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Self-Enrichment Teachers

Occupation · SOC 25-3021.00

Teach or instruct individuals or groups for the primary purpose of self-enrichment or recreation, rather than for an occupational objective, educational attainment, competition, or fitness.

Also called: Dance Instructor · Instructor · Martial Arts Instructor · Teacher · Art Teacher · Dance Teacher · Driving Instructor · Flight Instructor · Music Instructor · Piano Teacher · Acting Teacher · Adventure Education Teacher

Job family: Educational Instruction and Library Occupations

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Download .md

A source-stamped Markdown brief of this occupation — paste it into an agent, or fetch /roles/role-25-3021-00/context.md directly.

AI work map

A fast read on where AI already shows up in this occupation, where it stays a copilot, where humans remain in the loop, and what the labor market is doing. Built from observed Claude.ai conversations mapped to O*NET tasks and from published research — measures of usage and exposure, not advice or predictions that the job is going away.

Often handed to AI

Task areas most often handled directively in observed AI conversations — candidates to delegate with light review.

  • Write instructional articles on designated subjects. · 2.6%
  • Prepare materials and classrooms for class activities. · 2.2%
  • Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate. · 2.0%
See how AI is used here →

Use as a copilot

Task areas where people work with AI — iterating, learning, or checking — staying in the loop rather than handing the task off.

  • Conduct classes, workshops, and demonstrations, and provide individual instruction to teach topics and skills such as cooking, dancing, writing, physical fitness, photography, personal finance, and flying. · 23.9%
  • Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination. · 7.8%
  • Use computers, audio-visual aids, and other equipment and materials to supplement presentations. · 5.7%
See collaboration patterns →

Keep a human in the loop

Task areas where a human was still judged necessary in a large share of observed conversations — not a safety ruling, an observed-need signal.

  • Prepare instructional program objectives, outlines, and lesson plans. · 99.0% need a human
  • Assign and grade class work and homework. · 98.1% need a human
  • Write instructional articles on designated subjects. · 97.3% need a human
See the boundary tasks →

58th-percentile task overlap — yet about 51,400 openings a year (+3.7% projected, BLS), and observed AI use leans 6835% copilot, not hand-off (AEI) . What exposure means →

AI & job outlook

What today's research says about this occupation's exposure to AI, how AI is actually being used in it, and where employment is headed. These are positions within published studies — measures of exposure and usage, not predictions that this job will disappear.

Exposure to current AI

Each study uses its own scale, so the raw scores are not comparable across rows — the percentile (this job's rank among all U.S. occupations with data) is the comparable figure, and sizes the bars.

Measure Rank vs all occupations Percentile Score
Overall AI exposure (Felten et al.) Moderate 61st 0.5
LLM task exposure, γ (OpenAI / Eloundou) Moderate 47th 0.6
AI assistant applicability (Microsoft) High 69th 0.2

OpenAI's exposure study scores tasks three ways: with a language model alone (α 0.2), with simple added tooling (β 0.4), and including AI-powered software (γ 0.6). Higher means more of the job's tasks could be done at least twice as fast — not that they will be automated away.

Most of this job's tasks can be done remotely (Dingel–Neiman), which tends to track with higher digital and AI exposure.

Historical automation estimate (2013)

A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking.

Frey–Osborne probability 0.1 · 30th percentile among occupations · Low

How AI is actually used in this job

Among measured AI assistant conversations mapped to this occupation (Anthropic Economic Index, 2026-01-15), these task types came up most. These are shares of observed AI conversations — not shares of the job, of worker time, or of what could be automated.

Adapt teaching methods and instructional materials to meet students' varying needs and interests. 12.9%
Write instructional articles on designated subjects. 8.7%
Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination. 8.4%
Use computers, audio-visual aids, and other equipment and materials to supplement presentations. 3.1%
Prepare and implement remedial programs for students requiring extra help. 1.9%
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations. 1.6%

Job outlook

Independent U.S. Bureau of Labor Statistics employment projection for 2024–2034 — a labor-market forecast, not an AI-impact forecast.

