AI exposure: Healthcare Social Workers
Provide individuals, families, and groups with the psychosocial support needed to cope with chronic, acute, or terminal illnesses. Services include advising family caregivers. Provide patients with information and counseling, and make referrals for other services. May also provide case and care management or interventions designed to promote health, prevent disease, and address barriers to access to healthcare.
Reading this score
computedHealthcare Social Workers 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 23.1% of the weighted task load comes out as exposed, because 28.2% 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 17 tasks it averages 2.40 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 Oversee Medicaid- and Medicare-related paperwork and recordkeeping in hospitals, at 60.0%. The least is Advocate for clients or patients to resolve crises, at 0.0%. A gap of 60.0% 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 10 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 17 tasks, 5 are currently banded exposed, 6 assisted and 6 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 | 2.19 | 0-4 |
| Embodiment | 0.53 | 0-3 |
| Presence | 1.78 | 0-3 |
| Accountability | 1.93 | 0-3 |
| Context | 2.40 | 0-3 |
| Verification cost | 2.30 | 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
17 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Oversee Medicaid- and Medicare-related paperwork and recordkeeping in hospitals. | 60.0% | 40.0% | 0.0% | 3.50 | exposed |
| Conduct social research to advance knowledge in the social work field. | 50.0% | 25.0% | 25.0% | 3.00 | exposed |
| Refer patient, client, or family to community resources to assist in recovery from mental or physical illness and to provide access to services such as financial assistance, legal aid, housing, job placement or education. | 47.5% | 27.5% | 25.0% | 4.50 | exposed |
| Plan and conduct programs to combat social problems, prevent substance abuse, or improve community health and counseling services. | 45.0% | 30.0% | 25.0% | 3.40 | exposed |
| Develop or advise on social policy and assist in community development. | 40.0% | 35.0% | 25.0% | 3.14 | exposed |
| Investigate child abuse or neglect cases and take authorized protective action when necessary. | 35.0% | 40.0% | 25.0% | 4.53 | assisted |
| Utilize consultation data and social work experience to plan and coordinate client or patient care and rehabilitation, following through to ensure service efficacy. | 30.0% | 45.0% | 25.0% | 4.33 | assisted |
| Plan discharge from care facility to home or other care facility. | 30.0% | 45.0% | 25.0% | 4.08 | assisted |
| Monitor, evaluate, and record client progress according to measurable goals described in treatment and care plan. | 29.2% | 33.3% | 37.5% | 4.32 | assisted |
| Identify environmental impediments to client or patient progress through interviews and review of patient records. | 17.6% | 24.1% | 58.3% | 4.22 | untouched |
| Collaborate with other professionals to evaluate patients' medical or physical condition and to assess client needs. | 16.7% | 33.3% | 50.0% | 4.58 | assisted |
| Modify treatment plans to comply with changes in clients' status. | 13.3% | 36.7% | 50.0% | 4.08 | assisted |
| Supervise and direct other workers providing services to clients or patients. | 8.3% | 16.7% | 75.0% | 3.68 | untouched |
| Organize support groups or counsel family members to assist them in understanding, dealing with, and supporting the client or patient. | 6.7% | 18.3% | 75.0% | 4.08 | untouched |
| Educate clients about end-of-life symptoms and options to assist them in making informed decisions. | 5.0% | 20.0% | 75.0% | 4.59 | untouched |
| Counsel clients and patients in individual and group sessions to help them overcome dependencies, recover from illness, and adjust to life. | 3.3% | 21.7% | 75.0% | 4.17 | untouched |
| Advocate for clients or patients to resolve crises. | 0.0% | 0.0% | 100.0% | 4.74 | 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.