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Community & Social Services · Updated Aug 2026

Mental Health and Substance Abuse Social Workers

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.

JVS 2.0.0-phase4b
AI Exposure
54/100
Moderate

How much of this occupation’s work can be materially affected by current AI systems.

Replacement Risk
56/100
Moderate

How likely exposure is to translate into reduced human demand.

Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured

Evidence quality
Confidence82/100
Task coverage88%

Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.

Task-level evidence

What is driving the score?

Occupation scores are built from the task mix—not a single prediction about a job title.

JVS 2.0.0-phase4b
TaskImportanceAI impactExposure
Collaborate with counselors, physicians, or nurses to plan or coordinate treatment, drawing on social work experience and patient needs.High
65
Monitor, evaluate, and record client progress with respect to treatment goals.High
60
Counsel clients in individual or group sessions to assist them in dealing with substance abuse, mental or physical illness, poverty, unemployment, or physical abuse.High
51
Supervise or direct other workers who provide services to clients or patients.High
59
Modify treatment plans according to changes in client status.High
66
Interview clients, review records, conduct assessments, or confer with other professionals to evaluate the mental or physical condition of clients or patients.High
47
Educate clients or community members about mental or physical illness, abuse, medication, or available community resources.Medium
58
Assist clients in adhering to treatment plans, such as setting up appointments, arranging for transportation to appointments, or providing support.Medium
37
Counsel or aid family members to assist them in understanding, dealing with, or supporting the client or patient.Medium
49
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.Medium
50
Most exposed

Where AI can do more

Routine, digitized, and highly repeatable tasks face the greatest pressure.

  1. Modify treatment plans according to changes in client status.66
  2. Collaborate with counselors, physicians, or nurses to plan or coordinate treatment, drawing on social work experience and patient needs.65
  3. Monitor, evaluate, and record client progress with respect to treatment goals.60
  4. Supervise or direct other workers who provide services to clients or patients.59
Hardest to automate

Where people still matter

These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.

  1. Assist clients in adhering to treatment plans, such as setting up appointments, arranging for transportation to appointments, or providing support.01
  2. Interview clients, review records, conduct assessments, or confer with other professionals to evaluate the mental or physical condition of clients or patients.02
  3. Counsel or aid family members to assist them in understanding, dealing with, or supporting the client or patient.03
  4. 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.04
  5. Counsel clients in individual or group sessions to assist them in dealing with substance abuse, mental or physical illness, poverty, unemployment, or physical abuse.05
Where else this work leads

Related occupations

Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.

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Beyond AI capability

Adoption and labour-market outlook

Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.

Human dependency50
Physical dependency33
Adoption pressure54
Labour-market resilience61
Methodology & sources

O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.

Confidence82/100
CalculatedAug 21, 2026
Read methodology →