Outlook About average · +3.7% by 2034
Projected annual openings 51,400
Employment 2024 → 2034 417,500 → 433,000

“Annual openings” counts new jobs plus replacements for workers who leave the occupation, so it can be large even when growth is modest.

Where this work sits on the global GenAI gradient

The ILO's 2025 global study scores generative-AI exposure on the international ISCO-08 occupation system, not US SOC. Bridged through the published (and approximate, many-to-many) IBS O*NET-SOC ↔ ISCO-08 crosswalk, this US occupation corresponds to the international 6 occupations below. Exposure here means how much of the work's tasks today's AI can attempt — task overlap, not automation, adoption, or jobs lost.

32% mean task exposure (2025)
61st percentile of 427 placed occupations
−9 pts shift 2023 → 2025
International occupation (ISCO-08) Task exposure (2025) Most tasks fall in
Sports Coaches, Instructors and Officials · 3422 37% Minimal
Other Music Teachers · 2354 35% Minimal
Other Arts Teachers · 2355 35% Minimal
Other Language Teachers · 2353 34% Minimal
Fitness and Recreation Instructors and Programme Leaders · 3423 25% Not exposed
Driving Instructors · 5165 21% Not exposed

Read the whole six-band gradient on the GenAI exposure gradient page. The crosswalk is approximate: a US occupation can map to several international ones, and the ILO scores describe the international occupation, not this exact US role.

Working with AI in this job

How people actually apply AI to this occupation's tasks, from Claude.ai (Free and Pro) conversations in the Anthropic Economic Index, 2026-01-15. This is one AI assistant's consumer sample — not all AI, not the whole workforce. Autonomy and the collaboration mix are model-rated estimates; figures below the sample floor are hidden.

Augmentation vs. automation 68.3% working with AI · 28.6% handed to AI
Most common way people use AI here Learning · you ask AI to explain or teach
Typical AI autonomy 4.0 / 5 · higher = AI acts more independently
Used for work (vs. personal / coursework) 26.3%

What people delegate to AI

The role's most common tasks in AI conversations, each tagged with how people work with the AI on it. “Usage” is the share of observed conversations, not of the job.

Task How Usage
Conduct classes, workshops, and demonstrations, and provide individual instruction to teach topics and skills such as cooking, dancing, writing, physical fitness, photography, personal finance, and flying. Learning 23.9%
Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination. Iteration 7.8%
Use computers, audio-visual aids, and other equipment and materials to supplement presentations. Learning 5.7%
Write instructional articles on designated subjects. Directive 2.6%
Prepare materials and classrooms for class activities. Directive 2.2%
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate. Directive 2.0%
Adapt teaching methods and instructional materials to meet students' varying needs and interests. Iteration 1.5%
Prepare instructional program objectives, outlines, and lesson plans. Directive 1.0%

Where a human is still needed

Tasks where the model most often judged that a person remained necessary — a useful read on the current boundary, not a guarantee.

Prepare instructional program objectives, outlines, and lesson plans. 99.0%
Assign and grade class work and homework. 98.1%
Write instructional articles on designated subjects. 97.3%
Use computers, audio-visual aids, and other equipment and materials to supplement presentations. 97.0%
Prepare materials and classrooms for class activities. 93.2%
Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination. 92.8%

What people most often hand AI here

Example prompts phrased from the tasks people most often delegate to AI in this occupation (Anthropic Economic Index). Each shows the underlying measured task and its share of observed AI use. They are suggested phrasings of real tasks — starting points, not endorsed instructions.

  • Help me conduct classes, workshops, and demonstrations, and provide individual instruction to teach topics and skills such as cooking, dancing, writing, physical fitness, photography, personal finance, and flying.

    From: Conduct classes, workshops, and demonstrations, and provide individual instruction to teach topics and skills such as cooking, dancing, writing, physical fitness, photography, personal finance, and flying. · 23.9% of measured AI use · learning

  • Help me review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination.

    From: Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination. · 7.8% of measured AI use · task iteration

  • Help me use computers, audio-visual aids, and other equipment and materials to supplement presentations.

    From: Use computers, audio-visual aids, and other equipment and materials to supplement presentations. · 5.7% of measured AI use · learning

  • Help me write instructional articles on designated subjects.

