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Every job we score · release 2026-Q4

Every job, ranked by how much still needs a human.

Scores run 0 to 100: higher is safer. Each row shows the verdict, the share of the work that still needs a person, what AI can do today, how good the evidence is and when replacement could happen, always as a range. Click a job for the working.

How to read a row: the number is the Still needs a human score, out of 100, higher is safer; “AI replace?” is our answer to “Will AI replace this job?”; the bar is the task split: white AI does it, grey AI helps, amber needs a human.

Industrial-Organizational PsychologistsLife, Physical, and Social Science · 19-3032
66↑ saferAI replace? A little.
AI does 17%AI helps 50%Needs a human 33%
20402037–2049
790
$193,950
Instructional CoordinatorsEducational Instruction and Library · 25-9031
66↑ saferAI replace? A little.
AI does 18%AI helps 38%Needs a human 44%
20372034–2045
228k
$77,440
Automotive EngineersArchitecture and Engineering · 17-2141.02
66↑ saferAI replace? A little.
AI does 9%AI helps 70%Needs a human 21%
20402036–2048
297k
$104,110
Accountants and AuditorsBusiness and Financial Operations · 13-2011
66↑ saferAI replace? A little.
AI does 10%AI helps 67%Needs a human 23%
20392035–2047
1.4M
$83,680
Legal Secretaries and Administrative AssistantsOffice and Administrative Support · 43-6012
66↑ saferAI replace? A little.
AI does 13%AI helps 55%Needs a human 32%
20402036–2050
156k
$55,570
Sociology Teachers, PostsecondaryEducational Instruction and Library · 25-1067
66↑ saferAI replace? A little.
AI does 9%AI helps 45%Needs a human 46%
20372034–2045
12k
$84,290
Court Reporters and Simultaneous CaptionersArts, Design, Entertainment, Sports, and Media · 27-3092
66↑ saferAI replace? A little.
AI does 22%AI helps 45%Needs a human 33%
20402036–2049
13k
$72,420
Engineering Teachers, PostsecondaryEducational Instruction and Library · 25-1032
66↑ saferAI replace? A little.
AI does 2%AI helps 60%Needs a human 38%
20372034–2045
40k
$109,270
Training and Development ManagersManagement · 11-3131
66↑ saferAI replace? A little.
AI does 11%AI helps 64%Needs a human 25%
20392036–2047
48k
$133,000
Health Specialties Teachers, PostsecondaryEducational Instruction and Library · 25-1071
66↑ saferAI replace? A little.
AI does 5%AI helps 51%Needs a human 44%
20372034–2046
221k
$107,310
Education Teachers, PostsecondaryEducational Instruction and Library · 25-1081
66↑ saferAI replace? A little.
AI does 2%AI helps 51%Needs a human 47%
20372034–2045
61k
$75,350
GeographersLife, Physical, and Social Science · 19-3092
66↑ saferAI replace? A little.
AI does 8%AI helps 61%Needs a human 31%
20412037–2050
1k
$102,040
Social Work Teachers, PostsecondaryEducational Instruction and Library · 25-1113
66↑ saferAI replace? A little.
AI does 8%AI helps 44%Needs a human 48%
20372034–2045
13k
$77,570
Electrical and Electronics DraftersArchitecture and Engineering · 17-3012
66↑ saferAI replace? A little.
AI does 10%AI helps 56%Needs a human 34%
20402036–2049
18k
$76,870
Architecture Teachers, PostsecondaryEducational Instruction and Library · 25-1031
66↑ saferAI replace? A little.
AI does 8%AI helps 44%Needs a human 48%
20372034–2045
8k
$96,870
Film and Video EditorsArts, Design, Entertainment, Sports, and Media · 27-4032
66↑ saferAI replace? A little.
AI does 4%AI helps 69%Needs a human 27%
20402036–2048
26k
$75,420
Video Game DesignersComputer and Mathematical · 15-1255.01
67↑ saferAI replace? A little.
AI does 4%AI helps 68%Needs a human 28%
20372034–2046
113k
$104,000
Forestry and Conservation Science Teachers, PostsecondaryEducational Instruction and Library · 25-1043
67↑ saferAI replace? A little.
AI does 2%AI helps 53%Needs a human 45%
20372034–2045
2k
$101,420
Claims Adjusters, Examiners, and InvestigatorsBusiness and Financial Operations · 13-1031
67↑ saferAI replace? A little.
AI does 8%AI helps 71%Needs a human 21%
20402035–2048
324k
$78,000
Business Continuity PlannersBusiness and Financial Operations · 13-1199.04
67↑ saferAI replace? A little.
AI does 7%AI helps 68%Needs a human 25%
20392035–2047
1.1M
$83,050
PhysicistsLife, Physical, and Social Science · 19-2012
67↑ saferAI replace? A little.
AI does 12%AI helps 49%Needs a human 39%
20402037–2049
20k
$172,250
Family and Consumer Sciences Teachers, PostsecondaryEducational Instruction and Library · 25-1192
67↑ saferAI replace? A little.
AI does 6%AI helps 49%Needs a human 45%
20372034–2045
3k
$75,870
Agents and Business Managers of Artists, Performers, and AthletesBusiness and Financial Operations · 13-1011
67↑ saferAI replace? A little.
AI does 10%AI helps 57%Needs a human 33%
20392035–2047
13k
$82,890
Advertising and Promotions ManagersManagement · 11-2011
67↑ saferAI replace? A little.
