Will AI replace Preschool Teachers, Except Special Education?
Most of the work in Preschool Teachers, Except Special Education still leans on things AI struggles with — research rates its theoretical AI reach at only ~23%, and real-world use lower still.
O*NET-SOC 25-2011
How your 32 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 (~23%). By late 2025, real-world AI use had reached about 0% 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 (~23%), real-world use (~0%) 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 32 tasks, ratedBased on real task-level AI scores — click to collapse
- Maintain accurate and complete student records as required by laws, district policies, and administrative regulations.
- Prepare reports on students and activities as required by administration.
- Adapt teaching methods and instructional materials to meet students' varying needs and interests.
- Identify children showing signs of emotional, developmental, or health-related problems and discuss them with supervisors, parents or guardians, and child development specialists.
- Establish clear objectives for all lessons, units, and projects and communicate those objectives to children.
- Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.
- Prepare and implement remedial programs for students requiring extra help.
- Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula.
- Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence.
- Organize and label materials and display students' work in a manner appropriate for their ages and perceptual skills.
- Collaborate with other teachers and administrators in the development, evaluation, and revision of preschool programs.
- Select, store, order, issue, and inventory classroom equipment, materials, and supplies.
- Administer tests to help determine children's developmental levels, needs, and potential.
- Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, and social skills.
- Establish and enforce rules for behavior and procedures for maintaining order.
- Provide a variety of materials and resources for children to explore, manipulate, and use, both in learning activities and in imaginative play.
- Serve meals and snacks in accordance with nutritional guidelines.
- Attend to children's basic needs by feeding them, dressing them, and changing their diapers.
- Meet with parents and guardians to discuss their children's progress and needs, determine their priorities for their children, and suggest ways that they can promote learning and development.
- Organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, storytelling, and field trips.
- Assimilate arriving children to the school environment by greeting them, helping them remove outerwear, and selecting activities of interest to them.
- Observe and evaluate children's performance, behavior, social development, and physical health.
- Prepare materials and classrooms for class activities.
- Read books to entire classes or to small groups.
- Arrange indoor and outdoor space to facilitate creative play, motor-skill activities, and safety.
- Teach proper eating habits and personal hygiene.
- Demonstrate activities to children.
- Enforce all administration policies and rules governing students.
- Plan and supervise class projects, field trips, visits by guests, or other experiential activities and guide students in learning from those activities.
- Meet with other professionals to discuss individual students' needs and progress.
- Supervise, evaluate, and plan assignments for teacher assistants and volunteers.
- Attend staff meetings and serve on committees as required.
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.