    From: Write instructional articles on designated subjects. · 2.6% of measured AI use · directive

Tasks

All 30 tasks O*NET lists for this occupation, ordered by importance. Each links to its own page with AI-exposure and observed-use detail.

Work activities

Knowledge, skills & abilities

O*NET importance rating, from 1 (not important) to 5 (extremely important).

Knowledge

Education and Training 4.3
Customer and Personal Service 3.5
English Language 3.3
Sociology and Anthropology 2.5

Abilities

Oral Expression 4.0
Oral Comprehension 3.9
Speech Clarity 3.6
Speech Recognition 3.3
Written Comprehension 3.1
Written Expression 3.1
Deductive Reasoning 3.1
Information Ordering 3.1
Near Vision 3.1
Fluency of Ideas 3.0
Originality 3.0
Problem Sensitivity 3.0
Inductive Reasoning 3.0
Category Flexibility 3.0
Flexibility of Closure 2.6
Selective Attention 2.6
Memorization 2.5
Visualization 2.5
Far Vision 2.5

Essential skills

Speaking 3.6
Active Listening 3.4
Learning Strategies 3.4
Reading Comprehension 3.1
Critical Thinking 3.1
Active Learning 3.1
Monitoring 3.1
Writing 3.0

Transferable skills

Instructing 3.4
Social Perceptiveness 3.1
Coordination 3.0
Service Orientation 3.0
Judgment and Decision Making 3.0
Complex Problem Solving 2.9
Time Management 2.9
Persuasion 2.6
Management of Personnel Resources 2.5

Skills in demand

Skills employers ask for in job postings for this occupation (Lightcast), with whether each is a common or specialized skill.

Showing the top 40 of 45.

Tools & technology

Example Category
Adobe Acrobat Document management software Hot technology
Adobe Photoshop Graphics or photo imaging software Hot technology
Hypertext markup language HTML Web platform development software Hot technology
Microsoft Access Data base user interface and query software Hot technology
Microsoft Excel Spreadsheet software Hot technology
Microsoft Office software Office suite software Hot technology
Microsoft PowerPoint Presentation software Hot technology
Microsoft Word Word processing software Hot technology
Adobe Dreamweaver Web page creation and editing software
Blackboard software Data base user interface and query software
Corel Paint Shop Pro Graphics or photo imaging software
Educational software Computer based training software
Email software Electronic mail software
Google Classroom Project management software
Microsoft Internet Explorer Internet browser software
Microsoft Windows Movie Maker Video creation and editing software
Nearpod Multi-media educational software
Schoology Computer based training software
Video editing software Video creation and editing software
Web browser software Internet browser software
YouTube Video creation and editing software

Work context

How characteristic each condition is of the job, on O*NET's 1–5 context scale (higher = more present in day-to-day work). Each condition links to how it varies across all occupations.

Freedom to Make Decisions 4.8
Contact With Others 4.8
Face-to-Face Discussions with Individuals and Within Teams 4.7
Indoors, Environmentally Controlled 4.4
Determine Tasks, Priorities and Goals 4.4
Physical Proximity 4.0
E-Mail 3.9
Work With or Contribute to a Work Group or Team 3.8
Coordinate or Lead Others in Accomplishing Work Activities 3.8
Impact of Decisions on Co-workers or Company Results 3.6
Importance of Being Exact or Accurate 3.6
Frequency of Decision Making 3.4
Deal With External Customers or the Public in General 3.2
Spend Time Sitting 3.2
Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls 2.9
Importance of Repeating Same Tasks 2.9
Health and Safety of Other Workers 2.8
Time Pressure 2.8
Public Speaking 2.6
Telephone Conversations 2.6
Spend Time Standing 2.5
Work Outcomes and Results of Other Workers 2.5
Written Letters and Memos 2.2
Dealing With Unpleasant, Angry, or Discourteous People 2.2
Conflict Situations 2.1
Level of Competition 2.1
Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable 2.1
In an Enclosed Vehicle or Operate Enclosed Equipment 2.0
Spend Time Making Repetitive Motions 1.9
Consequence of Error 1.8
Indoors, Not Environmentally Controlled 1.7
Outdoors, Exposed to All Weather Conditions 1.7
Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection 1.6
Spend Time Walking or Running 1.5
Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets 1.5
Spend Time Bending or Twisting Your Body 1.5
Outdoors, Under Cover 1.4
Degree of Automation 1.4
Exposed to Disease or Infections 1.3
Spend Time Kneeling, Crouching, Stooping, or Crawling 1.3

