Occupation baseline · Research consensus
Will AI replace Self-Enrichment Teachers?
Baseline AI displacement risk for Self-Enrichment Teachers, aggregated from 7 research sources.
What this score means
Self-Enrichment Teachers 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 36 out of 100 it scores 3 points below the Education average of 39. Across the 7 sources behind this baseline, individual estimates run from 23 to 43, 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 Self-Enrichment Teachers, most central first, showing 12 of 30.
- 01Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.
- 02Adapt teaching methods and instructional materials to meet students' varying needs and interests.
- 03Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.
- 04Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.
- 05Maintain accurate and complete student records as required by administrative policy.
- 06Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.
- 07Prepare and administer written, oral, and performance tests, and issue grades in accordance with performance.
- 08Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.
- 09Prepare instructional program objectives, outlines, and lesson plans.
- 10Confer with other teachers and professionals to plan and schedule lessons promoting learning and development.
- 11Prepare materials and classrooms for class activities.
- 12Enforce policies and rules governing 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 7 research sources that scored Self-Enrichment Teachers 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
- 03Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 04Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 05GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 06AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
- 07Generative AI and jobs: A global analysis of potential effects on job quantity and quality · 2023International Labour Organization, Working Paper 96 (2023)
Common questions
- How likely is AI to replace Self-Enrichment Teachers?
- Published research puts Self-Enrichment Teachers at 36 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 7 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Self-Enrichment Teachers?
- Only partly. Individual estimates for Self-Enrichment Teachers run from 23 to 43 out of 100 across the 7 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 Self-Enrichment Teachers by score are Architecture Teachers, Postsecondary (36/100), Elementary School Teachers, Except Special Education (37/100), and Secondary School Teachers, Except Special and Career/Technical Education (37/100). Each has its own page with the research behind its number.
Also covers
Acting Teacher · Adventure Education Teacher · Americanization Teacher · Art Educator · Art Instructor · Art Teacher · Arts and Crafts Teacher · Athletic Instructor and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More education occupations
- Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary39/100
- Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors38/100
- Forestry and Conservation Science Teachers, Postsecondary38/100
- Elementary School Teachers, Except Special Education37/100
- Secondary School Teachers, Except Special and Career/Technical Education37/100
- Architecture Teachers, Postsecondary36/100
- Special Education Teachers, Middle School35/100
- Special Education Teachers, Secondary School34/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.