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AI Automation Index
Task-level automation exposure for Special Education Teachers, Middle School: 40 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
40 of 40 tasks scored
Median Salary
BLS OEWS, May 2025 — this exact occupation
Employment Level
95,200 people hold this job — size, not growth
Projected 2025–35
6,000 openings a year · BLS line item
BLS OEWS publishes 52 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$50,370 – $101,530
Highest medians
Lowest medians
State figures come from the 25-2057 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.
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.
40 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
9 tasks
22 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 →Tasks O*NET added or rewrote for this occupation in its recent updates (05/2025 – 08/2026), with who proposed them. Additions are not in the scored task inventory — they are new work O*NET is still measuring, so they appear here and nowhere in the index. A Revision replaces a task that is scored, which is why only those move the "Rewritten by O*NET" share.
Track students' progress on computer-based programs, such as reading fluency and comprehension.
Develop or write Individualized Education Programs (IEPs) for students.
decision support — Drafts program outlines; institutional design and approval human
Establish and enforce rules for behavior and policies and procedures to maintain order among students.
interpersonal — Rules need school culture and accountability judgment
Develop and implement strategies to meet the needs of students with a variety of handicapping conditions.
decision support — AI suggests strategies; individualized special-needs judgment human
Prepare materials and classrooms for class activities.
physical manipulation — Setting up classroom materials is physical arrangement
Instruct students in daily living skills required for independent maintenance and self-sufficiency, such as hygiene, safety, and food preparation.
interpersonal — Life-skill teaching is embodied relational work
Teach socially acceptable behavior, employing techniques such as behavior modification and positive reinforcement.
interpersonal — Life-skill teaching is embodied relational work
Modify the general education curriculum for students with disabilities, based upon a variety of instructional techniques and instructional technology.
interpersonal — Accommodation requires knowing the student
Employ special educational strategies and techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, and memory.
decision support — AI suggests strategies; individualized special-needs judgment human
Confer with parents or guardians, other teachers, counselors, and administrators to resolve students' behavioral and academic problems.
interpersonal — Progress discussions need relationship and judgment
Coordinate placement of students with special needs into mainstream classes.
decision support — AI suggests strategies; individualized special-needs judgment human
Confer with parents, administrators, testing specialists, social workers, and professionals to develop individual educational plans (IEPs) for students' educational, physical, and social development.
interpersonal — Curriculum collaboration is professional consensus work
Establish clear objectives for all lessons, units, and projects, and communicate those objectives to students.
text generation — Drafts instructional objectives; educator refines and validates
Maintain accurate and complete student records, and prepare reports on children and activities, as required by laws, district policies, and administrative regulations.
text generation — Draft student activity/performance reports from records
Teach students personal development skills, such as goal setting, independence, and self-advocacy.
interpersonal — Life-skill teaching is embodied relational work
Guide and counsel students with adjustments, academic problems, or special academic interests.
interpersonal — Career guidance drafted; mentor relationship human
Observe and evaluate students' performance, behavior, social development, and physical health.
decision support — Grading aided; rubric judgment and accountability human
Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.
interpersonal — Selecting and applying methods to real learners is human
Collaborate with other teachers that provide instruction to special education students to ensure that the students receive appropriate support.
interpersonal — Curriculum collaboration is professional consensus work
Monitor teachers and teacher assistants to ensure that they adhere to inclusive special education program requirements.
interpersonal — Directing subordinates carries accountability and motivation
Meet with parents and guardians to discuss their children's progress and to determine priorities for their children and their resource needs.
interpersonal — Progress discussions need relationship and judgment
Instruct and monitor students in the use and care of equipment and materials to prevent injuries and damage.
data analysis — AI grades and tracks metrics; human interprets holistically
Plan and 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
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.
text generation — Generate learning content; human owns pedagogy
Prepare objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools.
text generation — Drafts instructional objectives; educator refines and validates
Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula.
interpersonal — Curriculum collaboration is professional consensus work
Prepare, administer, and grade tests and assignments to evaluate students' progress.
text generation — Item writing from specs, human reviews validity
Prepare for assigned classes, and show written evidence of preparation upon request of immediate supervisors.
text generation — Draft lesson plans from curriculum inputs
Administer standardized ability and achievement tests, and interpret results to determine students' strengths and needs.
interpersonal — Test administration requires proctoring and live interaction
Meet with parents and guardians to provide guidance in using community resources and to teach skills for dealing with students' impairments.
interpersonal — Progress discussions need relationship and judgment
Provide additional instruction in vocational areas.
interpersonal — Vocational instruction blends demo, supervision, hands-on
Organize and label materials and display students' work.
physical manipulation — Displaying student work is physical placement
Attend staff meetings and serve on committees, as required.
interpersonal — Committee service requires presence, negotiation, accountability
Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence.
interpersonal — Attending meetings requires physical human presence
Plan and supervise class projects, field trips, visits by guest speakers, or other experiential activities, and guide students in learning from those activities.
decision support — Plans activities on paper; facilitation and context human
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
Select, store, order, issue, and inventory classroom equipment, materials, and supplies.
decision support — Routine ordering automatable; human approves purchases
Provide assistive devices, supportive technology, and assistance accessing facilities, such as restrooms.
interpersonal — In-person special-needs teaching and supervision
Supervise, evaluate, and plan assignments for teacher assistants and volunteers.
decision support — Staff evaluation needs observation and accountability
Organize and supervise games and other recreational activities to promote physical, mental, and social development.
text generation — Drafts activity plans; educator adapts to learners
Visit schools to tutor students with sensory impairments and to consult with teachers regarding students' special needs.
interpersonal — AI can tutor content; diagnosing learner needs is human
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<script src="https://giniloh.com/embed.js" async></script> Community Sentiment
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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