How to get in

Job zone
Zone 3 — Job Zone Three: Medium Preparation Needed
Education
Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree.
Typical entry-level education
High school diploma or equivalent · BLS, the typical path — not a requirement
Related experience
Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.
Preparation level
SVP (6.0 to < 7.0) — total schooling plus on-the-job experience.

What to study: Education , Multi/Interdisciplinary Studies . Fields of study crosswalked to this occupation (NCES CIP–SOC), not a requirement.

Education of current workers

Share of people in this occupation at each level of education.

Post-Secondary Certificate 18.5%
Bachelor's Degree 18.1%
High School Diploma 13.5%
Associate's Degree (or other 2-year degree) 13.5%
Post-Doctoral Training 0.8%
Post-Baccalaureate Certificate 0.7%
Some College Courses 0.3%

Interests & work styles

The interests and personal qualities O*NET associates with people who do this work.

Career interests (Holland / RIASEC)

Social 7.0
Artistic 4.2
Enterprising 3.2
Conventional 3.1
Investigative 3.0

Interest areas

Teaching/Education 6.5
Public Speaking 4.6
Social Service 4.0
Personal Service 3.9
Performing Arts 3.6
Professional Advising 3.6
Humanities 2.7
Athletics 2.6

Work styles

Dependability 5.0
Cooperation 4.0
Social Orientation 3.0

Wages & employment

U.S. · annual wages (BLS OEWS)

$29k10th$35k25th$46kMedian$62k75th$91k90th
Annual wages by percentile — U.S. (BLS OEWS). The light band spans the 10th–90th percentile; the darker band is the middle half (25th–75th); the line is the median.
418k2024433k2034 (proj.)+3.7% · About average
Projected U.S. employment, 2024–2034 (BLS Employment Projections). A labor-market forecast for the occupation, not an AI-impact forecast.
10th percentile $28,980
25th percentile $35,410
Median (50th) $45,590
75th percentile $62,180
90th percentile $90,780
People employed 308,520

Industries that employ this occupation

Where these workers are employed, by number of jobs (national, BLS OEWS). Pay shown is the occupation's national median, not industry-specific.

Industry Workers National median pay
Educational Services · Sector 199,990 $46,240
Arts, Entertainment, and Recreation · Sector 44,390 $43,140
Other Services (except Public Administration) · Sector 22,030 $45,000
Fitness and Recreational Sports Centers · National industry 15,260 $37,340
Health Care and Social Assistance · Sector 15,050 $45,940
Retail Trade · Sector 10,200 $44,590
Theater Companies and Dinner Theaters · National industry 3,100 $75,980
Services for the Elderly and Persons with Disabilities · National industry 2,210 $43,650
Sporting Goods Retailers · National industry 1,890 $37,820
Accommodation and Food Services · Sector 1,560 $40,010
Administrative and Support and Waste Management and Remediation Services · Sector 1,100 $52,000
Professional, Scientific, and Technical Services · Sector 730 $46,620

Where this work is most concentrated

Industries where this occupation is far more common than in the economy as a whole. The location quotient is how many times more concentrated it is here (a value of 5 means five times its economy-wide share).

Industry Concentration Workers
Theater Companies and Dinner Theaters · National industry 21.4× 3,100
Fitness and Recreational Sports Centers · National industry 12.1× 15,260
Arts, Entertainment, and Recreation · Sector 8.4× 44,390
Educational Services · Sector 7.33× 199,990
Sporting Goods Retailers · National industry 3.17× 1,890
Other Services (except Public Administration) · Sector 2.49× 22,030
Agriculture, Forestry, Fishing and Hunting · Sector 0.46× 390
Services for the Elderly and Persons with Disabilities · National industry 0.46× 2,210

Part of the Education career cluster.