AI does 15%AI helps 51%Needs a human 34%
20402036–2048
21k
$133,660
Anthropology and Archeology Teachers, PostsecondaryEducational Instruction and Library · 25-1061
67↑ saferAI replace? A little.
AI does 2%AI helps 56%Needs a human 42%
20372034–2046
5k
$99,650
Environmental Science Teachers, PostsecondaryEducational Instruction and Library · 25-1053
67↑ saferAI replace? A little.
AI does 3%AI helps 54%Needs a human 43%
20372034–2046
7k
$94,980
Purchasing ManagersManagement · 11-3061
67↑ saferAI replace? A little.
AI does 10%AI helps 63%Needs a human 27%
20402036–2048
84k
$148,080
Climate Change Policy AnalystsLife, Physical, and Social Science · 19-2041.01
67↑ saferAI replace? A little.
AI does 0%AI helps 66%Needs a human 34%
20412037–2049
89k
$82,220
Marketing ManagersManagement · 11-2021
67↑ saferAI replace? A little.
AI does 0%AI helps 63%Needs a human 37%
20392036–2048
395k
$166,790
Health Education SpecialistsCommunity and Social Service · 21-1091
67↑ saferAI replace? A little.
AI does 14%AI helps 53%Needs a human 33%
20402036–2048
66k
$64,070
First-Line Supervisors of Office and Administrative Support WorkersOffice and Administrative Support · 43-1011
67↑ saferAI replace? A little.
AI does 9%AI helps 64%Needs a human 27%
20392035–2047
1.4M
$69,500
Geography Teachers, PostsecondaryEducational Instruction and Library · 25-1064
67↑ saferAI replace? A little.
AI does 2%AI helps 55%Needs a human 43%
20372034–2046
3k
$97,590
Compensation, Benefits, and Job Analysis SpecialistsBusiness and Financial Operations · 13-1141
67↑ saferAI replace? A little.
AI does 3%AI helps 85%Needs a human 12%
20402035–2048
112k
$78,210
Fraud Examiners, Investigators and AnalystsBusiness and Financial Operations · 13-2099.04
67↑ saferAI replace? A little.
AI does 5%AI helps 66%Needs a human 29%
20392035–2048
132k
$81,100
Computer and Information Research ScientistsComputer and Mathematical · 15-1221
67↑ saferAI replace? A little.
AI does 8%AI helps 54%Needs a human 38%
20372034–2045
37k
$140,300
Transportation, Storage, and Distribution ManagersManagement · 11-3071
67↑ saferAI replace? A little.
AI does 8%AI helps 57%Needs a human 35%
20402036–2049
221k
$107,230
Financial ManagersManagement · 11-3031
67↑ saferAI replace? A little.
AI does 12%AI helps 64%Needs a human 24%
20392036–2048
842k
$166,570
Judicial Law ClerksLegal · 23-1012
67↑ saferAI replace? A little.
AI does 9%AI helps 68%Needs a human 23%
20402036–2049
13k
$64,920
Electronics Engineers, Except ComputerArchitecture and Engineering · 17-2072
67↑ saferAI replace? A little.
AI does 10%AI helps 51%Needs a human 39%
20402036–2049
97k
$130,220
Agricultural Sciences Teachers, PostsecondaryEducational Instruction and Library · 25-1041
67↑ saferAI replace? A little.
AI does 2%AI helps 50%Needs a human 48%
20372034–2046
9k
$98,700
Art DirectorsArts, Design, Entertainment, Sports, and Media · 27-1011
67↑ saferAI replace? A little.
AI does 7%AI helps 64%Needs a human 29%
20402036–2048
53k
$114,850
Producers and DirectorsArts, Design, Entertainment, Sports, and Media · 27-2012
67↑ saferAI replace? A little.
AI does 21%AI helps 44%Needs a human 35%
20402036–2048
143k
$90,360
Librarians and Media Collections SpecialistsEducational Instruction and Library · 25-4022
67↑ saferAI replace? A little.
AI does 15%AI helps 34%Needs a human 51%
20382034–2047
134k
$68,270
Tax Examiners and Collectors, and Revenue AgentsBusiness and Financial Operations · 13-2081
67↑ saferAI replace? A little.
AI does 14%AI helps 60%Needs a human 26%
20392035–2048
57k
$62,370
Public Relations ManagersManagement · 11-2032
67↑ saferAI replace? A little.
AI does 18%AI helps 43%Needs a human 39%
20392036–2048
75k
$146,910
Sustainability SpecialistsBusiness and Financial Operations · 13-1199.05
67↑ saferAI replace? A little.
AI does 6%AI helps 74%Needs a human 20%
20402035–2048
1.1M
$83,050
Computer and Information Systems ManagersManagement · 11-3021
67↑ saferAI replace? A little.
AI does 13%AI helps 56%Needs a human 31%
20402036–2048
671k
$175,140
Biological Science Teachers, PostsecondaryEducational Instruction and Library · 25-1042
67↑ saferAI replace? A little.
AI does 2%AI helps 49%Needs a human 49%
20372034–2047
50k
$84,620
Intelligence AnalystsProtective Service · 33-3021.06
67↑ saferAI replace? A little.
AI does 6%AI helps 77%Needs a human 17%
20442040–2053
114k
$93,790
Physics Teachers, PostsecondaryEducational Instruction and Library · 25-1054
68↑ saferAI replace? A little.
AI does 2%AI helps 51%Needs a human 47%
20372034–2046
13k
$100,310

Scores are 0 to 100. “Still needs a human” is higher-is-safer; “Can AI do it?” is the share of task time AI can handle today. means there is no direct test of AI against people in that job yet, so no parity number is shown. How we score · Download the data