The exposure report · Community and social work

Social work is protected, and thinly measured

Fifty-two per cent of community and social work cannot be sped up. It is also the second smallest group in the report, at fourteen occupations, so read it carefully.

Exposure means published research judged an AI could halve the time a task takes, at the same quality. It is not a prediction about any job. How to read this


14
occupations
296
rated tasks
52%
cannot be sped up, 11 of 22 in the economy
46pts
between the most and least protected job here
Finding one

Clergy are 71 per cent protected, Health Education Specialists 25 per cent

The dividing line is whether the role is mostly being present with somebody or mostly producing materials and programmes.

Social and Human Service Assistants, the largest occupation here at 398,000 people, sit at 55 per cent protected with 30 per cent reachable today.

Every occupation in the group, least protected first

Solid is reachable with a chat window today, pale needs software building first, grey cannot be sped up. Task counts are shown because several of these rest on fewer than twenty.

Health Education Specialists
Certified Diabetes Educator · Clinical Instructor · Community Health Consultant · Education Coordinator
Tasks16 Doing it 56k
Healthcare Social Workers
Clinical Social Worker · Hospice Social Worker · LMSW (Licensed Master Social Worker) · Medical Social Worker
Tasks17 Doing it 174k
Rehabilitation Counselors
Employment Advisor · Employment Services Case Manager · Employment Specialist · Human Services Care Specialist
Tasks17 Doing it 90k
Probation Officers and Correctional Treatment Specialists
Adult Probation Officer · Correctional Counselor · Deputy Probation Officer (DPO) · Juvenile Probation Officer
Tasks21 Doing it 92k
Directors, Religious Activities and Education
Adult Ministries Director · Campus Ministries Director · Children's Ministries Director · Christian Education Director
Tasks19 Doing it 21k
Mental Health and Substance Abuse Social Workers
Case Manager · Clinical Social Worker · Clinical Therapist · Clinician
Tasks13 Doing it 114k
Social and Human Service Assistants
Addictions Counselor Assistant · Advocate · Clinical Assistant · Residential Care Assistant
Tasks20 Doing it 398k
Educational, Guidance, and Career Counselors and Advisors
Academic Advisor · Academic Counselor · Admissions Counselor · Career Counselor
Tasks34 Doing it 296k
Community Health Workers
Apprise Counselor · Community Health Outreach Worker · Community Health Program Coordinator · Community Health Program Representative (Community Health Program Rep)
Tasks29 Doing it 61k
Mental Health Counselors
Behavior Analyst · Behavioral Health Counselor · Case Manager · Clinician
Tasks27
Child, Family, and School Social Workers
Adoption Social Worker · Case Manager · Case Worker · Child Protective Services Social Worker (CPS Social Worker)
Tasks23 Doing it 340k
Substance Abuse and Behavioral Disorder Counselors
Addictions Counselor · Case Manager · Certified Alcohol and Drug Counselor (ADAC) · Chemical Dependency Counselor (CD Counselor)
Tasks23
Marriage and Family Therapists
Clinical Therapist · Counselor · Family Therapist · Human Relations Counselor
Tasks16 Doing it 55k
Clergy
Bishop · Chaplain · Children's Minister · Imam
Tasks21 Doing it 51k
All 14 community and social work occupations combined
Task-weighted across the whole group, so a large occupation counts for more than a small one
Tasks296
Reachable today Needs software built first Cannot be sped up
If you work in People

Employee assistance and wellbeing work sits here

If your organisation has anything resembling pastoral support, this is the closest occupational profile to it, and it is among the more protected work in the economy.

Worth knowing when somebody proposes automating a wellbeing service. The listening is the job, and the listening is what the ratings say cannot be halved.

What is missing from this chapter

There is no data here on what anybody actually does with AI. A dataset that appears to measure it was removed from this report because its meaning could not be stated. The reasoning is on the limits page.

The exposure ratings cover all 296 tasks in these 14 occupations with no gaps, and were made in 2023 against the model capabilities of that year. Read every figure as a floor.


Exposure ratings from Eloundou, Manning, Mishkin and Rock, GPTs are GPTs: Labor market impact potential of LLMs, Science 384, 1306–1308, 2024, used under the MIT licence. This page includes information from the O*NET Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under the CC BY 4.0 license. O*NET® is a trademark of USDOL/ETA. People Team AI has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. Employment figures from the US Bureau of Labor Statistics.