AI exposure: Mental Health Counselors
Counsel and advise individuals and groups to promote optimum mental and emotional health, with an emphasis on prevention. May help individuals deal with a broad range of mental health issues, such as those associated with addictions and substance abuse; family, parenting, and marital problems; stress management; self-esteem; or aging.
Reading this score
computedAt 23.0% of weighted task load, Mental Health Counselors sits at the 43th percentile, below the point where a job's centre of gravity has moved. 51.9% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is context. Across this occupation's 27 tasks it averages 2.42 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Maintain confidentiality of records relating to clients' treatment, at 70.0%. The least is Monitor clients' use of medications, at 0.0%. A gap of 70.0% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within community and social service occupations, this one is less exposed than the median of 25.4% across the group's 14 roles, with 11 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 27 tasks, 8 are currently banded exposed, 6 assisted and 13 untouched. For that distribution to shift materially would take a change in who is permitted to sign the work, which is a question for regulators rather than for engineers. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.90 | 0-4 |
| Embodiment | 0.81 | 0-3 |
| Presence | 2.02 | 0-3 |
| Accountability | 1.79 | 0-3 |
| Context | 2.42 | 0-3 |
| Verification cost | 2.19 | 0-3 |
Task by task
27 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Maintain confidentiality of records relating to clients' treatment. | 70.0% | 30.0% | 0.0% | 4.96 | exposed |
| Prepare and maintain all required treatment records and reports. | 66.7% | 33.3% | 0.0% | 4.71 | exposed |
| Fill out and maintain client-related paperwork, including federal- and state-mandated forms, client diagnostic records, and progress notes. | 63.3% | 36.7% | 0.0% | 4.79 | exposed |
| Refer patients, clients, or family members to community resources or to specialists as necessary. | 45.0% | 30.0% | 25.0% | 4.18 | exposed |
| Plan or conduct programs to prevent substance abuse or improve community health or counseling services. | 45.0% | 30.0% | 25.0% | 3.57 | exposed |
| Plan, organize, or lead structured programs of counseling, work, study, recreation, or social activities for clients. | 40.0% | 35.0% | 25.0% | 3.77 | exposed |
| Gather information about community mental health needs or resources that could be used in conjunction with therapy. | 40.0% | 35.0% | 25.0% | 3.75 | exposed |
| Develop and implement treatment plans based on clinical experience and knowledge. | 30.0% | 45.0% | 25.0% | 4.64 | assisted |
| Collect information about clients through interviews, observation, or tests. | 26.7% | 23.3% | 50.0% | 4.54 | exposed |
| Evaluate clients' physical or mental condition, based on review of client information. | 25.0% | 50.0% | 25.0% | 4.33 | assisted |
| Collaborate with mental health professionals and other staff members to perform clinical assessments or develop treatment plans. | 24.6% | 33.7% | 41.7% | 4.00 | assisted |
| Learn about new developments in counseling by reading professional literature, attending courses and seminars, or establishing and maintaining contact with other social service agencies. | 22.5% | 15.0% | 62.5% | 3.93 | untouched |
| Evaluate the effectiveness of counseling programs on clients' progress in resolving identified problems and moving towards defined objectives. | 20.0% | 30.0% | 50.0% | 4.39 | assisted |
| Assess patients for risk of suicide attempts. | 15.0% | 35.0% | 50.0% | 4.79 | assisted |
| Modify treatment activities or approaches as needed to comply with changes in clients' status. | 13.3% | 36.7% | 50.0% | 4.46 | assisted |
| Coordinate or direct employee workshops, courses, or training about mental health issues. | 10.8% | 14.2% | 75.0% | 3.18 | untouched |
| Meet with families, probation officers, police, or other interested parties to exchange necessary information during the treatment process. | 10.0% | 27.5% | 62.5% | 3.44 | untouched |
| Guide clients in the development of skills or strategies for dealing with their problems. | 8.3% | 16.7% | 75.0% | 4.75 | untouched |
| Supervise other counselors, social service staff, assistants, or graduate students. | 8.3% | 16.7% | 75.0% | 4.21 | untouched |
| Act as client advocates to coordinate required services or to resolve emergency problems in crisis situations. | 6.7% | 18.3% | 75.0% | 4.15 | untouched |
| Counsel family members to assist them in understanding, dealing with, or supporting clients or patients. | 6.7% | 18.3% | 75.0% | 3.63 | untouched |
| Encourage clients to express their feelings and discuss what is happening in their lives, helping them to develop insight into themselves or their relationships. | 5.0% | 20.0% | 75.0% | 4.93 | untouched |
| Discuss with individual patients their plans for life after leaving therapy. | 5.0% | 20.0% | 75.0% | 4.18 | untouched |
| Counsel clients or patients, individually or in group sessions, to assist in overcoming dependencies, adjusting to life, or making changes. | 3.3% | 21.7% | 75.0% | 4.81 | untouched |
| Perform crisis interventions to help ensure the safety of the patients and others. | 0.0% | 0.0% | 100.0% | 4.79 | untouched |
| Perform crisis interventions with clients. | 0.0% | 0.0% | 100.0% | 4.75 | untouched |
| Monitor clients' use of medications. | 0.0% | 0.0% | 100.0% | 3.72 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.