How over is it?

A mood ring wired to real instruments

AI exposure Community and social service

Will AI replace healthcare social workers?

Healthcare Social Workers. US occupation 21-1022.

9.2%

of the time healthcare social workers spend on their work goes on tasks where AI is already being used to do that work.of healthcare social workers' working hours go on tasks AI has already started taking off their plate.

Ranked 195 of 756 US occupations. More exposed than 74% of them.Further along than 74% of them.

Average US job 7.7%

Well above the typical job.Ahead of most of the workforce.

What AI already does for healthcare social workersWhat healthcare social workers no longer do alone

O*NET lists 17 tasks for healthcare social workers. AI use at work shows up in 1 of them. Each score runs from 0.5, where every observed use helps a person with the task, to 1, where every use does the task outright.

  1. Monitor, evaluate, and record client progress according to measurable goals described in treatment and care plan.Core task mostly automated 1.00

What it does not touch, yetWhat still needs a human

16 of the 17 tasks show no AI use at work in the data.

  • Advocate for clients or patients to resolve crises.Core task
  • Collaborate with other professionals to evaluate patients' medical or physical condition and to assess client needs.Core task
  • Conduct social research to advance knowledge in the social work field.Core task
  • Counsel clients and patients in individual and group sessions to help them overcome dependencies, recover from illness, and adjust to life.Core task
  • Develop or advise on social policy and assist in community development.Core task
  • Educate clients about end-of-life symptoms and options to assist them in making informed decisions.Core task
Show the other 10
  • Identify environmental impediments to client or patient progress through interviews and review of patient records.Core task
  • Modify treatment plans to comply with changes in clients' status.Core task
  • Organize support groups or counsel family members to assist them in understanding, dealing with, and supporting the client or patient.Core task
  • Plan and conduct programs to combat social problems, prevent substance abuse, or improve community health and counseling services.Core task
  • Plan discharge from care facility to home or other care facility.Core task
  • Refer patient, client, or family to community resources to assist in recovery from mental or physical illness and to provide access to services such as financial assistance, legal aid, housing, job placement or education.Core task
  • Supervise and direct other workers providing services to clients or patients.Core task
  • Utilize consultation data and social work experience to plan and coordinate client or patient care and rehabilitation, following through to ensure service efficacy.Core task
  • Investigate child abuse or neglect cases and take authorized protective action when necessary.
  • Oversee Medicaid- and Medicare-related paperwork and recordkeeping in hospitals.

How that compares

Among the 12 community and social service occupations, healthcare social workers rank 5. The group averages 5.2%, and its most exposed job is Directors, Religious Activities and Education at 15.3%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Just above in the ranking

  1. 192Nurse Practitioners 9.4%
  2. 193Production, Planning, and Expediting Clerks 9.3%
  3. 193Veterinarians 9.3%

Just below

  1. 197Flight Attendants 9.1%
  2. 198Pharmacists 9.0%
  3. 199Electrical and Electronics Drafters 8.9%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.