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.
- Direct activities of administrative departments, such as admissions, registration, and career services.74
- Represent institutions at community and campus events, in meetings with other institution personnel, and during accreditation processes.74
- Consult with government regulatory and licensing agencies to ensure the institution's conformance with applicable standards.74
- Direct and participate in institutional fundraising activities, and encourage alumni participation in such activities.74
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.
- Direct activities of administrative departments, such as admissions, registration, and career services.01
- Direct, coordinate, and evaluate the activities of personnel, including support staff engaged in administering academic institutions, departments, or alumni organizations.02
- Plan, administer, and control budgets, maintain financial records, and produce financial reports.03
- Participate in student recruitment, selection, and admission, making admissions recommendations when required to do so.04
- Advise students on issues such as course selection, progress toward graduation, and career decisions.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Education Administrators, Kindergarten through Secondary
Closely related work
Compare these careers →Education Teachers, Postsecondary
Closely related work
Compare these careers →Educational, Guidance, and Career Counselors and Advisors
Closely related work
Compare these careers →Social and Community Service Managers
Related work
Compare these careers →Training and Development Managers
Related work
Compare these careers →Education and Childcare Administrators, Preschool and Daycare
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.
