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.
- Maintain case files that include activities, progress notes, evaluations, and recommendations.74
- Encourage individuals and family members to develop and use skills and strategies for confronting their problems in a constructive manner.73
- Develop and implement individualized treatment plans addressing family relationship problems, destructive patterns of behavior, and other personal issues.73
- Provide instructions to clients on how to obtain help with legal, financial, and other personal issues.70
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.
- Encourage individuals and family members to develop and use skills and strategies for confronting their problems in a constructive manner.01
- Maintain case files that include activities, progress notes, evaluations, and recommendations.02
- Ask questions that will help clients identify their feelings and behaviors.03
- Develop and implement individualized treatment plans addressing family relationship problems, destructive patterns of behavior, and other personal issues.04
- Counsel clients on concerns, such as unsatisfactory relationships, divorce and separation, child rearing, home management, or financial difficulties.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
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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.
