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AI Job Risk

Occupation baseline · Research consensus

Will AI replace Preschool Teachers, Except Special Education?

Lower risk

Baseline AI displacement risk for Preschool Teachers, Except Special Education, aggregated from 5 research sources.

What this score means

Preschool Teachers, Except Special Education is among the least exposed roles in Education. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 23 out of 100 it scores 16 points below the Education average of 39. Across the 5 sources behind this baseline, individual estimates run from 5 to 34, 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 Preschool Teachers, Except Special Education, most central first, showing 12 of 34.

  • 01Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, and social skills.
  • 02Establish and enforce rules for behavior and procedures for maintaining order.
  • 03Adapt teaching methods and instructional materials to meet students' varying needs and interests.
  • 04Provide a variety of materials and resources for children to explore, manipulate, and use, both in learning activities and in imaginative play.
  • 05Serve meals and snacks in accordance with nutritional guidelines.
  • 06Attend to children's basic needs by feeding them, dressing them, and changing their diapers.
  • 07Meet 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.
  • 08Organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, storytelling, and field trips.
  • 09Identify children showing signs of emotional, developmental, or health-related problems and discuss them with supervisors, parents or guardians, and child development specialists.
  • 10Maintain accurate and complete student records as required by laws, district policies, and administrative regulations.
  • 11Assimilate arriving children to the school environment by greeting them, helping them remove outerwear, and selecting activities of interest to them.
  • 12Observe and evaluate children's performance, behavior, social development, and physical health.

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 Preschool Teachers, Except Special Education for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

Common questions

How likely is AI to replace Preschool Teachers, Except Special Education?
Published research puts Preschool Teachers, Except Special Education at 23 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 Preschool Teachers, Except Special Education?
Only partly. Individual estimates for Preschool Teachers, Except Special Education run from 5 to 34 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 Preschool Teachers, Except Special Education by score are Adapted Physical Education Specialists (22/100), Kindergarten Teachers, Except Special Education (25/100), and Museum Technicians and Conservators (25/100). Each has its own page with the research behind its number.

Also covers

After School Teacher · Child Care Assistant Teacher · Child Development Teacher · Childcare Teacher · Childhood Development Teacher · Day Care Teacher · Daycare Teacher · Early Childhood Educator and related titles

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.