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US job code 25-3021People-facingMedium change by 2035

Self-Enrichment Teachers

Machines can already do 22% of this job's tasks. By 2035 that rises to 43%. The job changes before it disappears.

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Share of the work machines can do

Worldwide baseline, 2026 to 2050

100%75%50%25%20262035205022%Half: 2038

Self-Enrichment Teachers in 2026: the short answer

  • Today: machines can do 22% of this job's tasks, and AI use is already seen in 7% of them.
  • Forecast: machines can do half of its tasks by 2038, and 43% by 2035, according to the 311 Strategic Intelligence Unit.
  • Size: 332,110 people do this job in the United States, on a median pay of $46,800 a year.
  • Contact with people: it scores 79% for contact with people.
  • Also called: Art Teacher, Dance Instructor, Dance Teacher, Driving Instructor.

Updated by the 311 Strategic Intelligence Unit. These are worldwide baseline figures; the Workforce Starburst shows them for your country. Go deeper: How ready am I? or an executive briefing.

Machines can do today
22%of the tasks, 2026
By 2035
43%half the tasks by 2038
US median pay
$46,800a year, May 2025
US jobs
332k332,110 people
Contact with people
79%how people-facing
Step 1AnticipateWhat is changing? Free to everyone

How the work changes, task by task

The tasks that take up most of the day, with the share of each that machines can do in 2026 (dark) and 2035 (pink). Worldwide baseline.

TaskShare of the dayMachines can do2026 to 2035
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations25%
3% to 25%
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 flying12%
3% to 25%
Prepare instructional program objectives, outlines, and lesson plans5%
70% to 82%
Prepare materials and classrooms for class activities5%
18% to 51%
Adapt teaching methods and instructional materials to meet students' varying needs and interests4%
68% to 81%
Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks4%
9% to 23%
Maintain accurate and complete student records as required by administrative policy4%
63% to 81%
Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives4%
36% to 68%
Step 2AssessWhy should I care? Free to everyone

The skills this job runs on

The skills self-enrichment teachers use most, most used first.

Teaching and trainingAdaptability and resilienceCollaborationInterpersonal skillsEmotional intelligenceProfessionalism and work ethicCommunicationLeadershipMoral intelligence and integrityLearning aptitude and mindsetCreative and innovative thinkingEntrepreneurial mindsetSelf-management

Safer jobs nearby

Jobs with a similar skill shape where machines can do less of the work by 2035.

Step 3ActWhat do I do about it? Free plan and up
What do I do about it

What should you do about it?

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  • Shared workspace

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Questions

When will machines do half of the tasks of Self-Enrichment Teachers?

Machines can do half of its tasks by 2038. That is the worldwide baseline from the 311 Workforce Starburst, before adjusting for country.

Will AI take the job of self-enrichment teachers?

Machines can do 22% of the tasks of self-enrichment teachers today and 43% by 2035. The job changes before it disappears: the routine tasks move first.

Sources and citing

Tasks and their share of the day: O*NET 31.0, occupation 25-3021.00 (US Department of Labor, CC BY 4.0). Pay and jobs: US Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025. AI use today: Anthropic Economic Index (CC BY). Scoring and forecast: the 311 Strategic Intelligence Unit; after 2035 the figures extend each trend, with lower confidence. Foresight, not advice.

Cite as: 311 Institute (2026). Self-Enrichment Teachers: the outlook to 2050. 311 Workforce Starburst. https://www.311institute.com/jobs/self-enrichment-teachers/