Mental Health and Substance Abuse Social Workers
In short: today's best AI models could do about 27% of this job's working time (projected from METR's April 2026 measurement and Epoch's November 2026 index) if the work were set up for them, and about 43% by the end of 2028 if progress keeps its long-run pace. The conversations, in-person and hands-on work, about 56% of the time, stays with people.
Assess and treat individuals with mental, emotional, or substance abuse problems, including abuse of alcohol, tobacco, and/or other drugs. Activities may include individual and group therapy, crisis intervention, case management, client advocacy, prevention, and education.
132,810 people do this job in the US. $60,280 a year.
Reviewed on September 30, 2026: what each task is made of, and what handing it over would ask.
A typical 40-hour week
- AI could take on1 h
- A person checks AI's work10 h
- Desk work AI can't do yet7 h
- Stays with people22 h
Mental Health and Substance Abuse Social Workers, now: of a 40-hour week, AI could take on 1 hours, 10 hours become checking its work, 7 hours are desk work it can't do yet, and 22 hours stay with people.
The largest pieces: Plan and run prevention programs (about 2 h, a person checks); Record client progress against goals (about 2 h, a person checks); Assess clients (about 1 h, a person checks).
Estimates for a typical week of this job, if progress keeps its long-run pace, counting work the best models finish four times in five. Every task is below.
of the working time. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.
- 38%
- 6%
- 19%
- 38%
- 0%
of the work: Anthropic's measure of what people already bring to Claude at work (2025). It counts help with part of a task, so it can be higher than the share within reach.
On the chosen pace and reliability. Estimate.
Share of the working time within reach, now to 2030
Change assumptionsHide assumptionsLong-run pace, four in five
What each choice means: , , , , . Every pace starts from .
At this date and pace, models finish tasks up to 2.4 work days long four times in five.
What handing it over would take, now
The 27% within reach splits by what a model would need. The dates, pace and reliability follow the controls above. Estimates.
of the working time. The material can be handed to a model and the result handed back.
of the working time. The model has to be connected to the system the work lives in.
is conversation short enough by length. This site leaves conversation with people, so it is not in the total.
How far this has come
With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 18%. Today's estimate: 27%.
A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.
Measured use over time
Of the Claude.ai conversations Anthropic sampled and tied to a work task, 0.011% went to this job's tasks in May 2026, the 388th largest of the 447 jobs that showed up at all; 1 of its 13 tasks showed up. Within each of Anthropic's methods, never across a change: 0.037% to 0.029% (released February and March 2025); 0.016% to 0.033% (August 2025 to February 2026); none to 0.011% (April to May 2026).
Each release
| Conversations | Share | Rank | Tasks seen |
|---|---|---|---|
| Released February 2025 | 0.037% | 326 of 708 | 4 of 13 |
| Released March 2025 | 0.029% | 363 of 703 | 3 of 13 |
| The week of Aug 4, 2025 (released September 2025) | 0.016% | 399 of 655 | 3 of 13 |
| The week of Nov 13, 2025 (released January 2026) | 0.027% | 343 of 672 | 5 of 13 |
| The week of Feb 5, 2026 (released March 2026) | 0.033% | 314 of 677 | 6 of 13 |
| April 2026 (released June 2026) | none | n/a | 0 of 13 |
| May 2026 (released June 2026) | 0.011% | 388 of 447 | 1 of 13 |
Measured, not estimated: Anthropic's samples of Claude.ai conversations, each tied by a model to an O*NET task, from the Anthropic Economic Index. It says where Claude's use goes, not how much of this job's working time it covers, so it is not on the same scale as the reach above. The releases differ in their sample, their classifier and the smallest share they report (the June 2026 file rounds each task to a hundredth of a percent, so a smaller task reads as none), which is why a change of method starts a new line. At least 96% of each older release's task-tied use matched this site's tasks, and all of the newest. Claude.ai only, so use through other tools and other companies' models is not in it. Every job ranked.
Robots and the physical work
Anthropic rates almost none of this job's working time as physical work, so robots do not reach it.
Anthropic's rating, not this site's estimate: Claude Opus 5, searching the web, rated each physical O*NET task by the kind of setting in which a robot it could cite (deployed, sold or demonstrated) does most of the task, weighted by its own estimate of each task's share of the time (What work can robots do?, September 30, 2026, data CC BY 4.0; every job ranked). A robot shown somewhere is not a robot in your building: cost, setup and safety decide that. The share within reach on this page still counts no body work. The robot behind each rated task is under the task below.
