How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Oversee Medicaid- and Medicare-related paperwork and recordkeeping in hospitals.71
- Investigate child abuse or neglect cases and take authorized protective action when necessary.71
- Plan discharge from care facility to home or other care facility.69
- Modify treatment plans to comply with changes in clients' status.61
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Monitor, evaluate, and record client progress according to measurable goals described in treatment and care plan.01
- Plan discharge from care facility to home or other care facility.02
- Modify treatment plans to comply with changes in clients' status.03
- Educate clients about end-of-life symptoms and options to assist them in making informed decisions.04
- Oversee Medicaid- and Medicare-related paperwork and recordkeeping in hospitals.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Mental Health and Substance Abuse Social Workers
Closely related work
Compare these careers →Mental Health Counselors
Closely related work
Compare these careers →Child, Family, and School Social Workers
Closely related work
Compare these careers →Marriage and Family Therapists
Closely related work
Compare these careers →Rehabilitation Counselors
Closely related work
Compare these careers →Social and Human Service Assistants
Related work
Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
