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.
- Prepare course materials, such as syllabi, homework assignments, and handouts.82
- Compile, administer, and grade examinations, or assign this work to others.82
- Perform administrative duties, such as serving as department head.82
- Compile bibliographies of specialized materials for outside reading assignments.82
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.
- Advise students on academic and vocational curricula and on career issues.01
- Participate in student recruitment, registration, and placement activities.02
- Prepare and deliver lectures to undergraduate or graduate students on topics such as how to speak and write a foreign language and the cultural aspects of areas where a particular language is used.03
- Maintain regularly scheduled office hours to advise and assist students.04
- Maintain student attendance records, grades, and other required records.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Area, Ethnic, and Cultural Studies Teachers, Postsecondary
Closely related work
Compare these careers →Secondary School Teachers, Except Special and Career/Technical Education
Closely related work
Compare these careers →Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors
Closely related work
Compare these careers →Middle School Teachers, Except Special and Career/Technical Education
Related work
Compare these careers →Elementary School Teachers, Except Special Education
Related work
Compare these careers →Interpreters and Translators
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.