What changes for the people in this job
From the task-by-task review, by the end of 2028 on the long-run pace at four in five. It says which parts of the work stay with people and which change, not whether anyone keeps a job: that depends on decisions no data set can see.
What stays with people
56% of the working time: the conversation, in-person and hands-on parts of the tasks.
- Counsel clients in sessions, the in-person work, 10%
- Plan and run prevention programs, the in-person work, 10%
- Assess clients, the in-person work, 9%
- Advise on social policy, the conversation, 5%
- Supervise other workers, the conversation, 5%
- Educate clients and the community, the in-person work, 4%
What becomes checking the machine
41% of the working time: desk work a model could do by then, in tasks where a mistake costs something or a licensed person signs. A person checks it. Another 2% is desk work that is small if wrong, which can be handed over with lighter checks.
- Plan and run prevention programs, costly if wrong, 14%
- Advise on social policy, costly if wrong, 7%
- Record client progress against goals, severe if wrong, 4%
- Assess clients, a licensed person signs, 4%
- Modify treatment plans, a licensed person signs, 3%
- Supervise other workers, costly if wrong, 3%
What to learn
- The conversations. About 56% of the time is conversation and in-person work, which this site leaves with people: listening, explaining, persuading, calming.
- Reviewing work you did not do yourself. The tasks under What becomes checking the machine, where a mistake costs something, stay a person's to check or sign: spotting what a draft gets wrong is a skill of its own.
- Judgment where errors are severe. Some tasks are severe if wrong. Knowing when not to trust an output matters more there than speed.
- Briefing a model and checking its drafts. About 38% of the time is documents and data, the part models reach first: writing a clear brief, giving the right material, and checking what comes back.
- Dealing with people outside the organization. Customers, patients, suppliers or the public: trust with them is built by a person.
Your own version of this job: read it against your job description. The headline is free; the full personal report, every task with its timeline and what to learn, is $19 (a sample).
The tasks
Sorted by . 13 tasks from .
| Task | ||||
|---|---|---|---|---|
| Plan or conduct programs to prevent substance abuse, combat social problems, or improve health or counseling services in community.Programs planned on paper and run in the community.Done more than yearly by most who do it. | 24% | 1.7 work days3.3 h to 4.2 work days | Documents 60%, in person 40% | 19%Desk part half by Mar 2027 |
| Develop or advise on social policy or assist in community development.Written policy work and meetings with community bodies.Done more than yearly by most who do it. | 13% | 2.1 work days3.3 h to 1.7 work weeks | Documents 60%, conversation 40% | 9%Desk part half by Oct 2027 |
| Interview clients, review records, conduct assessments, or confer with other professionals to evaluate the mental or physical condition of clients or patients.Interviews with the client, the record read, and a word with other professionals.Done daily by most who do it. | 12% | 1.7 h50 min to 3.3 h | In person 50%, documents 30%, conversation 20% | 30%Desk part half by now |
| Counsel clients in individual or group sessions to assist them in dealing with substance abuse, mental or physical illness, poverty, unemployment, or physical abuse.Counseling sessions in person, one to one and in groups.Done hourly or more by most who do it. | 10% | 50 min38 min to 1.3 h | In person 100% | Stays with people |
| Supervise or direct other workers who provide services to clients or patients.Conversation with the workers, with planning and review behind it.Done more than weekly by most who do it. | 8% | 1.3 h25 min to 2.1 h | Conversation 60%, documents 40% | 40%Desk part half by now |
| Educate clients or community members about mental or physical illness, abuse, medication, or available community resources.Talks in person, with the material prepared.Done more than monthly by most who do it. | 5% | 50 min25 min to 1.7 h | In person 80%, documents 20% | 20%Desk part half by now |
| Collaborate with counselors, physicians, or nurses to plan or coordinate treatment, drawing on social work experience and patient needs.Conversations with counselors, physicians and nurses, around the plan.Done more than weekly by most who do it. | 5% | 38 min25 min to 1.3 h | Conversation 60%, documents 40% | 40%Desk part half by now |
| Assist clients in adhering to treatment plans, such as setting up appointments, arranging for transportation to appointments, or providing support.Calls to arrange appointments and transport, with the bookings.Done daily by most who do it. | 5% | 38 min13 min to 50 min | Conversation 60%, systems 40% | 40%Desk part half by now |
| Counsel or aid family members to assist them in understanding, dealing with, or supporting the client or patient.Sessions with families in person.Done more than weekly by most who do it. | 4% | 50 min25 min to 1.3 h | In person 100% | Stays with people |
| Increase social work knowledge by reviewing current literature, conducting social research, or attending seminars, training workshops, or classes.Reading and attending; the knowing is the worker's own.Done more than yearly by most who do it. | 4% | 2.5 h50 min to 6.7 h | Documents 50%, in person 50% | 48%Desk part half by now |
| Monitor, evaluate, and record client progress with respect to treatment goals.Progress evaluated and entered in the record.Done daily by most who do it. AI observed on this task. | 4% | 25 min17 min to 50 min | Systems 60%, documents 40% | 100%Half by now |
| Modify treatment plans according to changes in client status.Reading the record, deciding, and entering the change.Done more than weekly by most who do it. | 3% | 38 min17 min to 1.3 h | Documents 70%, systems 30% | 100%Half by now |
Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach. Made of: how the task's time splits among five kinds of doing. Only the documents and systems parts can count as within reach, so a task that is 30% documents can be at most 30% within reach.
