AI JOB RISK SCANNER
O*NET-SOC 45-1011.00 / model V11 rated-task engine

Will AI replace
First-Line Supervisors of Farming, Fishing, and Forestry Workers?

Directly supervise and coordinate the activities of agricultural, forestry, aquacultural, and related workers.

Estimated AI task exposure
32%

Low-Moderate exposure

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

27 tasks have usable Task Rating records; weighted-task coverage is 90%.

Digital/info work

52/100

Physical moat

73/100

Human moat

18/100

Rating coverage

90%

30 task statements / 27 rated

Highest-weighted occupation tasks

Observe animals for signs of illness, injury, or unusual behavior, notifying veterinarians or managers as warranted.
Importance 84/100Relevance 98/100Frequency 71/100Weight 0.86
Monitor workers to ensure that safety regulations are followed, warning or disciplining those who violate safety regulations.
Importance 86/100Relevance 96/100Frequency 66/100Weight 0.85
Assign tasks such as feeding and treatment of animals, and cleaning and maintenance of animal quarters.
Importance 87/100Relevance 91/100Frequency 72/100Weight 0.85
Train workers in techniques such as planting, harvesting, weeding, or insect identification and in the use of safety measures.
Importance 77/100Relevance 100/100Frequency 56/100Weight 0.80
Record the numbers and types of fish or shellfish reared, harvested, released, sold, and shipped.
Importance 86/100Relevance 94/100Frequency 49/100Weight 0.80
Inspect crops, fields, or plant stock to determine conditions and need for cultivating, spraying, weeding, or harvesting.
Importance 76/100Relevance 95/100Frequency 63/100Weight 0.80
Observe fish and beds or ponds to detect diseases, monitor fish growth, determine quality of fish, or determine completeness of harvesting.
Importance 82/100Relevance 93/100Frequency 56/100Weight 0.80
Confer with managers to evaluate weather or soil conditions, to develop plans or procedures, or to discuss issues such as changes in fertilizers, herbicides, or cultivating techniques.
Importance 76/100Relevance 94/100Frequency 54/100Weight 0.78
Communicate with forestry personnel regarding forest harvesting or forest management plans, procedures, or schedules.
Importance 76/100Relevance 94/100Frequency 51/100Weight 0.77
Train workers in spawning, rearing, cultivating, and harvesting methods, and in the use of equipment.
Importance 80/100Relevance 99/100Frequency 37/100Weight 0.77

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

$59,320

BLS OEWS May 2025

National employment

27,960

BLS OEWS May 2025

Projected growth

+3.8%

BLS Employment Projections 2025–2035

Average annual openings

7

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

Helpers--Extraction Workers

5%

27 points lower exposure • 85% profile similarity

Median wage: $47,730 Growth 2025–2035: +1.7% Annual openings: 1

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

Electric Motor, Power Tool, and Related Repairers

5%

27 points lower exposure • 84% profile similarity

Median wage: $56,210 Growth 2025–2035: +4.4% Annual openings: 1

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

Mobile Heavy Equipment Mechanics, Except Engines

5%

27 points lower exposure • 85% profile similarity

Median wage: $65,510 Growth 2025–2035: +6.7% Annual openings: 15

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

Layout Workers, Metal and Plastic

6%

26 points lower exposure • 86% profile similarity

Median wage: $63,870 Growth 2025–2035: -3.4% Annual openings: 0

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

Wind Turbine Service Technicians

5%

27 points lower exposure • 84% profile similarity

Median wage: $64,120 Growth 2025–2035: +29.5% Annual openings: 2

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

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

23 points lower exposure • 87% profile similarity

Median wage: $61,010 Growth 2025–2035: +10.9% Annual openings: 41

more physical-world work, less digital task exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

    • physical-world execution
    • on-site troubleshooting
    • dexterity and equipment interaction

    LEARN

    • AI-assisted diagnostics
    • digital documentation
    • basic AI literacy

    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
    I am your guide.
    Knowledge is your strongest upgrade.