Will AI replace Special Education Teachers, Preschool?
Most of the work in Special Education Teachers, Preschool still leans on things AI struggles with — research rates its theoretical AI reach at only ~20%, and real-world use lower still.
O*NET-SOC 25-2051
How your 34 core tasks split
Top = what GPT-4 judged AI could speed up. Bottom = how much AI was actually used for these tasks (Anthropic's March 2026 report, usage from Aug & Nov 2025). The gap is the real story.
Back in 2023, GPT-4 judged AI could, in theory, assist with a relatively low share of this job's tasks (~20%). By late 2025, real-world AI use had reached about 1% of its task activity (still rare). The gap between that 2023 forecast and today is the real story.
Where this job sits among 738 jobs
Each dot is one of 738 U.S. jobs. Right = AI can do more of it. Up = AI is actually used more.
The signals here line up
Theoretical reach (~20%), real-world use (~1%) and the task-level picture mostly agree — so this read is more reliable than for jobs where the signals contradict each other. Even so, AI-risk estimates shift by model (a 2026 study saw the "high-risk" share swing 2.7%–51.5%), so treat these as directional, not destiny.
See all 34 tasks, ratedBased on real task-level AI scores — click to collapse
- Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.
- Establish and communicate clear objectives for all lessons, units, and projects to students, parents, or guardians.
- Prepare reports on students and activities as required by administration.
- Prepare assignments for teacher assistants or volunteers.
- Develop individual educational plans (IEPs) designed to promote students' educational, physical, or social development.
- Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual education plans (IEPs).
- Modify the general preschool curriculum for special-needs students.
- Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or requirements.
- Organize and display students' work in a manner appropriate for their perceptual skills.
- Present information in audio-visual or interactive formats, using computers, television, audio-visual aids, or other equipment, materials, or technologies.
- Employ special educational strategies or techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, or memory.
- Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement.
- Communicate nonverbally with children to provide them with comfort, encouragement, or positive reinforcement.
- Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, or social skills, to preschool students with special needs.
- Teach students personal development skills, such as goal setting, independence, or self-advocacy.
- Develop or implement strategies to meet the needs of students with a variety of disabilities.
- Observe and evaluate students' performance, behavior, social development, and physical health.
- Instruct and monitor students in the use and care of equipment or materials to prevent injuries and damage.
- Administer tests to help determine children's developmental levels, needs, or potential.
- Establish and enforce rules for behavior and procedures for maintaining order among students.
- Attend to children's basic needs by feeding them, dressing them, or changing their diapers.
- Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play.
- Monitor teachers or teacher assistants to ensure adherence to special education program requirements.
- Encourage students to explore learning opportunities or persevere with challenging tasks to prepare them for later grades.
- 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.
- Confer with parents, guardians, teachers, counselors, or administrators to resolve students' behavioral or academic problems.
- Provide assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.
- Organize and supervise games or other recreational activities to promote physical, mental, or social development.
- Attend professional meetings, educational conferences, or teacher training workshops to maintain or improve professional competence.
- Read books to entire classes or to small groups.
- Arrange indoor or outdoor space to facilitate creative play, motor-skill activities, or safety.
- Collaborate with other teachers or administrators to develop, evaluate, or revise preschool programs.
- Plan and supervise experiential learning activities, such as class projects, field trips, or demonstrations.
- Control the inventory or distribution of classroom equipment, materials, or supplies.
How we measured this — and how fresh it is
AI's theoretical reach data: 2023
From GPTs-are-GPTs (Eloundou et al.), where GPT-4 rated how much of each task an AI tool could meaningfully speed up. This is the most recent open, commercially-usable occupation-level potential dataset — it dates to 2023. Newer multi-model re-runs exist but swing wildly (one 2026 study saw "high-risk" jobs range 2.7%–51.5% by model) and aren't openly licensed, so we show the stable 2023 baseline and pair it with newer real-world data.
Real-world AI use 2026 report
From the Anthropic Economic Index, which observes how real Claude conversations map onto each occupation's tasks. Published in Anthropic's March 2026 labor-market report, based on usage measured in Aug & Nov 2025 (Sonnet 4 / 4.5).
Task list & ratings O*NET 30.3
Tasks come from O*NET 30.3. Each task's "AI can do / speeds up / still on you" tier uses the real task-level exposure scores from GPTs-are-GPTs (E1 / E2 / E0) — not a guess from keywords.
Sources: O*NET 30.3 (CC BY 4.0) · GPTs-are-GPTs (MIT, 2023) · Anthropic Economic Index (CC BY, Aug & Nov 2025). Page compiled June 2026. "O*NET" is a trademark of the U.S. Department of Labor.
This page is for general informational purposes only and is not career, financial, or employment advice. AI exposure reflects research estimates of task overlap, not predictions about any individual's job, employer, or future employment.