AI JOB RISK SCANNER
O*NET-SOC 25-3021.00 / model V11 rated-task engine

Will AI replace
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.

Estimated AI task exposure
42%

Moderate exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

30 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

43/100

Physical moat

14/100

Human moat

47/100

Rating coverage

100%

30 task statements / 30 rated

Highest-weighted occupation tasks

Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.
Importance 87/100Relevance 98/100Frequency 77/100Weight 0.89
Adapt teaching methods and instructional materials to meet students' varying needs and interests.
Importance 86/100Relevance 96/100Frequency 69/100Weight 0.85
Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.
Importance 85/100Relevance 98/100Frequency 68/100Weight 0.85
Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.
Importance 81/100Relevance 100/100Frequency 68/100Weight 0.85
Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.
Importance 83/100Relevance 98/100Frequency 63/100Weight 0.83
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.
Importance 77/100Relevance 92/100Frequency 67/100Weight 0.80
Prepare materials and classrooms for class activities.
Importance 70/100Relevance 96/100Frequency 60/100Weight 0.77
Enforce policies and rules governing students.
Importance 67/100Relevance 91/100Frequency 65/100Weight 0.75
Maintain accurate and complete student records as required by administrative policy.
Importance 81/100Relevance 79/100Frequency 58/100Weight 0.75
Prepare instructional program objectives, outlines, and lesson plans.
Importance 73/100Relevance 88/100Frequency 50/100Weight 0.73

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$46,800

BLS OEWS May 2025

National employment

332,110

BLS OEWS May 2025

Projected growth

+3.5%

BLS Employment Projections 2025–2035

Average annual openings

50

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Chefs and Head Cooks

12%

30 points lower exposure • 80% profile similarity

Median wage: $62,470 Growth 2025–2035: +6.6% Annual openings: 25

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Hydroelectric Production Managers

10%

32 points lower exposure • 77% profile similarity

Median wage: $126,060 Growth 2025–2035: +2.6% Annual openings: 17

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Substitute Teachers, Short-Term

12%

30 points lower exposure • 81% profile similarity

Median wage: $41,670 Growth 2025–2035: +2.0% Annual openings: 65

stronger human/judgment moat, less digital task exposure
SAFER ALTERNATIVE

Butchers and Meat Cutters

5%

37 points lower exposure • 71% profile similarity

Median wage: $40,140 Growth 2025–2035: +2.4% Annual openings: 15

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education

19%

23 points lower exposure • 84% profile similarity

Median wage: Not published Growth 2025–2035: Not published Annual openings: Not published

stronger human/judgment moat, less digital task exposure
SAFER ALTERNATIVE

Shampooers

23%

19 points lower exposure • 89% profile similarity

Median wage: $32,600 Growth 2025–2035: +5.6% Annual openings: 2

more physical-world work

Personalized career defense protocol

AI-Proofing Plan

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          AI-PROOFING RESOURCES

          What this score does not mean

          The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

          New in V11

          Find a Safer Career Path

          High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

          EXPLORE CAREER ALTERNATIVES
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