Community Sentiment
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AI Automation Index
Task-level automation exposure for Special Education Teachers, Elementary School: 30 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
30 of 30 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.
30 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
8 tasks
13 tasks
9 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
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
Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement.
interpersonal — Life-skill teaching is embodied relational work
Modify the general elementary education curriculum for students with disabilities.
interpersonal — Accommodation requires knowing the student
Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.
data analysis — Maintain structured student records in databases
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
Establish and enforce rules for behavior and procedures for maintaining order among students.
interpersonal — Rules need school culture and accountability judgment
Provide assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.
interpersonal — In-person special-needs teaching and supervision
Coordinate placement of students with special needs into mainstream classes.
decision support — AI suggests strategies; individualized special-needs judgment human
Observe and evaluate students' performance, behavior, social development, and physical health.
decision support — Grading aided; rubric judgment and accountability human
Encourage students to explore learning opportunities or persevere with challenging tasks to prepare them for later grades.
interpersonal — Genuine student encouragement is relational and 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
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
Monitor teachers or teacher assistants to ensure adherence to special education program requirements.
interpersonal — Directing subordinates carries accountability and motivation
Teach students personal development skills, such as goal setting, independence, or self-advocacy.
interpersonal — Life-skill teaching is embodied relational work
Establish and communicate clear objectives for all lessons, units, and projects to students.
text generation — Drafts instructional objectives; educator refines and validates
Guide or counsel students with adjustment problems, academic problems, or special academic interests.
interpersonal — Career guidance drafted; mentor relationship human
Plan or conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.
text generation — Drafts activity plans; educator adapts to learners
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
Instruct students in daily living skills required for independent maintenance and self-sufficiency, such as hygiene, safety, or food preparation.
interpersonal — Life-skill teaching is embodied relational work
Collaborate with other teachers or administrators to develop, evaluate, or revise elementary school programs.
interpersonal — Curriculum collaboration is professional consensus work
Confer with other staff members to plan or schedule lessons promoting learning, following approved curricula.
interpersonal — Curriculum collaboration is professional consensus work
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
Prepare, administer, or grade tests or assignments to evaluate students' progress.
text generation — Item writing from specs, human reviews validity
Organize and display students' work in a manner appropriate for their perceptual skills.
physical manipulation — Displaying student work is physical placement
Attend professional meetings, educational conferences, or teacher training workshops to maintain or improve professional competence.
interpersonal — Attending meetings requires physical human presence
Interpret the results of standardized tests to determine students' strengths and areas of need.
decision support — Needs student interaction and professional judgment
Organize and supervise games or other recreational activities to promote physical, mental, or social development.
text generation — Drafts activity plans; educator adapts to learners
Administer standardized ability and achievement tests to elementary students with special needs.
interpersonal — Test administration requires proctoring and live interaction
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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