AI exposure by occupation, O*NET 21-1014.00

Will AI replace Mental Health Counselors?

Mental Health Counselors: AI can already handle 5 of 27 tasks; the work mostly needs a frontier-tier model.

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Every task, scored

The 27 tasks O*NET 30.3 lists for Mental Health Counselors, from most to least exposed. 5 reach 60 or more, the level at which AI already handles a task.

Task AI exposure Evidence Model tier Importance
Encourage clients to express their feelings and discuss what is happening in their lives, helping them to develop insight into themselves or their relationships. 97 Observed Frontier 4.9
Collect information about clients through interviews, observation, or tests. 74 Observed Efficient 4.5
Assess patients for risk of suicide attempts. 65 Estimated Efficient 4.8
Evaluate the effectiveness of counseling programs on clients' progress in resolving identified problems and moving towards defined objectives. 65 Estimated Efficient 4.4
Collaborate with mental health professionals and other staff members to perform clinical assessments or develop treatment plans. 65 Estimated Frontier 4.0
Discuss with individual patients their plans for life after leaving therapy. 50 Estimated Frontier 4.2
Act as client advocates to coordinate required services or to resolve emergency problems in crisis situations. 50 Estimated Frontier 4.2
Learn about new developments in counseling by reading professional literature, attending courses and seminars, or establishing and maintaining contact with other social service agencies. 50 Estimated Standard 3.9
Plan, organize, or lead structured programs of counseling, work, study, recreation, or social activities for clients. 50 Estimated Frontier 3.8
Plan or conduct programs to prevent substance abuse or improve community health or counseling services. 50 Estimated Frontier 3.6
Coordinate or direct employee workshops, courses, or training about mental health issues. 50 Estimated Standard 3.2
Guide clients in the development of skills or strategies for dealing with their problems. 40 Observed Efficient 4.8
Perform crisis interventions with clients. 40 Observed Standard 4.8
Develop and implement treatment plans based on clinical experience and knowledge. 40 Observed Standard 4.6
Evaluate clients' physical or mental condition, based on review of client information. 40 Observed Efficient 4.3
Counsel clients or patients, individually or in group sessions, to assist in overcoming dependencies, adjusting to life, or making changes. 30 Estimated Standard 4.8
Perform crisis interventions to help ensure the safety of the patients and others. 30 Estimated Efficient 4.8
Modify treatment activities or approaches as needed to comply with changes in clients' status. 30 Estimated Standard 4.5
Supervise other counselors, social service staff, assistants, or graduate students. 30 Estimated Standard 4.2
Refer patients, clients, or family members to community resources or to specialists as necessary. 30 Estimated Efficient 4.2
Gather information about community mental health needs or resources that could be used in conjunction with therapy. 30 Estimated Efficient 3.8
Monitor clients' use of medications. 30 Estimated Efficient 3.7
Counsel family members to assist them in understanding, dealing with, or supporting clients or patients. 30 Estimated Standard 3.6
Meet with families, probation officers, police, or other interested parties to exchange necessary information during the treatment process. 30 Estimated Efficient 3.4
Maintain confidentiality of records relating to clients' treatment. 20 Estimated Efficient 5.0
Fill out and maintain client-related paperwork, including federal- and state-mandated forms, client diagnostic records, and progress notes. 20 Estimated Efficient 4.8
Prepare and maintain all required treatment records and reports. 20 Estimated Efficient 4.7

Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 6 of 27 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 21 of 27. 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 Mental Health Counselors and AI

Will AI replace Mental Health Counselors?

AI already handles 5 of the 27 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 43 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 Mental Health Counselors?

43 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. 6 of the 27 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 21 are estimated from each task's O*NET work activity.

Which Mental Health Counselors tasks can AI already do?

The tasks with the highest exposure are: Encourage clients to express their feelings and discuss what is happening in their lives, helping them to develop insight into themselves or their relationships; Collect information about clients through interviews, observation, or tests; Assess patients for risk of suicide attempts. They are three of the 5 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: Mental Health 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/mental-health-counselors

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