Mostly Resilient
Last Update: 6/19/2026
AI Resilience Score for Self-Enrichment Teachers:
57.7%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Med
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
High
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
Most data sources align, with only minor variation. This is a well-supported result.
Contributing sources
AI Resilience Report forSelf-Enrichment Teachers
$45,590 median salary•51,400 annual openings•SOC Code: 25-3021.00
Self-Enrichment Teachers are somewhat more resilient to AI impacts than most occupations, according to our analysis of 7 sources.
Self-enrichment teachers (think cooking, art, music, and yoga instructors) are holding up really well because the heart of this job is deeply human. Demonstrating a brush stroke, spotting a student's yoga pose, or encouraging a nervous beginner all require real-time observation and emotional connection that AI simply cannot replicate.
Learn more about how you can thrive in this position
This role is mostly resilient
Self-enrichment teachers (think cooking, art, music, and yoga instructors) are holding up really well because the heart of this job is deeply human. Demonstrating a brush stroke, spotting a student's yoga pose, or encouraging a nervous beginner all require real-time observation and emotional connection that AI simply cannot replicate.
Read full analysisLearn more about how you can thrive in this position
Analysis of Current AI Resilience
Self-Enrichment Teachers
Updated Quarterly

How is AI changing Self-Enrichment Teachers jobs?
Right now, AI is mostly being used to help self-enrichment teachers — like cooking, art, music, and yoga instructors — rather than replace them. The biggest impact is on behind-the-scenes work like lesson planning and creating materials. A national Gallup and Walton Family Foundation study found that 60% of teachers used an AI tool during the 2024-25 school year [1], with the top uses being preparing to teach, making worksheets, and modifying materials for individual learners — and weekly users saved an average of 5.9 hours per week.
A newer Jobs for the Future survey released in March 2026 found that nearly seven in ten learners now report AI is incorporated into their coursework or training [2], and that institutional AI training jumped more than 20 percentage points in a single year. In adult and hobby education specifically, Digital Promise notes that AI can personalize learning and automate tasks while gamification boosts engagement and retention [3], helping instructors keep learners motivated. The hands-on parts of teaching — demonstrating a brush stroke, spotting someone's yoga pose, encouraging a nervous beginner — remain almost entirely human, because they rely on real-time observation and emotional connection.
EdWeek's March 2026 reporting shows teachers are still mostly using AI for basic lesson plans and administrative tasks rather than core instruction [4].
Sources

How fast is AI adoption growing for Self-Enrichment Teachers?
Adoption in self-enrichment teaching is moving at a medium pace, and there are good reasons it won't fully replace human instructors. On the "speed it up" side, tools like ChatGPT, recipe generators, and AI yoga apps are cheap or free, and EdWeek reports that the share of teachers using AI-run tools nearly doubled from 2024 to 2025 [4]. Industry groups are pushing innovation too — IACET's 2025 Instructional Impact Award honored a provider that integrates instructor-led training with AI and VR simulations to upskill learners faster [5].
On the "slow it down" side, hobby classes exist largely because people want human connection, creativity, and fun — things AI can't fully provide. Digital Promise also warns that the costs of advanced AI platforms can be substantial for both institutions and learners [3], and concerns around data privacy, bias, and the digital divide remain real. JFF found that 11% of institutions ban AI entirely and 13% of learners don't even know their school's policy [2], showing that rules are still catching up.
The good news for anyone curious about this career: human warmth, encouragement, and hands-on coaching are exactly the skills AI struggles with most — so this job looks more like one AI will assist than replace.
Sources

Will AI replace Self-Enrichment Teachers?
No. We don't think AI will replace Self-Enrichment Teachers, though we do expect the job to change.
Self-enrichment teaching earns a 57.7% AI Resilience Score from us, and the core reason is simple: people sign up for cooking, yoga, or art classes because they want a human experience. Demonstrating a brush stroke, spotting a wobbly pose, or encouraging a nervous beginner requires real-time observation and emotional warmth that AI genuinely cannot replicate. Those hands-on, human moments are the product itself.
What AI is changing is the behind-the-scenes work. About 60% of teachers used an AI tool during the 2024-25 school year, with the biggest time savings coming from lesson prep, worksheets, and adapting materials for individual learners [1]. Weekly users saved an average of 5.9 hours per week [1]. Digital Promise notes that AI can personalize learning and automate routine tasks, helping instructors keep students more engaged [3]. That is augmentation, not replacement.
The longer-term picture supports this career too. Employer demand through 2034 looks healthy, and the role has real room to grow for teachers who embrace AI as a planning tool while doubling down on the human connection that keeps students coming back.
Sources

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Latest AI news for Self-Enrichment Teachers
These articles highlight crucial insights for aspiring Self-Enrichment Teachers in a rapidly evolving AI landscape. The piece from Columbia University emphasizes the importance of educators shaping AI's role in classrooms, advocating for a collaborative approach. Meanwhile, the Brookings article illustrates how generative AI can enhance tutoring, suggesting that teachers can integrate AI tools to support personalized learning. By embracing these advancements, future educators can foster a resilient teaching environment that adapts to technological change, ultimately enhancing student engagement and success.

Anthropic Urges Global Pause in AI Development, Flags ‘Self-Improvement’ Risk
www.wsj.com • 6/6/2026
The $1 trillion startup warns artificial-intelligence models are nearing capability to improve without human intervention.

What the research shows about generative AI in tutoring
www.brookings.edu • 1/27/2026
Mary Burns unpacks the evidence of generative AI in tutoring and how it should work alongside human tutors for success.

Educators Should Help Shape AI Learning
www.tc.columbia.edu • 12/16/2025
Teachers recently connected with tech leaders on the future of artificial intelligence in schools at the AI Summit for Educators,...

AI Teaching Itself? It’s Called “Recursive Self-Improvement” and It’s Coming
www.marketingaiinstitute.com • 12/9/2025
Could AI someday learn by itself, without human intervention? That day is coming, AI experts say. It's called recursive-self-improvement.

Sal Khan’s Must-Read Book on AI and Education | Bill Gates
www.gatesnotes.com • 1/5/2025
Bill Gates recommends “Brave New Words” to anyone who wants to understand the tremendous impact artificial intelligence will have on learning and teaching.
More Career Info
Career: Self-Enrichment Teachers
They teach fun classes like art, music, or cooking to help people learn new skills and hobbies for personal growth and enjoyment.
Parent Careers
Employment & Wage Data
Median Wage
$45,590
Jobs (2024)
417,500
Growth (2024-34)
+3.7%
Annual Openings
51,400
Education
High school diploma or equivalent
Experience
Less than 5 years
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
Task-Level AI Resilience Scores
AI-generated estimates of task resilience over the next 3 years
1
Organize and supervise games and other recreational activities to promote physical, mental, and social development.
2
Participate in publicity planning and student recruitment.
3
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.
4
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 fl...
5
Meet with other instructors to discuss individual students and their progress.
6
Instruct students individually and in groups, using various teaching methods such as lectures, discussions, and demonstrations.
7
Instruct and monitor students in the use and care of equipment and materials to prevent injury and damage.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.
