Mental Health and Substance Abuse Social Workers
Mental Health and Substance Abuse Social Workers — AI exposure, safer roles, and a pivot plan.
Also known as: Case Manager · Case Therapist · Alcoholism Worker · Addictions Counselor · Behavioral Clinician · Behavioral Technician
This score estimates how exposed the tasks in a role are to current and near-term AI capabilities. It does not predict whether a specific person will lose a job.
Most exposed tasks
Highest structured exposure values in this role’s task mix — the work AI systems can already do most of.
No strongly automatable task in the current data release.
Augmentable tasks
Work where AI assists rather than replaces — the productivity frontier of this role.
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Interview clients, review records, conduct assessments, or confer with other professionals to evaluate the mental or physical condition of clients or patients.58
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Monitor, evaluate, and record client progress with respect to treatment goals.55
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Assist clients in adhering to treatment plans, such as setting up appointments, arranging for transportation to appointments, or providing support.50
Most durable tasks
Lowest exposure — typically judgment, relationships, physical presence, or accountability. This is the human moat.
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Collaborate with counselors, physicians, or nurses to plan or coordinate treatment, drawing on social work experience and patient needs.25
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Supervise or direct other workers who provide services to clients or patients.30
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Counsel clients in individual or group sessions to assist them in dealing with substance abuse, mental or physical illness, poverty, unemployment, or physical abuse.32
Task exposure values and classifications come from the versioned data release — they are structured data, not model output. Bars show exposure contribution relative to this role’s task mix.
What this means
A score of 39 puts Mental Health and Substance Abuse Social Workers in the second quartile of analyzed occupations. In practice, exposure this level is about the mix: 0 of 13 analyzed tasks lean automatable, 7 augmentable, and 6 durable. The useful question isn’t “will AI take this job” — it’s which tasks go first, which get faster, and where to reposition time. That’s what the personalized report maps against your actual week.
One next move: adopt AI deliberately on the augmentable tasks and build visible evidence of the durable ones.
Lower-exposure adjacent roles
No adjacent role in the current data release is at least 10 points lower with ≥50% skill overlap — we don’t label anything “safer” unless the data supports it.
Labor-market context
- $60,280median wage
- 132,810employed
- 13,500annual openings
- +9.7%projected growth
Context only — labor statistics are not inputs to the exposure score. See methodology.
Your week probably doesn’t match the average
This page scores the occupation. The $9 Personalized Risk & Action Report scores your task mix — paste what you actually do and get your own score, confidence level, task matrix, human moat, and a 7/30/90-day plan.
Personalize my result — $9Related roles
Adjacent by skills or family — no exposure claim implied.
FAQ — Mental Health and Substance Abuse Social Workers
- What does a score of 39 mean for a Mental Health and Substance Abuse Social Workers?
- It means that, weighted across the 13 tasks we analyzed for this role, the task mix sits at 39 on a 0–100 exposure scale — in the second quartile of analyzed occupations. It measures task exposure to current and near-term AI capabilities, not the probability of losing a job.
- Which tasks in this role are most exposed to AI?
- This role has no strongly automatable task in the current data release.
- Which parts of this job are most durable?
- The most durable responsibilities are: Collaborate with counselors, physicians, or nurses to plan or coordinate treatment, drawing on social work experience and patient needs; Supervise or direct other workers who provide services to clients or patients; Counsel clients in individual or group sessions to assist them in dealing with substance abuse, mental or physical illness, poverty, unemployment, or physical abuse. Durable tasks typically depend on judgment, relationships, physical presence, or accountability.
- Is this score personalized to me?
- No — this page shows the occupation-level baseline. Two people with the same title often do different work. The $9 personalized report recalculates the score from the tasks you actually do and builds a concrete 7/30/90-day plan around them.
Score version jr-v1 · data release 2026.07.11-r1 · updated 2026-07-11 · baseline mapping: 13 of 13 tasks carry source-level provenance · methodology