS Table 1.2 occupational projections (2025–2035 window in our current workbook), joined to O*NET occupations on SOC codes.

Why isn’t every U.S. occupation listed?

This catalog prioritizes about 176 high-search occupations for SEO and product focus. We expand the set over time while keeping task-level scoring quality.