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.
Photonics TechniciansArchitecture and Engineering · 17-3029.08
80↑ saferAI replace? Nah.
AI does 0%AI helps 18%Needs a human 82%
20472038–2060+
60k
$78,350
ShampooersPersonal Care and Service · 39-5093
80↑ saferAI replace? Nah.
AI does 0%AI helps 28%Needs a human 72%
20522043–2060+
8k
$32,600
Gas Compressor and Gas Pumping Station OperatorsTransportation and Material Moving · 53-7071
80↑ saferAI replace? Nah.
AI does 0%AI helps 36%Needs a human 64%
20532044–2060+
4k
$77,320
Aerospace Engineering and Operations Technologists and TechniciansArchitecture and Engineering · 17-3021
80↑ saferAI replace? Nah.
AI does 0%AI helps 10%Needs a human 90%
20472038–2060+
11k
$82,890
Avionics TechniciansInstallation, Maintenance, and Repair · 49-2091
80↑ saferAI replace? Nah.
AI does 0%AI helps 29%Needs a human 71%
20542045–2060+
19k
$82,280
Textile Bleaching and Dyeing Machine Operators and TendersProduction · 51-6061
80↑ saferAI replace? Nah.
AI does 4%AI helps 18%Needs a human 78%
20552046–2060+
5k
$38,180
Nuclear Power Reactor OperatorsProduction · 51-8011
80↑ saferAI replace? Nah.
AI does 0%AI helps 16%Needs a human 84%
20532046–2060+
5k
$122,890
MicrobiologistsLife, Physical, and Social Science · 19-1022
80↑ saferAI replace? Nah.
AI does 0%AI helps 6%Needs a human 94%
20472038–2060+
19k
$87,990
Fish and Game WardensProtective Service · 33-3031
80↑ saferAI replace? Nah.
AI does 0%AI helps 25%Needs a human 75%
20512042–2060+
6k
$74,060
Registered NursesHealthcare Practitioners and Technical · 29-1141
80↑ saferAI replace? Nah.
AI does 0%AI helps 14%Needs a human 86%
20492042–2060+
3.4M
$97,550
Driver/Sales WorkersTransportation and Material Moving · 53-3031
80↑ saferAI replace? Nah.
AI does 0%AI helps 35%Needs a human 65%
20522044–2060+
409k
$38,770
Animal CaretakersPersonal Care and Service · 39-2021
80↑ saferAI replace? Nah.
AI does 0%AI helps 20%Needs a human 80%
20512043–2060+
267k
$35,360
Semiconductor Processing TechniciansProduction · 51-9141
80↑ saferAI replace? Nah.
AI does 0%AI helps 23%Needs a human 77%
20552046–2060+
31k
$51,430
Preschool Teachers, Except Special EducationEducational Instruction and Library · 25-2011
80↑ saferAI replace? Nah.
AI does 0%AI helps 17%Needs a human 83%
20442036–2060+
479k
$38,140
AnesthesiologistsHealthcare Practitioners and Technical · 29-1211
80↑ saferAI replace? Nah.
AI does 0%AI helps 15%Needs a human 85%
20492042–2060+
39k
$391,490
Weatherization Installers and TechniciansConstruction and Extraction · 47-4099.03
80↑ saferAI replace? Nah.
AI does 0%AI helps 34%Needs a human 66%
20562047–2060+
28k
$49,910
ActorsArts, Design, Entertainment, Sports, and Media · 27-2011
80↑ saferAI replace? Nah.
AI does 12%AI helps 0%Needs a human 88%
20462038–2060+
55k
Light Truck DriversTransportation and Material Moving · 53-3033
80↑ saferAI replace? Nah.
AI does 0%AI helps 23%Needs a human 77%
20532044–2060+
983k
$44,860
MachinistsProduction · 51-4041
80↑ saferAI replace? Nah.
AI does 0%AI helps 20%Needs a human 80%
20552046–2060+
287k
$58,750
Bus Drivers, SchoolTransportation and Material Moving · 53-3051
80↑ saferAI replace? Nah.
AI does 0%AI helps 24%Needs a human 76%
20522044–2060+
403k
$47,920
Personal Care AidesHealthcare Support · 31-1122
80↑ saferAI replace? Nah.
AI does 0%AI helps 20%Needs a human 80%
20532045–2060+
4.3M
$35,800
Furnace, Kiln, Oven, Drier, and Kettle Operators and TendersProduction · 51-9051
80↑ saferAI replace? Nah.
AI does 0%AI helps 19%Needs a human 81%
20552046–2060+
14k
$48,040
Agricultural TechniciansLife, Physical, and Social Science · 19-4012
80↑ saferAI replace? Nah.
AI does 2%AI helps 17%Needs a human 81%
20482039–2060+
15k
$49,630
Security GuardsProtective Service · 33-9032
80↑ saferAI replace? Nah.
AI does 9%AI helps 14%Needs a human 77%
20512042–2060+
1.3M
$38,020
Aviation InspectorsTransportation and Material Moving · 53-6051.01
80↑ saferAI replace? Nah.
AI does 0%AI helps 20%Needs a human 80%
20522044–2060+
25k
$92,100
Bridge and Lock TendersTransportation and Material Moving · 53-6011
80↑ saferAI replace? Nah.
