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AI Automation Index
Task-level automation exposure for Special Education Teachers, Kindergarten: 29 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
29 of 29 tasks scored
Median Salary
BLS OEWS, May 2025 — 25-2050 group row
Employment Level
583,430 people hold this job — size, not growth
Projected 2025–35
37,100 openings a year · BLS roll-up 25-2050
Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.
Importance-weighted mean of the scored tasks. This is the headline index.
Share of weighted tasks in hands-on or machine-operating work activities.
Share in analysis, decisions, teaching, directing, advising, or caring for others.
Share in documenting, recording, and administrative activities.
Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.
O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.
29 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
6 tasks
16 tasks
7 tasks
Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.
Simulate Upskilling →Instruct students with disabilities in academic subjects, using a variety of techniques, such as phonetics, multisensory learning, or repetition to reinforce learning and meet students' varying needs.
decision support — AI suggests strategies; individualized special-needs judgment human
Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or school or state requirements.
text generation — Develop instructional materials; human reviews
Develop or implement strategies to meet the needs of students with a variety of disabilities.
decision support — AI suggests strategies; individualized special-needs judgment human
Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.
data analysis — Maintain structured student records in databases
Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement.
interpersonal — Life-skill teaching is embodied relational work
Establish and enforce rules for behavior and procedures for maintaining order among students.
interpersonal — Rules need school culture and accountability judgment
Observe and evaluate students' performance, behavior, social development, and physical health.
decision support — Grading aided; rubric judgment and accountability human
Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual educational plans (IEPs) for students' educational, physical, or social development.
interpersonal — Curriculum collaboration is professional consensus work
Employ special educational strategies or techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, or memory.
decision support — AI suggests strategies; individualized special-needs judgment human
Meet with parents or guardians to discuss their children's progress, advise them on using community resources, or teach skills for dealing with students' impairments.
interpersonal — Progress discussions need relationship and judgment
Modify the general kindergarten education curriculum for students with disabilities.
interpersonal — Accommodation requires knowing the student
Confer with parents, guardians, teachers, counselors, or administrators to resolve students' behavioral or academic problems.
interpersonal — Progress discussions need relationship and judgment
Monitor teachers or teacher assistants to ensure adherence to special education program requirements.
interpersonal — Directing subordinates carries accountability and motivation
Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play.
physical manipulation — Setting up classroom materials is physical arrangement
Prepare assignments for teacher assistants or volunteers.
text generation — Develop instructional materials; human reviews
Prepare, administer, or grade assignments to evaluate students' progress.
text generation — Item writing from specs, human reviews validity
Provide assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.
interpersonal — In-person special-needs teaching and supervision
Organize and display students' work in a manner appropriate for their perceptual skills.
physical manipulation — Displaying student work is physical placement
Organize and supervise games or other recreational activities to promote physical, mental, or social development.
text generation — Drafts activity plans; educator adapts to learners
Collaborate with other teachers or administrators to develop, evaluate, or revise kindergarten programs.
interpersonal — Curriculum collaboration is professional consensus work
Confer with other staff members to plan, schedule, or conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.
interpersonal — Curriculum collaboration is professional consensus work
Administer standardized ability and achievement tests to kindergarten students with special needs.
interpersonal — Test administration requires proctoring and live interaction
Instruct and monitor students in the use and care of equipment or materials to prevent injuries and damage.
data analysis — AI grades and tracks metrics; human interprets holistically
Present information in audio-visual or interactive formats, using computers, televisions, audio-visual aids, or other equipment, materials, or technologies.
text generation — Generate learning content; human owns pedagogy
Attend professional meetings, educational conferences, or teacher training workshops to maintain or improve professional competence.
interpersonal — Attending meetings requires physical human presence
Perform administrative duties, such as school library assistance, hall and cafeteria monitoring, and bus loading and unloading.
interpersonal — Live supervision of students is inherently human presence
Visit schools to tutor students with sensory impairments or to consult with teachers regarding students' special needs.
interpersonal — AI can tutor content; diagnosing learner needs is human
Control the inventory or distribution of classroom equipment, materials, or supplies.
data analysis — Materials inventory records and forecasting automatable
Plan or supervise experiential learning activities, such as class projects, field trips, demonstrations, or visits by guest speakers.
decision support — Plans activities on paper; facilitation and context human
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Do you agree with the AI automation risk score calculated for this occupation?
Method
Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.
Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast
See the full method →Related Article
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