Occupation baseline · Research consensus
Will AI replace Special Education Teachers, Preschool?
Baseline AI displacement risk for Special Education Teachers, Preschool, aggregated from 5 research sources.
What this score means
Special Education Teachers, Preschool leans toward the safer end for Education. Parts of the role touch tasks AI is getting good at, but the core still depends on hands on work or judgment that resists automation. At 25 out of 100 it scores 14 points below the Education average of 39. Across the 5 sources behind this baseline, individual estimates run from 5 to 41, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Special Education Teachers, Preschool, most central first, showing 12 of 36.
- 01Employ special educational strategies or techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, or memory.
- 02Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement.
- 03Communicate nonverbally with children to provide them with comfort, encouragement, or positive reinforcement.
- 04Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, or social skills, to preschool students with special needs.
- 05Develop individual educational plans (IEPs) designed to promote students' educational, physical, or social development.
- 06Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual education plans (IEPs).
- 07Teach students personal development skills, such as goal setting, independence, or self-advocacy.
- 08Develop or implement strategies to meet the needs of students with a variety of disabilities.
- 09Observe and evaluate students' performance, behavior, social development, and physical health.
- 10Instruct and monitor students in the use and care of equipment or materials to prevent injuries and damage.
- 11Administer tests to help determine children's developmental levels, needs, or potential.
- 12Establish and enforce rules for behavior and procedures for maintaining order among students.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 5 research sources that scored Special Education Teachers, Preschool for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Special Education Teachers, Preschool?
- Published research puts Special Education Teachers, Preschool at 25 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Special Education Teachers, Preschool?
- Only partly. Individual estimates for Special Education Teachers, Preschool run from 5 to 41 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which education roles face similar AI exposure?
- The closest published education roles to Special Education Teachers, Preschool by score are Kindergarten Teachers, Except Special Education (25/100), Museum Technicians and Conservators (25/100), and Teaching Assistants, Special Education (25/100). Each has its own page with the research behind its number.
Also covers
Autistic Teacher · Behavior Interventionist · Behavioral Interventionist · Blind Teacher · Braille Teacher · Deaf Education Teacher · Deaf Teacher · ED Teacher (Emotional Disabilities Teacher) and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More education occupations
- Career/Technical Education Teachers, Middle School27/100
- Special Education Teachers, Elementary School27/100
- Career/Technical Education Teachers, Secondary School26/100
- Special Education Teachers, All Other26/100
- Kindergarten Teachers, Except Special Education25/100
- Museum Technicians and Conservators25/100
- Teaching Assistants, Special Education25/100
- Preschool Teachers, Except Special Education23/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.