Community Sentiment
Do you agree?
Do you agree with the AI automation risk score calculated for this occupation?
AI Automation Index
Will AI Replace Mental Health and Substance Abuse Social Workers?
Task-level automation exposure for Mental Health and Substance Abuse Social Workers: 13 O*NET tasks scored against their work activities, plus the simulator.
E-E-A-T Verified
Developed & audited by Gini Loh Automation Exposure
42%
weighted task index
13 of 13 tasks scored
Median Salary
$60,280 / year
BLS OEWS, May 2025 — this exact occupation
Employment Level
High
132,810 people hold this job — size, not growth
Projected 2025–35
+10.3%
employment change
12,500 openings a year · BLS line item
Pay by state
BLS OEWS publishes 52 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$26,500 – $79,380
Highest medians
New York $79,380
California $79,000
Connecticut $78,640
Minnesota $75,020
Maryland $73,580
Lowest medians
Puerto Rico $26,500
South Carolina $39,930
Alabama $41,500
Kentucky $42,570
Oklahoma $43,120
State figures come from the 21-1023 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.
What the score is made of
Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.
Automation potential 42%
Importance-weighted mean of the scored tasks. This is the headline index.
Physical work 0%
Share of weighted tasks in hands-on or machine-operating work activities.
Judgment & influence 73%
Share in analysis, decisions, teaching, directing, advising, or caring for others.
Routine administration 9%
Share in documenting, recording, and administrative activities.
Rewritten by O*NET 0%
Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.
Consequence of error 12/100
Low
O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.
Constituent Task Mix
13 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
High exposure (≥ 60% of the task is automatable) 0%
0 tasks
Medium exposure (≥ 35%) 75%
10 tasks
Low exposure (below 35%) 25%
3 tasks
How would you survive?
Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.
Simulate Upskilling →Constituent Tasks
#273 · Core · 36% automatable
Counsel clients in individual or group sessions to assist them in dealing with substance abuse, mental or physical illness, poverty, unemployment, or physical abuse.
interpersonal — Personal counseling needs live emotional presence and accountability
Counsel clients or patients with substance abuse issues. Counsel clients or patients regarding personal issues.
#275 · Core · 42% automatable
Collaborate with counselors, physicians, or nurses to plan or coordinate treatment, drawing on social work experience and patient needs.
interpersonal — Client assessment collaboration is professional judgment
Collaborate with other professionals to assess client needs or plan treatments.
#276 · Core · 55% automatable
Monitor, evaluate, and record client progress with respect to treatment goals.
text generation — Maintain client records; human verifies accuracy
Monitor clients to evaluate treatment progress. Maintain client records.
#18487 · Core · 39% automatable
Interview clients, review records, conduct assessments, or confer with other professionals to evaluate the mental or physical condition of clients or patients.
interpersonal — Client info gathering needs human relationship and trust
Collect information about clients. Interview clients to gather information about their backgrounds, needs, or progress. Collaborate with other professionals to assess client needs or plan treatments.
#281 · Core · 28% automatable
Supervise or direct other workers who provide services to clients or patients.
interpersonal — Client/patient service supervision is relational
Supervise workers providing client or patient services.
#279 · Core · 45% automatable
Modify treatment plans according to changes in client status.
decision support — Draft modifications possible; clinician owns clinical judgment
Modify treatment plans to accommodate client needs.
#18489 · Core · 30% automatable
Assist clients in adhering to treatment plans, such as setting up appointments, arranging for transportation to appointments, or providing support.
interpersonal — Coordinating real-world daily life details with client
Assist clients in handling details of daily life.
#18488 · Core · 35% automatable
Educate clients or community members about mental or physical illness, abuse, medication, or available community resources.
interpersonal — Leading live classes/events requires human presence
Lead classes or community events.
#278 · Core · 30% automatable
Counsel or aid family members to assist them in understanding, dealing with, or supporting the client or patient.
interpersonal — Family counseling needs live emotional presence
Counsel family members of clients or patients.
#18490 · Core · 59% automatable
Increase social work knowledge by reviewing current literature, conducting social research, or attending seminars, training workshops, or classes.
information retrieval — AI summarizes social services knowledge; human applies
Conduct research on social issues. Maintain professional social services knowledge.
#277 · Core · 55% automatable
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.
decision support — AI can match programs; human handles eligibility nuance
Refer clients to community or social service programs.
#280 · Supplemental · 45% automatable
Plan or conduct programs to prevent substance abuse, combat social problems, or improve health or counseling services in community.
decision support — Drafts health program plans; stakeholder and epidemiological judgment human
Plan programs to address community health issues.
#282 · Supplemental · 55% automatable
Develop or advise on social policy or assist in community development.
interpersonal — Sensitive social advice needs human relationship
Advise others on social or educational issues.
Embed this calculator on your site ↓
Bloggers & authors: Embed this interactive calculator directly in your articles or comparison guides. It loads dynamically via a responsive iframe (auto-resizing to prevent double scrollbars) and provides a direct, high-value tool for your audience.
<div class="giniloh-calculator-embed" data-calculator="mental-health-and-substance-abuse-social-workers"></div>
<script src="https://giniloh.com/embed.js" async></script> Method
How this was scored
- 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
- 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
- 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
- 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.
Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.
Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast
See the full method →Related Article
Best AI Proof Jobs in a Changing Market
Worried robots are coming for your paycheck? You’re not alone—but the real story is far more hopeful. This guide cuts through the scare headlines to reveal exactly where smart, sustainable career opportunities exist right now. We’ve curated a list of true ai proof jobs—roles in healthcare, skilled trades, and cybersecurity that not only survive automation but thrive because of human judgment and empathy. You’ll get specific, money-making data on projected growth (the BLS says wind turbine technicians, for instance, will grow 44% by 2032), real salary ranges from active job listings, and a simple self-assessment quiz to identify your own most resilient path. Plus, we name companies hiring today and the niche job boards they use. Stop worrying and start planning—your secure career is closer than you think.
Read Article ->