AI JOB RISK SCANNER
O*NET-SOC 25-3011.00 / model V11 rated-task engine

Will AI replace
Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors?

Teach or instruct out-of-school youths and adults in basic education, literacy, or English as a Second Language classes, or in classes for earning a high school equivalency credential.

Estimated AI task exposure
46%

Moderate exposure

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

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

Digital/info work

43/100

Physical moat

7/100

Human moat

46/100

Rating coverage

100%

37 task statements / 37 rated

Highest-weighted occupation tasks

Observe and evaluate students' work to determine progress and make suggestions for improvement.
Importance 85/100Relevance 97/100Frequency 69/100Weight 0.85
Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.
Importance 83/100Relevance 96/100Frequency 71/100Weight 0.85
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.
Importance 79/100Relevance 97/100Frequency 72/100Weight 0.84
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.
Importance 82/100Relevance 97/100Frequency 66/100Weight 0.83
Adapt teaching methods and instructional materials to meet students' varying needs, abilities, and interests.
Importance 81/100Relevance 96/100Frequency 65/100Weight 0.83
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.
Importance 79/100Relevance 96/100Frequency 66/100Weight 0.82
Prepare materials and classrooms for class activities.
Importance 80/100Relevance 96/100Frequency 62/100Weight 0.81
Assign and grade class work and homework.
Importance 79/100Relevance 92/100Frequency 66/100Weight 0.81
Prepare students for further education by encouraging them to explore learning opportunities and to persevere with challenging tasks.
Importance 80/100Relevance 90/100Frequency 62/100Weight 0.79
Maintain accurate and complete student records as required by laws or administrative policies.
Importance 78/100Relevance 93/100Frequency 55/100Weight 0.78

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

$61,540

BLS OEWS May 2025

National employment

37,310

BLS OEWS May 2025

Projected growth

-13.9%

BLS Employment Projections 2025–2035

Average annual openings

4

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%

34 points lower exposure • 78% 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%

36 points lower exposure • 76% 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%

34 points lower exposure • 79% profile similarity

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

stronger human/judgment moat, more physical-world work
SAFER ALTERNATIVE

Butchers and Meat Cutters

5%

41 points lower exposure • 70% profile similarity

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

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

Shampooers

23%

23 points lower exposure • 87% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

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

19%

27 points lower exposure • 81% profile similarity

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

stronger human/judgment moat, more physical-world work

Personalized career defense protocol

AI-Proofing Plan

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          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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