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.
- Evaluate curricula, teaching methods, and programs to determine their effectiveness, efficiency, and use, and to ensure compliance with federal, state, and local regulations.74
- Participate in special education-related activities, such as attending meetings and providing support to special educators throughout the district.74
- Recommend personnel actions related to programs and services.73
- Collect and analyze survey data, regulatory information, and data on demographic and employment trends to forecast enrollment patterns and curriculum change needs.73
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.
- Set educational standards and goals, and help establish policies and procedures to carry them out.01
- Advocate for new schools to be built, or for existing facilities to be repaired or remodeled.02
- Participate in special education-related activities, such as attending meetings and providing support to special educators throughout the district.03
- Prepare, maintain, or oversee the preparation and maintenance of attendance, activity, planning, or personnel reports and records.04
- Mentor and support administrative staff members, such as superintendents and principals.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Education and Childcare Administrators, Preschool and Daycare
Closely related work
Compare these careers →Elementary School Teachers, Except Special Education
Closely related work
Compare these careers →Special Education Teachers, Secondary School
Closely related work
Compare these careers →Education Administrators, Postsecondary
Closely related work
Compare these careers →Special Education Teachers, Elementary School
Related work
Compare these careers →Secondary School Teachers, Except Special and Career/Technical Education
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.
