AI exposure by occupation, O*NET 21-1011.00

Will AI replace Substance Abuse and Behavioral Disorder Counselors?

Substance Abuse and Behavioral Disorder Counselors: AI can already handle 14 of 23 tasks; the work mostly needs a frontier-tier model.

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Every task, scored

The 23 tasks O*NET 30.3 lists for Substance Abuse and Behavioral Disorder Counselors, from most to least exposed. 14 reach 60 or more, the level at which AI already handles a task.

Task AI exposure Evidence Model tier Importance
Counsel clients or patients, individually or in group sessions, to assist in overcoming dependencies, adjusting to life, or making changes. 75 Estimated Frontier 4.7
Conduct chemical dependency program orientation sessions. 75 Estimated Standard 4.6
Follow progress of discharged patients to determine effectiveness of treatments. 75 Estimated Standard 4.6
Intervene as an advocate for clients or patients to resolve emergency problems in crisis situations. 75 Estimated Frontier 4.3
Instruct others in program methods, procedures, or functions. 75 Estimated Standard 4.3
Participate in case conferences or staff meetings. 75 Estimated Standard 4.2
Provide clients or family members with information about addiction issues and about available services or programs, making appropriate referrals when necessary. 75 Estimated Standard 4.2
Act as liaisons between clients and medical staff. 75 Estimated Frontier 4.2
Counsel family members to assist them in understanding, dealing with, and supporting clients or patients. 75 Estimated Frontier 4.1
Supervise or direct other workers providing services to clients or patients. 75 Estimated Frontier 4.0
Assess individuals' degree of drug dependency by collecting and analyzing urine samples. 65 Estimated Standard 4.6
Review and evaluate clients' progress in relation to measurable goals described in treatment and care plans. 65 Estimated Standard 4.5
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. 65 Estimated Efficient 4.3
Develop, implement, or evaluate public education, prevention, or health promotion programs, working in collaboration with organizations, institutions, or communities. 65 Estimated Standard 4.0
Coordinate activities with courts, probation officers, community services, or other post-treatment agencies. 50 Estimated Standard 4.5
Modify treatment plans to comply with changes in client status. 50 Estimated Frontier 4.5
Coordinate counseling efforts with mental health professionals or other health professionals, such as doctors, nurses, or social workers. 50 Estimated Standard 4.4
Plan or implement follow-up or aftercare programs for clients to be discharged from treatment programs. 50 Estimated Frontier 4.4
Confer with family members or others close to clients to keep them informed of treatment planning and progress. 50 Estimated Standard 4.1
Develop client treatment plans based on research, clinical experience, and client histories. 40 Observed Standard 4.5
Attend training sessions to increase knowledge and skills. 35 Estimated Efficient 4.3
Train or supervise student interns or new staff members. 35 Estimated Efficient 4.2
Complete and maintain accurate records or reports regarding the patients' histories and progress, services provided, or other required information. 20 Estimated Efficient 4.8

Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 1 of 23 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 22 of 23. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.

The model tier this role needs

A frontier-tier model or lower covers 100% of the role's importance-weighted task work. 100% of the work is something AI can address at some tier.

Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.

Wages, employment and outlook

BLS Occupational Employment and Wage Statistics (May 2025) publishes no national employment or wage figure for this O*NET occupation.

Adjacent roles

The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.

Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.

Questions about Substance Abuse and Behavioral Disorder Counselors and AI

Will AI replace Substance Abuse and Behavioral Disorder Counselors?

AI already handles 14 of the 23 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 60 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears.

What is the AI exposure of Substance Abuse and Behavioral Disorder Counselors?

60 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 1 of the 23 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 22 are estimated from each task's O*NET work activity.

Which Substance Abuse and Behavioral Disorder Counselors tasks can AI already do?

The tasks with the highest exposure are: Counsel clients or patients, individually or in group sessions, to assist in overcoming dependencies, adjusting to life, or making changes; Conduct chemical dependency program orientation sessions; Follow progress of discharged patients to determine effectiveness of treatments. They are three of the 14 tasks that reach 60 or more.

What AI model tier does this role need?

A frontier-tier model or lower covers 100% of the role's importance-weighted task work. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.

How to cite

Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.

JobRoute (2026). AI exposure: Substance Abuse and Behavioral Disorder Counselors. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/substance-abuse-and-behavioral-disorder-counselors

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