AI does 0%AI helps 19%Needs a human 81%
20532044–2060+
3k
$57,700
Camera and Photographic Equipment RepairersInstallation, Maintenance, and Repair · 49-9061
80↑ saferAI replace? Nah.
AI does 5%AI helps 14%Needs a human 81%
20542045–2060+
2k
$52,720
Patternmakers, Metal and PlasticProduction · 51-4062
80↑ saferAI replace? Nah.
AI does 0%AI helps 29%Needs a human 71%
20552046–2060+
1k
$58,000
Postal Service ClerksOffice and Administrative Support · 43-5051
80↑ saferAI replace? Nah.
AI does 0%AI helps 15%Needs a human 85%
20452037–2060+
74k
$62,130
Flight AttendantsTransportation and Material Moving · 53-2031
80↑ saferAI replace? Nah.
AI does 0%AI helps 11%Needs a human 89%
20512043–2060+
132k
$63,580
NanniesPersonal Care and Service · 39-9011.01
80↑ saferAI replace? Nah.
AI does 0%AI helps 8%Needs a human 92%
20512043–2060+
519k
$34,980
Stationary Engineers and Boiler OperatorsProduction · 51-8021
80↑ saferAI replace? Nah.
AI does 0%AI helps 17%Needs a human 83%
20552046–2060+
28k
$78,620
Pump Operators, Except Wellhead PumpersTransportation and Material Moving · 53-7072
80↑ saferAI replace? Nah.
AI does 0%AI helps 24%Needs a human 76%
20532044–2060+
10k
$61,770
Electrical and Electronics Installers and Repairers, Transportation EquipmentInstallation, Maintenance, and Repair · 49-2093
80↑ saferAI replace? Nah.
AI does 0%AI helps 26%Needs a human 74%
20552045–2060+
7k
$84,890
School Bus MonitorsProtective Service · 33-9094
81↑ saferAI replace? Nah.
AI does 0%AI helps 11%Needs a human 89%
20502042–2060+
78k
$35,100
Orthotists and ProsthetistsHealthcare Practitioners and Technical · 29-2091
81↑ saferAI replace? Nah.
AI does 0%AI helps 20%Needs a human 80%
20502042–2060+
9k
$81,110
Transit and Railroad PoliceProtective Service · 33-3052
81↑ saferAI replace? Nah.
AI does 0%AI helps 17%Needs a human 83%
20502042–2060+
4k
$90,230
PodiatristsHealthcare Practitioners and Technical · 29-1081
81↑ saferAI replace? Nah.
AI does 0%AI helps 10%Needs a human 90%
20502042–2060+
10k
$160,300
Conveyor Operators and TendersTransportation and Material Moving · 53-7011
81↑ saferAI replace? Nah.
AI does 0%AI helps 26%Needs a human 74%
20542044–2060+
23k
$42,420
Nurse AnesthetistsHealthcare Practitioners and Technical · 29-1151
81↑ saferAI replace? Nah.
AI does 0%AI helps 15%Needs a human 85%
20512042–2060+
52k
$236,590
Chemical Plant and System OperatorsProduction · 51-8091
81↑ saferAI replace? Nah.
AI does 0%AI helps 23%Needs a human 77%
20542046–2060+
17k
$78,120
Medical and Clinical Laboratory TechniciansHealthcare Practitioners and Technical · 29-2012
81↑ saferAI replace? Nah.
AI does 7%AI helps 0%Needs a human 93%
20512042–2060+
333k
$62,930
Pesticide Handlers, Sprayers, and Applicators, VegetationBuilding and Grounds Cleaning and Maintenance · 37-3012
81↑ saferAI replace? Nah.
AI does 0%AI helps 22%Needs a human 78%
20552046–2060+
27k
$46,340
Skincare SpecialistsPersonal Care and Service · 39-5094
81↑ saferAI replace? Nah.
AI does 0%AI helps 19%Needs a human 81%
20522043–2060+
73k
$45,330
Textile Knitting and Weaving Machine Setters, Operators, and TendersProduction · 51-6063
81↑ saferAI replace? Nah.
AI does 6%AI helps 15%Needs a human 79%
20552046–2060+
13k
$39,530
Diagnostic Medical SonographersHealthcare Practitioners and Technical · 29-2032
81↑ saferAI replace? Nah.
AI does 0%AI helps 22%Needs a human 78%
20512042–2060+
90k
$96,590
Dental AssistantsHealthcare Support · 31-9091
81↑ saferAI replace? Nah.
AI does 0%AI helps 28%Needs a human 72%
20542045–2060+
388k
$48,070
Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and PlasticProduction · 51-4034
81↑ saferAI replace? Nah.
AI does 0%AI helps 22%Needs a human 78%
20552046–2060+
17k
$50,620
BarbersPersonal Care and Service · 39-5011
81↑ saferAI replace? Nah.
AI does 0%AI helps 23%Needs a human 77%
20522043–2060+
15k
$38,210
BaristasFood Preparation and Serving Related · 35-3023.01
81↑ saferAI replace? Nah.
AI does 0%AI helps 18%Needs a human 82%
20542044–2060+
3.9M
$31,200