Will AI replace self-enrichment teachers?

AI already handles some of this work on its own in real use, for tasks like “Prepare instructional program objectives, outlines, and lesson plans”. That's 1h 24m of a typical shift; 6h 36m still has no AI or robot evidence. BLS expects about 3.5% more of these jobs by 2035.

Time card for self-enrichment teachers showing a typical 8-hour shift: 6h 36m done by people, 1h 24m by AI.
Each mark is 5 minutes of a typical shift for self-enrichment teachers, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

Home / Education / Self-Enrichment Teachers

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.

Time card

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MineTask, by time spentHumanWith AIAIRobot
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.1h 58m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
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.59m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Prepare instructional program objectives, outlines, and lesson plans.25m a shift · Observed in AI useTypical AI request: about 6h 1m alone, 29m with AI
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Prepare materials and classrooms for class activities.25m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for self-enrichment teachers. How labels work
Adapt teaching methods and instructional materials to meet students' varying needs and interests.17m a shift · Observed in AI use
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.17m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Maintain accurate and complete student records as required by administrative policy.17m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.17m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.17m a shift · Observed in AI useTypical AI request: about 3h 58m alone, 35m with AI
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.17m a shift · Observed in AI useTypical AI request: about 8h 11m alone, 28m with AI
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Prepare and administer written, oral, and performance tests, and issue grades in accordance with performance.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Confer with other teachers and professionals to plan and schedule lessons promoting learning and development.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Enforce policies and rules governing students.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination.8m a shift · Observed in AI useTypical AI request: about 4h 43m alone, 36m with AI
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work
Meet with other instructors to discuss individual students and their progress.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Attend professional meetings, conferences, and workshops to maintain and improve professional competence.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Plan and supervise class projects, field trips, visits by guest speakers, contests, or other experiential activities, and guide students in learning from those activities.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Attend staff meetings and serve on committees, as required.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Select, order, and issue books, materials, and supplies for courses or projects.8m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for self-enrichment teachers. How labels work
Assign and grade class work and homework.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Instruct and monitor students in the use and care of equipment and materials to prevent injury and damage.8m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Meet with parents and guardians to discuss their children's progress and to determine their priorities for their children.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Schedule class times to ensure maximum attendance.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Prepare and implement remedial programs for students requiring extra help.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Organize and supervise games and other recreational activities to promote physical, mental, and social development.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Participate in publicity planning and student recruitment.8m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Observe and evaluate the performance of other instructors.time not estimated · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Write instructional articles on designated subjects.time not estimated · Observed in AI useTypical AI request: about 6h 53m alone, 28m with AI
Why this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work

Clock history

  1. 1h 24m touchedFirst published: O*NET 30.1, Anthropic Economic Index (2025 usage and September 2026 robot study), BLS May 2025

When new data changes this clock, the date, the new numbers and the reason are logged here. Company news alone never moves the clock.

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Ask the clock

Will AI replace self-enrichment teachers?

Unlikely, though parts of the work are changing. About 1h 24m of an 8-hour shift goes to tasks touched by AI working on its own. The other 6h 36m (83%) stays with people. Separately, BLS expects about 3.5% more of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for self-enrichment teachers?

AI shows up regularly in 5 of 30 tasks, about 1h 24m of a typical shift. The biggest ones:

  • Prepare instructional program objectives, outlines, and lesson plans. (25m a shift, AI mostly does it alone)
  • Adapt teaching methods and instructional materials to meet students' varying needs and interests. (17m a shift, AI mostly does it alone)
  • Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate. (17m a shift, AI mostly does it alone)
  • Use computers, audio-visual aids, and other equipment and materials to supplement presentations. (17m a shift, AI mostly does it alone)
  • Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination. (8m a shift, AI mostly does it alone)
Where do robots fit in?

Not in workplaces like this one, based on a 2026 review of robot deployments. 2 more tasks have only been done in factory setups built around the machine, so they stay with people here. For 5 physical tasks, no robot has shown it can do the work yet.

What still needs a person?

6h 36m of a typical shift, or 83%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations. (1h 58m a shift)
  • 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. (59m a shift)
  • Prepare materials and classrooms for class activities. (25m a shift)
  • Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks. (17m a shift)
  • Maintain accurate and complete student records as required by administrative policy. (17m a shift)
Why is that work hard to automate?

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

  • 81% work at arm's length or closer to other people
  • 77% are in constant contact with other people
  • 76% talk face to face with others every day
How much time does AI save on these tasks?

For the 4 tasks in this job where AI shows up and timing data exists, a typical request takes about 5h 22m for a person alone and about 32m with AI. These are Claude's own estimates from real conversations in April and May 2026 (Anthropic Economic Index). They describe single requests, not whole workdays, and time saved on a task doesn't mean jobs are cut. The biggest gaps:

  • Use computers, audio-visual aids, and other equipment and materials to supplement presentations (about 8h 11m alone, 28m with AI)
  • Prepare instructional program objectives, outlines, and lesson plans (about 6h 1m alone, 29m with AI)
  • Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination (about 4h 43m alone, 36m with AI)
Are employers still hiring self-enrichment teachers?

On Indeed, job postings in the Education & Instruction sector are at 107% of their February 2020 level (all U.S. postings: 104%), down 9.5% from a year earlier, as of Oct 9, 2026. BLS separately expects about 50,000 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do self-enrichment teachers make?

The median pay is about $46,800 a year ($22.50 an hour), 8% below the median for all U.S. jobs ($50,980). Most people in this job earn between $30,050 and $92,840 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

Is this job growing or shrinking?

BLS projects growth of 3.5% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 434,000 jobs in 2035. It expects about 50,000 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many self-enrichment teachers are there in the U.S.?

About 332,000 people in the U.S., roughly 0.21% of all workers (BLS, May 2025). That makes it the 121st largest of the 796 jobs on this site. BLS expects about 434,000 in 2035.

What training do self-enrichment teachers need?

The most common requirement is a master's degree: about 35% of people in the job said so in the official O*NET survey. O*NET rates the job at level 3 of 5 for preparation, which usually means: vocational school or associate's degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Skills that matter more here than in most jobs: Learning Strategies, Instructing, Speaking, Service Orientation
  • Get strong at the parts of the job that stay with people (listed above), which take 6h 36m of a typical shift
  • Tools employers list: Adobe Acrobat, Adobe Photoshop, Hypertext markup language HTML, Microsoft Access, Microsoft Excel
  • Learn to use AI well on the tasks where it already shows up in this job (listed above)
What other jobs could self-enrichment teachers move into?

These use similar skills. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors (1h 39m touched, $62k median pay)
  • Tutors (3h 46m touched, $43k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 6 observed in real AI use, 24 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • Adobe Acrobat
  • Adobe Photoshop
  • Hypertext markup language HTML
  • Microsoft Access

Plus everyday office tools: Microsoft Excel, Microsoft Office software, Microsoft PowerPoint, Microsoft Word.

Also called

Acting Teacher, Adventure Education Teacher, Americanization Teacher, Art Educator, Art Instructor, Art Teacher, Arts and Crafts Teacher, Athletic Instructor, Athletics Teacher, Ballet Teacher, Baton Teacher, Bridge Instructor, Bridge Teacher, CPR Instructor (Cardiopulmonary Resuscitation Instructor)