The Task Exposure Indexv2026.Q3
List

Jobs where AI mainly assists rather than replaces

Every occupation in the assisted band (capability of at least half, friction of at least half), ranked by assisted share, highest first. Release v2026.Q3, capability reference date 2026-09-15, built on O*NET 31.0.

These are the jobs where the tools are already good enough to change how the work is done, but licensure, presence, context or the cost of checking the output keeps a person responsible for it. For someone in one of them, that is the best position in the index: the machine does more of the drafting, and the person is still the one who signs.

#OccupationExposedAssistedMedian payRank of 923Band
1Genetic Counselors27.2%36.2%$100,040468assisted
2Radiologists28.0%33.7%$420,860459assisted
3Sports Medicine Physicians23.3%33.2%$265,930519assisted
4Intelligence Analysts32.4%33.2%$93,790406assisted
5Advanced Practice Psychiatric Nurses20.0%33.0%$97,550591assisted
6Paralegals and Legal Assistants33.6%32.8%$62,890389assisted
7Psychiatrists25.5%32.8%$281,870484assisted
8Physicians, Pathologists21.3%32.6%$312,400565assisted
9Allergists and Immunologists20.2%32.5%$265,930589assisted
10Neurologists19.2%32.5%$248,560617assisted
11Lawyers22.0%32.0%$159,670547assisted
12Recreational Therapists23.2%32.0%$61,960523assisted
13Dietitians and Nutritionists30.9%32.0%$76,400424assisted
14Hospitalists22.5%31.9%$265,930537assisted
15Family Medicine Physicians19.2%31.4%$244,180614assisted
16Chiropractors25.4%30.1%$79,200486assisted
17Dietetic Technicians23.5%29.9%$37,640517assisted
18Speech-Language Pathology Assistants25.0%29.9%$48,430494assisted
19Clinical Nurse Specialists20.3%29.8%$97,550588assisted
20Physical Therapists21.0%29.7%$102,760571assisted
21Cytotechnologists21.3%29.3%n/a566assisted
22Preventive Medicine Physicians32.2%29.0%$265,930407assisted
23Rehabilitation Counselors24.4%28.7%$46,850499assisted
24Art Therapists27.6%28.5%$77,930463assisted
25Music Therapists24.1%28.5%$77,930506assisted
26Child, Family, and School Social Workers25.4%28.5%$59,550487assisted
27Medical Scientists, Except Epidemiologists32.6%28.5%$103,410402assisted
28Healthcare Social Workers23.1%28.2%$67,880526assisted
29Clinical and Counseling Psychologists27.4%27.8%$100,580465assisted
30Marriage and Family Therapists23.9%27.7%$66,940510assisted
31Occupational Therapists22.7%27.6%$100,330535assisted
32Medical Dosimetrists23.8%27.3%$147,470512assisted
33Private Detectives and Investigators23.2%27.1%$51,220521assisted
34Community Health Workers30.4%27.0%$51,850426assisted
35Pharmacists29.1%27.0%$140,910447assisted
36Health and Safety Engineers, Except Mining Safety Engineers and Inspectors29.0%26.6%$115,160451assisted
37Probation Officers and Correctional Treatment Specialists30.6%26.3%$66,270425assisted
38Government Property Inspectors and Investigators31.8%26.1%$80,730410assisted
39Educational, Guidance, and Career Counselors and Advisors29.3%25.5%$64,330446assisted
40First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand31.9%25.0%n/a409assisted
41Wind Energy Engineers31.2%24.8%$122,930417assisted
42Civil Engineers28.6%24.8%$100,840454assisted
43Hydroelectric Production Managers29.4%24.5%$126,060443assisted
44Parking Enforcement Workers28.5%23.7%$46,730455assisted
45Social and Human Service Assistants26.6%23.4%$45,930473assisted
46Air Traffic Controllers31.3%23.1%$148,080414assisted
47Subway and Streetcar Operators33.4%22.1%$86,380392assisted
48Customs and Border Protection Officers29.1%21.9%$76,210449assisted

How to read this

Exposed is the share of an occupation’s weighted task load that a generally available AI system can produce today with little structural friction. Assisted is work it can produce but cannot finish alone, because somebody has to be present, accountable, or because checking the output costs as much as doing the work. Untouched is work it cannot produce at all.

Every figure here is computed from task level ratings, and every occupation links to the page that shows its own tasks. If a rating looks wrong, the task is the level to argue at: how this is measured.

Questions about this list

What tops the list?

Genetic Counselors, with 27.2% of its weighted task load exposed to current AI systems, 36.2% assisted and 36.7% untouched. Release v2026.Q3.

How is this list decided?

Every occupation in the assisted band (capability of at least half, friction of at least half), ranked by assisted share, highest first. Scores come from rating every standardised work activity in each occupation against a published rubric, not from rating the occupation as a whole.

Does a high score mean the job disappears?

No. Exposure is not displacement. This measures what current systems can produce and what structurally stands in the way, not what an employer will do about it.

Other cuts of the same data

Exposure is not displacement. This index measures what current systems can produce and what stands in the way. It does not forecast job losses, and it models no adoption, employment or wage effect.