AI exposure: Clinical and Counseling Psychologists
Assess, diagnose, and treat mental and emotional disorders of individuals through observation, interview, and psychological tests. Help individuals with distress or maladjustment understand their problems through their knowledge of case history, interviews with patients, and theory. Provide individual or group counseling services to assist individuals in achieving more effective personal, social, educational, and vocational development and adjustment. May design behavior modification programs and consult with medical personnel regarding the best treatment for patients.
Reading this score
computedClinical and Counseling Psychologists is one of the unusual cases where capability and friction are both high. Current systems can produce a great deal of this work, with average capability across its tasks at 2.2 out of 4. Only 27.4% of the weighted task load comes out as exposed, because 27.8% of it runs into something structural. Jobs in this band tend not to disappear. They change shape, and the person stays.
What holds the line here is context. Across this occupation's 30 tasks it averages 2.31 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 current knowledge of relevant research, at 80.0%. The least is Provide occupational, educational, or other information to individuals so that they can make..., at 3.3%. A gap of 76.7% 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 life, physical and social science occupations, this one is less exposed than the median of 36.3% across the group's 60 roles, with 44 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 30 tasks, 11 are currently banded exposed, 10 assisted and 9 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 | 2.23 | 0-4 |
| Embodiment | 0.62 | 0-3 |
| Presence | 1.56 | 0-3 |
| Accountability | 1.96 | 0-3 |
| Context | 2.31 | 0-3 |
| Verification cost | 2.22 | 0-3 |
What this means in practice
Roles in this band tend to change shape rather than disappear. The output gets drafted faster and the person moves toward review, judgment and accountability. The useful question is not whether to use these tools but who is trusted to sign off on what they produce.
Task by task
30 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Maintain current knowledge of relevant research. | 80.0% | 20.0% | 0.0% | 4.20 | exposed |
| Consult reference material, such as textbooks, manuals, or journals, to identify symptoms, make diagnoses, or develop approaches to treatment. | 80.0% | 20.0% | 0.0% | 4.00 | exposed |
| Write reports on clients and maintain required paperwork. | 73.3% | 26.7% | 0.0% | 4.56 | exposed |
| Prepare written evaluations of individuals' psychological competence for court hearings. | 73.3% | 26.7% | 0.0% | 3.00 | exposed |
| Develop, direct, and participate in training programs for staff and students. | 55.0% | 20.0% | 25.0% | 3.54 | exposed |
| Document patient information including session notes, progress notes, recommendations, and treatment plans. | 45.0% | 30.0% | 25.0% | 4.80 | exposed |
| Provide consulting services, including educational programs, outreach programs, or prevention talks to schools, social service agencies, businesses, or the general public. | 45.0% | 30.0% | 25.0% | 3.17 | exposed |
| Plan, supervise, and conduct psychological research and write papers describing research results. | 45.0% | 30.0% | 25.0% | 2.89 | exposed |
| Consult with or provide consultation to other doctors, therapists, or clinicians regarding patient care. | 30.0% | 45.0% | 25.0% | 3.96 | assisted |
| Refer clients to other specialists, institutions, or support services as necessary. | 30.0% | 45.0% | 25.0% | 3.72 | assisted |
| Provide psychological or administrative services and advice to private firms or community agencies regarding mental health programs or individual cases. | 30.0% | 45.0% | 25.0% | 2.86 | assisted |
| Collect information about individuals or clients, using interviews, case histories, observational techniques, and other assessment methods. | 26.7% | 23.3% | 50.0% | 4.39 | exposed |
| Obtain and study medical, psychological, social, and family histories by interviewing individuals, couples, or families and by reviewing records. | 26.7% | 23.3% | 50.0% | 4.04 | exposed |
| Observe individuals at play, in group interactions, or in other contexts to detect indications of cognitive, intellectual, or developmental disabilities. | 26.7% | 23.3% | 50.0% | 2.95 | exposed |
| Evaluate the effectiveness of counseling or treatments and the accuracy and completeness of diagnoses, modifying plans or diagnoses as necessary. | 25.0% | 37.5% | 37.5% | 4.38 | assisted |
| Develop and implement individual treatment plans, specifying type, frequency, intensity, and duration of therapy. | 18.3% | 31.7% | 50.0% | 4.20 | assisted |
| Consult with other professionals, agencies, or universities to discuss therapies, treatments, counseling resources or techniques, and to share occupational information. | 16.7% | 33.3% | 50.0% | 3.58 | assisted |
| Plan and develop accredited psychological service programs in psychiatric centers or hospitals, in collaboration with psychiatrists and other professional staff. | 16.7% | 33.3% | 50.0% | 3.45 | assisted |
| Conduct research to develop or improve diagnostic or therapeutic counseling techniques. | 16.7% | 33.3% | 50.0% | 3.10 | assisted |
| Supervise and train interns, clinicians in training, and other counselors. | 16.2% | 21.2% | 62.5% | 3.77 | untouched |
| Direct, coordinate, and evaluate activities of staff and interns engaged in patient assessment and treatment. | 11.7% | 13.3% | 75.0% | 3.90 | untouched |
| Conduct assessments of patients' risk for harm to self or others. | 10.0% | 40.0% | 50.0% | 4.96 | assisted |
| Identify psychological, emotional, or behavioral issues and diagnose disorders, using information obtained from interviews, tests, records, or reference materials. | 10.0% | 40.0% | 50.0% | 4.58 | assisted |
| Select, administer, score, and interpret psychological tests to obtain information on individuals' intelligence, achievements, interests, or personalities. | 10.0% | 15.0% | 75.0% | 4.00 | untouched |
| Counsel individuals, groups, or families to help them understand problems, deal with crisis situations, define goals, and develop realistic action plans. | 3.3% | 21.7% | 75.0% | 4.48 | untouched |
| Interact with clients to assist them in gaining insight, defining goals, and planning action to achieve effective personal, social, educational, or vocational development and adjustment. | 3.3% | 21.7% | 75.0% | 4.42 | untouched |
| Use a variety of treatment methods, such as psychotherapy, hypnosis, behavior modification, stress reduction therapy, psychodrama, or play therapy. | 3.3% | 21.7% | 75.0% | 4.30 | untouched |
| Develop therapeutic and treatment plans based on clients' interests, abilities, or needs. | 3.3% | 21.7% | 75.0% | 4.28 | untouched |
| Advise clients on how they could be helped by counseling. | 3.3% | 21.7% | 75.0% | 3.92 | untouched |
| Provide occupational, educational, or other information to individuals so that they can make educational or vocational plans. | 3.3% | 21.7% | 75.0% | 3.16 | 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.