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AI Automation Index
Will AI Replace Substance Abuse and Behavioral Disorder Counselors?
Task-level automation exposure for Substance Abuse and Behavioral Disorder Counselors: 23 O*NET tasks scored against their work activities, plus the simulator.
E-E-A-T Verified
Developed & audited by Gini Loh Automation Exposure
39%
weighted task index
23 of 23 tasks scored
Median Salary
$60,320 / year
BLS OEWS, May 2025 — 21-1010 group row
Employment Level
Very High
1,035,300 people hold this job — size, not growth
Projected 2025–35
+10.9%
employment change
97,700 openings a year · BLS roll-up 21-1010
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 39%
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 56%
Share in analysis, decisions, teaching, directing, advising, or caring for others.
Routine administration 5%
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 17/100
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
23 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) 10%
2 tasks
Medium exposure (≥ 35%) 56%
13 tasks
Low exposure (below 35%) 34%
8 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
#5583 · Core · 30% automatable
Counsel clients or patients, individually or in group sessions, to assist in overcoming dependencies, adjusting to life, or making changes.
interpersonal — Substance abuse counseling needs trust and accountability
Counsel clients or patients with substance abuse issues.
#5592 · Core · 72% automatable
Attend training sessions to increase knowledge and skills.
information retrieval — AI summarizes social services knowledge; human applies
Maintain professional social services knowledge.
#5585 · Core · 40% automatable
Develop client treatment plans based on research, clinical experience, and client histories.
decision support — AI drafts plans; clinician assesses and owns treatment
Develop treatment plans for patients or clients.
#5584 · Core · 75% automatable
Complete and maintain accurate records or reports regarding the patients' histories and progress, services provided, or other required information.
text generation — Maintain client records; human verifies accuracy
Write reports or evaluations. Maintain client records.
#5586 · Core · 32% automatable
Review and evaluate clients' progress in relation to measurable goals described in treatment and care plans.
interpersonal — Evaluating client progress needs live relational judgment
Monitor clients to evaluate treatment progress.
#5593 · Core · 40% automatable
Plan or implement follow-up or aftercare programs for clients to be discharged from treatment programs.
decision support — AI drafts plans; clinician assesses and owns treatment
Develop treatment plans for patients or clients.
#5588 · Core · 15% automatable
Intervene as an advocate for clients or patients to resolve emergency problems in crisis situations.
interpersonal — Crisis intervention requires live presence and action
Intervene in crisis situations to assist clients.
#5591 · Core · 42% automatable
Coordinate counseling efforts with mental health professionals or other health professionals, such as doctors, nurses, or social workers.
interpersonal — Client assessment collaboration is professional judgment
Collaborate with other professionals to assess client needs or plan treatments.
#5587 · Core · 36% automatable
Interview clients, review records, and confer with other professionals to evaluate individuals' mental and physical condition and to determine their suitability for participation in a specific program.
interpersonal — Client assessment collaboration is professional judgment
Interview clients to gather information about their backgrounds, needs, or progress. Collaborate with other professionals to assess client needs or plan treatments.
#5596 · Core · 42% automatable
Participate in case conferences or staff meetings.
interpersonal — Client assessment collaboration is professional judgment
Collaborate with other professionals to assess client needs or plan treatments.
#5598 · Core · 42% automatable
Coordinate activities with courts, probation officers, community services, or other post-treatment agencies.
interpersonal — Client assessment collaboration is professional judgment
Collaborate with other professionals to assess client needs or plan treatments.
#5594 · Core · 35% automatable
Conduct chemical dependency program orientation sessions.
interpersonal — Leading live classes/events requires human presence
Lead classes or community events.
#5603 · Core · 28% automatable
Supervise or direct other workers providing services to clients or patients.
interpersonal — Client/patient service supervision is relational
Supervise workers providing client or patient services.
#5590 · Core · 45% automatable
Modify treatment plans to comply with changes in client status.
decision support — Draft modifications possible; clinician owns clinical judgment
Modify treatment plans to accommodate client needs.
#5600 · Core · 35% automatable
Instruct others in program methods, procedures, or functions.
interpersonal — Social-service skills training demands human modeling
Train staff members in social services skills.
#5597 · Core · 35% automatable
Act as liaisons between clients and medical staff.
interpersonal — Advocacy requires relationships and accountability
Advocate for individual or community needs.
#5589 · Core · 55% automatable
Provide clients or family members with information about addiction issues and about available services or programs, making appropriate referrals when necessary.
text generation — Program info drafted; public presentation human
Present social services program information to the public. Refer clients to community or social service programs.
#18623 · Core · 32% automatable
Train or supervise student interns or new staff members.
interpersonal — Social-service skills training demands human modeling
Train staff members in social services skills. Supervise workers providing client or patient services.
#5595 · Core · 30% automatable
Counsel family members to assist them in understanding, dealing with, and supporting clients or patients.
interpersonal — Family counseling needs live emotional presence
Counsel family members of clients or patients.
#18622 · Core · 18% automatable
Assess individuals' degree of drug dependency by collecting and analyzing urine samples.
physical manipulation — Drug screening requires specimen collection and handling
Administer drug screening tests.
#5602 · Core · 53% automatable
Develop, implement, or evaluate public education, prevention, or health promotion programs, working in collaboration with organizations, institutions, or communities.
data analysis — Outcome data analysis with human interpretation
Evaluate the effectiveness of counseling or educational programs. Plan programs to address community health issues. Collaborate with other professionals to develop education or assistance programs.
#5601 · Core · 32% automatable
Follow progress of discharged patients to determine effectiveness of treatments.
interpersonal — Evaluating client progress needs live relational judgment
Monitor clients to evaluate treatment progress.
#5599 · Core · 35% automatable
Confer with family members or others close to clients to keep them informed of treatment planning and progress.
interpersonal — Family conferencing is emotional and accountable
Confer with family members to discuss client treatment plans or progress.
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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
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