Mental Health and Substance Abuse Social Workers
Machines can already do 35% of this job's tasks. By 2035 that rises to 53%. The job changes before it disappears.
Share of the work machines can do
Worldwide baseline, 2026 to 2050
Mental Health and Substance Abuse Social Workers in 2026: the short answer
- Today: machines can do 35% of this job's tasks, and AI use is already seen in 0% of them.
- Forecast: machines can do half of its tasks by 2034, and 53% by 2035, according to the 311 Strategic Intelligence Unit.
- Size: 132,810 people do this job in the United States, on a median pay of $60,280 a year.
- Contact with people: it scores 81% for contact with people.
- Also called: Case Manager, Clinical Social Worker, Clinical Therapist, Clinician.
Updated by the 311 Strategic Intelligence Unit. These are worldwide baseline figures; the Workforce Starburst shows them for your country. Go deeper: How ready am I? or an executive briefing.
How the work changes, task by task
The tasks that take up most of the day, with the share of each that machines can do in 2026 (dark) and 2035 (pink). Worldwide baseline.
| Task | Share of the day | Machines can do | 2026 to 2035 |
|---|---|---|---|
| Counsel clients in individual or group sessions to assist them in dealing with substance abuse, mental or physical illness, poverty, unemployment, or physical abuse | 30% | 32% to 50% | |
| Monitor, evaluate, and record client progress with respect to treatment goals | 15% | 71% to 82% | |
| Interview clients, review records, conduct assessments, or confer with other professionals to evaluate the mental or physical condition of clients or patients | 13% | 42% to 65% | |
| Assist clients in adhering to treatment plans, such as setting up appointments, arranging for transportation to appointments, or providing support | 9% | 9% to 27% | |
| Collaborate with counselors, physicians, or nurses to plan or coordinate treatment, drawing on social work experience and patient needs | 8% | 27% to 46% | |
| Educate clients or community members about mental or physical illness, abuse, medication, or available community resources | 5% | 22% to 42% | |
| Refer patient, client, or family to community resources for housing or treatment to assist in recovery from mental or physical illness, following through to ensure service efficacy | 5% | 9% to 27% | |
| Modify treatment plans according to changes in client status | 4% | 32% to 55% |
The skills this job runs on
The skills mental health and substance abuse social workers use most, most used first.
Safer jobs nearby
Jobs with a similar skill shape where machines can do less of the work by 2035.
- Elementary School Teachers, Except Special Education52% of tasks by 2035 · US median $63,970
- Psychiatric Technicians32% of tasks by 2035 · US median $45,130
- Emergency Medicine Physicians47% of tasks by 2035 · US median $335,550
- Sports Medicine Physicians42% of tasks by 2035 · US median $265,930
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Questions
When will machines do half of the tasks of Mental Health and Substance Abuse Social Workers?
Machines can do half of its tasks by 2034. That is the worldwide baseline from the 311 Workforce Starburst, before adjusting for country.
Will AI take the job of mental health and substance abuse social workers?
Machines can do 35% of the tasks of mental health and substance abuse social workers today and 53% by 2035. The job changes before it disappears: the routine tasks move first.
Sources and citing
Tasks and their share of the day: O*NET 31.0, occupation 21-1023.00 (US Department of Labor, CC BY 4.0). Pay and jobs: US Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025. AI use today: Anthropic Economic Index (CC BY). Scoring and forecast: the 311 Strategic Intelligence Unit; after 2035 the figures extend each trend, with lower confidence. Foresight, not advice.
Cite as: 311 Institute (2026). Mental Health and Substance Abuse Social Workers: the outlook to 2050. 311 Workforce Starburst. https://www.311institute.com/jobs/mental-health-and-substance-abuse-social-workers/