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.
- Communicate nonverbally with children to provide them with comfort, encouragement, or positive reinforcement.75
- Attend to children's basic needs by feeding them, dressing them, or changing their diapers.75
- Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play.75
- Provide assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.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.
- Confer with parents, guardians, teachers, counselors, or administrators to resolve students' behavioral or academic problems.01
- Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, or social skills, to preschool students with special needs.02
- Instruct and monitor students in the use and care of equipment or materials to prevent injuries and damage.03
- Monitor teachers or teacher assistants to ensure adherence to special education program requirements.04
- Communicate nonverbally with children to provide them with comfort, encouragement, or positive reinforcement.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Special Education Teachers, Elementary School
Closely related work
Compare these careers →Special Education Teachers, Middle School
Closely related work
Compare these careers →Special Education Teachers, Secondary School
Closely related work
Compare these careers →Kindergarten Teachers, Except Special Education
Closely related work
Compare these careers →Teaching Assistants, Special Education
Related work
Compare these careers →Elementary School Teachers, Except Special 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.
