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.
- Initiate and direct efforts to foster tolerance, understanding, and appreciation of diversity in school communities.76
- Serve as a resource to help families and schools deal with crises, such as separation and loss.76
- Assess an individual child's needs, limitations, and potential, using observation, review of school records, and consultation with parents and school personnel.75
- Interpret test results and prepare psychological reports for teachers, administrators, and parents.75
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.
- Assess an individual child's needs, limitations, and potential, using observation, review of school records, and consultation with parents and school personnel.01
- Collect and analyze data to evaluate the effectiveness of academic programs and other services, such as behavioral management systems.02
- Promote an understanding of child development and its relationship to learning and behavior.03
- Initiate and direct efforts to foster tolerance, understanding, and appreciation of diversity in school communities.04
- Serve as a resource to help families and schools deal with crises, such as separation and loss.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Clinical and Counseling Psychologists
Closely related work
Compare these careers →Educational, Guidance, and Career Counselors and Advisors
Closely related work
Compare these careers →Marriage and Family Therapists
Closely related work
Compare these careers →Special Education Teachers, Secondary School
Closely related work
Compare these careers →Child, Family, and School Social Workers
Closely related work
Compare these careers →Mental Health and Substance Abuse Social Workers
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.