Jobs that share skills with this one
From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.
- Mental Health Counselors43% now, 43% by 2028
- Healthcare Social Workers32% now, 50% by 2028
- Marriage and Family Therapists32% now, 35% by 2028
- Rehabilitation Counselors64% now, 64% by 2028
- Substance Abuse and Behavioral Disorder Counselors33% now, 38% by 2028
- Clinical and Counseling Psychologists34% now, 50% by 2028
Where this job works
The industry groups that employ the most of it (BLS, May 2025).
- Outpatient Care Centers28,670 people
- Individual and Family Services17,790 people
- Offices of Other Health Practitioners17,540 people
- Local Government, excluding Schools and Hospitals13,940 people
- Residential Intellectual and Developmental Disability, Mental Health, and Substance Abuse Facilities13,280 people
Where the most of these jobs are
The metro areas with the most people in it (BLS, May 2025).
Questions about this job
- How much of the work of Mental Health and Substance Abuse Social Workers is within reach of AI now?
- An estimated 27% of the working time is within reach of AI models now and 43% by the end of 2028, on METR's long-run pace at four in five (39% to 44% across the three paces the site shows). Within reach means a model could finish work that long at that reliability. It is not a forecast of jobs lost or of savings.
- Which tasks of Mental Health and Substance Abuse Social Workers come within reach first?
- Weighted by the time each takes, the tasks with the most within reach now (projected from METR's April 2026 measurement and Epoch's November 2026 index) are: Plan and run prevention programs (19% of the task's time now, 60% by the end of 2028); Record client progress against goals (100% of the task's time now); and Assess clients (30% of the task's time now).
- Which tasks of Mental Health and Substance Abuse Social Workers stay with people?
- Tasks that are people work or body work are not counted as within reach at any date. The largest: Counsel clients in sessions; and Counsel family members. Together such tasks are about 15% of the working time, and the people and body parts of the other tasks stay with people too.
- What should Mental Health and Substance Abuse Social Workers learn as AI takes on more of the work?
- By the job's own task-by-task review, the first things to learn are the conversations; reviewing work you did not do yourself; and judgment where errors are severe. By the end of 2028 on the long-run pace at four in five, about 56% of the working time stays with people, 41% becomes checking a model's work and 2% could be handed over with lighter checks. It says which parts of the work change, never whether anyone keeps a job.
- Do people already use AI for the work of Mental Health and Substance Abuse Social Workers?
- In the Claude.ai conversations Anthropic sampled for May 2026 and tied to a work task, 0.011% went to this job's tasks, the 388th largest share of the 447 jobs that showed up; 1 of its 13 tasks appeared. Anthropic's labor market measure puts the share of the job's tasks seen in real Claude use at work at 0%. These are measures of use, not of how much of the work AI could finish, and they cover Claude only.
- Can robots do the physical work of Mental Health and Substance Abuse Social Workers?
- Anthropic's robot exposure rating (September 2026) finds almost none of the working time is physical work, so robots do not reach it.
- How is this estimated?
- From the 13 tasks O*NET lists for the occupation, each with an estimated length checked against GDPval and a share of the working time, reviewed one task at a time on September 30, 2026 for what each is made of (documents, business systems, conversation, in person, hands-on), and METR's measurements of how long a task the best AI models can finish, carried forward to the date from the latest, Claude Mythos Preview (early) in April 2026. Data checked November 10, 2026.
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