Gini Loh System Tools

AI Automation Index

Will AI Replace Special Education Teachers, Middle School?

Task-level automation exposure for Special Education Teachers, Middle School: 40 O*NET tasks scored against their work activities, plus the simulator.

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Developed & audited by Gini Loh

Automation Exposure

47% weighted task index

40 of 40 tasks scored

Median Salary

$66,810 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Medium

95,200 people hold this job — size, not growth

Projected 2025–35

-0.4% employment change

6,000 openings a year · BLS line item

Pay by state

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

California $101,530
Washington $99,520
Rhode Island $93,970
New York $93,820
Connecticut $92,900

Lowest medians

Missouri $50,370
Oklahoma $50,450
Mississippi $50,750
South Dakota $51,360
West Virginia $56,440

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.

What the score is made of

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.

Automation potential 47%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 5%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 80%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 11%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 12/100 Low

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.

Constituent Task Mix

40 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 23%

9 tasks

Medium exposure (≥ 35%) 54%

22 tasks

Low exposure (below 35%) 23%

9 tasks

How would you survive?

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 →

Emerging & rewritten tasks

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.

  • New 08/2025 · Incumbent

    Track students' progress on computer-based programs, such as reading fluency and comprehension.

Constituent Tasks

#21063 · Core · 46% automatable

Develop or write Individualized Education Programs (IEPs) for students.

decision support — Drafts program outlines; institutional design and approval human

Design psychological or educational treatment procedures or programs. Develop educational programs.
#6744 · Core · 50% automatable

Establish and enforce rules for behavior and policies and procedures to maintain order among students.

interpersonal — Rules need school culture and accountability judgment

Establish rules or policies governing student behavior.
#6748 · Core · 45% automatable

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

Develop strategies or programs for students with special needs.
#6746 · Core · 15% automatable

Prepare materials and classrooms for class activities.

physical manipulation — Setting up classroom materials is physical arrangement

Set up classroom materials or equipment.
#6778 · Core · 25% automatable

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 life skills.
#6749 · Core · 25% automatable

Teach socially acceptable behavior, employing techniques such as behavior modification and positive reinforcement.

interpersonal — Life-skill teaching is embodied relational work

Teach life skills.
#6750 · Core · 55% automatable

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

Modify teaching methods or materials to accommodate student needs.
#6751 · Core · 45% automatable

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

Develop strategies or programs for students with special needs.
#6752 · Core · 48% automatable

Confer with parents or guardians, other teachers, counselors, and administrators to resolve students' behavioral and academic problems.

interpersonal — Progress discussions need relationship and judgment

Discuss problems or issues with supervisors. Discuss student progress with parents or guardians.
#6754 · Core · 45% automatable

Coordinate placement of students with special needs into mainstream classes.

decision support — AI suggests strategies; individualized special-needs judgment human

Develop strategies or programs for students with special needs.
#6747 · Core · 48% automatable

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

Develop strategies or programs for students with special needs. Collaborate with other teaching professionals to develop educational programs.
#6759 · Core · 72% automatable

Establish clear objectives for all lessons, units, and projects, and communicate those objectives to students.

text generation — Drafts instructional objectives; educator refines and validates

Develop instructional objectives.
#6745 · Core · 80% automatable

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

Maintain student records. Prepare reports detailing student activities or performance.
#6760 · Core · 25% automatable

Teach students personal development skills, such as goal setting, independence, and self-advocacy.

interpersonal — Life-skill teaching is embodied relational work

Teach life skills.
#6757 · Core · 60% automatable

Guide and counsel students with adjustments, academic problems, or special academic interests.

interpersonal — Career guidance drafted; mentor relationship human

Advise students on academic or career matters.
#6758 · Core · 54% automatable

Observe and evaluate students' performance, behavior, social development, and physical health.

decision support — Grading aided; rubric judgment and accountability human

Monitor student performance. Monitor student behavior, social development, or health. Evaluate student work.
#6753 · Core · 45% automatable

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

Apply multiple teaching methods.
#21064 · Core · 36% automatable

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

Collaborate with other teaching professionals to develop educational programs. Assist students with special educational needs.
#6763 · Core · 30% automatable

Monitor teachers and teacher assistants to ensure that they adhere to inclusive special education program requirements.

interpersonal — Directing subordinates carries accountability and motivation

Direct activities of subordinates.
#6755 · Core · 50% automatable

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

Discuss student progress with parents or guardians.
#6769 · Core · 54% automatable

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

Monitor student performance. Teach others to use technology or equipment.
#6761 · Core · 62% automatable

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

Plan educational activities.
#6771 · Core · 72% automatable

Use computers, audio-visual aids, and other equipment and materials to supplement presentations.

text generation — Generate learning content; human owns pedagogy

Create technology-based learning materials.
#6765 · Core · 72% automatable

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

Develop instructional objectives.
#6767 · Core · 50% automatable

Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula.

interpersonal — Curriculum collaboration is professional consensus work

Collaborate with other teaching professionals to develop educational programs.
#6756 · Core · 65% automatable

Prepare, administer, and grade tests and assignments to evaluate students' progress.

text generation — Item writing from specs, human reviews validity

Administer tests to assess educational needs or progress. Prepare tests. Evaluate student work.
#6762 · Core · 71% automatable

Prepare for assigned classes, and show written evidence of preparation upon request of immediate supervisors.

text generation — Draft lesson plans from curriculum inputs

Plan educational activities. Document lesson plans.
#6764 · Core · 45% automatable

Administer standardized ability and achievement tests, and interpret results to determine students' strengths and needs.

interpersonal — Test administration requires proctoring and live interaction

Administer tests to assess educational needs or progress.
#6766 · Core · 50% automatable

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

Discuss student progress with parents or guardians.
#6781 · Core · 42% automatable

Provide additional instruction in vocational areas.

interpersonal — Vocational instruction blends demo, supervision, hands-on

Teach vocational courses.
#6770 · Core · 20% automatable

Organize and label materials and display students' work.

physical manipulation — Displaying student work is physical placement

Display student work.
#6775 · Core · 35% automatable

Attend staff meetings and serve on committees, as required.

interpersonal — Committee service requires presence, negotiation, accountability

Serve on institutional or departmental committees.
#6772 · Core · 18% automatable

Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence.

interpersonal — Attending meetings requires physical human presence

Attend training sessions or professional meetings to develop or maintain professional knowledge.
#6776 · Core · 55% automatable

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

Plan experiential learning activities.
#6774 · Core · 30% automatable

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

Supervise school or student activities.
#6777 · Core · 57% automatable

Select, store, order, issue, and inventory classroom equipment, materials, and supplies.

decision support — Routine ordering automatable; human approves purchases

Maintain inventories of materials, equipment, or products. Distribute instructional or library materials. Order instructional or library materials or equipment.
#6780 · Supplemental · 22% automatable

Provide assistive devices, supportive technology, and assistance accessing facilities, such as restrooms.

interpersonal — In-person special-needs teaching and supervision

Assist students with special educational needs.
#6768 · Supplemental · 44% automatable

Supervise, evaluate, and plan assignments for teacher assistants and volunteers.

decision support — Staff evaluation needs observation and accountability

Evaluate performance of educational staff. Supervise student research or internship work.
#6773 · Supplemental · 62% automatable

Organize and supervise games and other recreational activities to promote physical, mental, and social development.

text generation — Drafts activity plans; educator adapts to learners

Plan educational activities.
#6782 · Supplemental · 55% automatable

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

Tutor students who need extra assistance.
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Community Sentiment

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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

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 →

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