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.
- Establish and maintain relationships with other agencies and organizations in community to meet community needs and to ensure that services are not duplicated.73
- Participate in the determination of organizational policies regarding such issues as participant eligibility, program requirements, and program benefits.73
- Prepare and maintain records and reports, such as budgets, personnel records, or training manuals.72
- Research and analyze member or community needs to determine program directions and goals.72
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.
- Establish and oversee administrative procedures to meet objectives set by boards of directors or senior management.01
- Direct activities of professional and technical staff members and volunteers.02
- Evaluate the work of staff and volunteers to ensure that programs are of appropriate quality and that resources are used effectively.03
- Establish and maintain relationships with other agencies and organizations in community to meet community needs and to ensure that services are not duplicated.04
- Prepare and maintain records and reports, such as budgets, personnel records, or training manuals.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Child, Family, and School Social Workers
Closely related work
Compare these careers →Rehabilitation Counselors
Closely related work
Compare these careers →Community Health Workers
Closely related work
Compare these careers →Healthcare Social Workers
Closely related work
Compare these careers →Mental Health and Substance Abuse Social Workers
Closely related work
Compare these careers →Educational, Guidance, and Career Counselors and Advisors
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.