Exposure quadrant: AI task-overlap percentile vs Median pay Self-Enrichment Teachers sits at the 58th percentile of AI task-overlap and the 21st percentile of median pay, placed here against 9 adjacent occupations on the same two axes. Lower overlap · higher pay Higher overlap · higher pay Higher overlap · lower pay Lower overlap · lower pay Self-Enrichment Teachers Special Education Teachers, Middle School Special Education Teachers, Secondary School Elementary School Teachers, Except Special Education Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors Art, Drama, and Music Teachers, Postsecondary Instructional Coordinators Tutors AI task-overlap percentile → ↑ Median pay
AI task-overlap percentile (horizontal) vs. median-pay percentile (vertical), across all scored occupations. This occupation is highlighted; related occupations are plotted alongside it. Overlap measures shared tasks with AI, not automation.

Side-by-side comparisons place two occupations’ pay, preparation, skills, and AI exposure on the same page — same data, same scale, no forecast.

What you can do with this

Options the data surfaces for Self-Enrichment Teachers — not advice or a forecast. Each is a real cross-link you can follow into the evidence.

Write a report on thisheadline · factoids · citation

Self-Enrichment Teachers show 58th-percentile AI task overlap — and about 51,400 annual U.S. openings

  • Self-Enrichment Teachers rank in the 58th percentile (Moderate band) for AI task overlap across U.S. occupations — a measure of how much of the work today's AI can attempt, not how much is automated.Eloundou et al. (GPTs are GPTs) + Felten AIOE
  • The occupation is projected to see about 51,400 U.S. job openings per year (2024–34), counting growth and replacement — a labor-demand projection made independently of AI.BLS Employment Projections 2024–34
  • BLS projects employment to be about average (+3.7%) from 2024 to 2034.BLS Employment Projections 2024–34
  • Median annual pay is $45,590, across about 308,520 U.S. workers.BLS OEWS (May 2024)
  • Of the AI use actually observed for this work, 68% looks like augmentation (drafting, iterating, checking) rather than hands-off automation — from a Claude.ai usage sample, not a census.2026-01-15-v4-plus-2025-03-27-v2
Copy the whole kit
Self-Enrichment Teachers show 58th-percentile AI task overlap — and about 51,400 annual U.S. openings

• Self-Enrichment Teachers rank in the 58th percentile (Moderate band) for AI task overlap across U.S. occupations — a measure of how much of the work today's AI can attempt, not how much is automated. (Eloundou et al. (GPTs are GPTs) + Felten AIOE)
• The occupation is projected to see about 51,400 U.S. job openings per year (2024–34), counting growth and replacement — a labor-demand projection made independently of AI. (BLS Employment Projections 2024–34)
• BLS projects employment to be about average (+3.7%) from 2024 to 2034. (BLS Employment Projections 2024–34)
• Median annual pay is $45,590, across about 308,520 U.S. workers. (BLS OEWS (May 2024))
• Of the AI use actually observed for this work, 68% looks like augmentation (drafting, iterating, checking) rather than hands-off automation — from a Claude.ai usage sample, not a census. (2026-01-15-v4-plus-2025-03-27-v2)

Source: Singulariki — "Self-Enrichment Teachers". https://singulariki.com/roles/role-25-3021-00
Note: AI task overlap measures what today's AI can attempt, not automation, job loss, or a forecast.

AssetsShare imageMethodology & sourcesPress & newsroomThe newsroom

Every line is built only from figures this page already shows and cites. AI task overlap means what today's AI can attempt — not automation, job loss, or a forecast.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

Data compiled June 2, 2026. Figures are estimates, not advice.

Cite this page
Plain

Singulariki. "Self-Enrichment Teachers." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026. https://singulariki.com/roles/role-25-3021-00

APA

Singulariki. (2026). Self-Enrichment Teachers. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/roles/role-25-3021-00

BibTeX
@misc{singulariki-role-25-3021-00,
  title  = {Self-Enrichment Teachers},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026},
  url    = {https://singulariki.com/roles/role-25-3021-00}
}

Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.

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