AI JOB RISK SCANNER
O*NET-SOC 13-1074.00 / model V11 rated-task engine

Will AI replace
Farm Labor Contractors?

Recruit and hire seasonal or temporary agricultural laborers. May transport, house, and provide meals for workers.

Estimated AI task exposure
18%

Low exposure

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

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

Digital/info work

18/100

Physical moat

18/100

Human moat

41/100

Rating coverage

100%

7 task statements / 7 rated

Highest-weighted occupation tasks

Provide food, drinking water, and field sanitation facilities to contracted workers.
Importance 86/100Relevance 93/100Frequency 62/100Weight 0.83
Supervise the work of contracted employees.
Importance 84/100Relevance 92/100Frequency 65/100Weight 0.82
Recruit and hire agricultural workers.
Importance 84/100Relevance 97/100Frequency 45/100Weight 0.79
Pay wages of contracted farm laborers.
Importance 93/100Relevance 73/100Frequency 53/100Weight 0.76
Furnish tools for employee use.
Importance 80/100Relevance 88/100Frequency 47/100Weight 0.75
Employ foremen to deal directly with workers when recruiting, hiring, instructing, assigning tasks, and enforcing work rules.
Importance 83/100Relevance 85/100Frequency 44/100Weight 0.74
Direct and transport workers to appropriate work sites.
Importance 77/100Relevance 67/100Frequency 59/100Weight 0.69

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

$58,460

BLS OEWS May 2025

National employment

310

BLS OEWS May 2025

Projected growth

+7.4%

BLS Employment Projections 2025–2035

Average annual openings

0

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

Derrick Operators, Oil and Gas

5%

13 points lower exposure • 84% profile similarity

Median wage: $58,620 Growth 2025–2035: +1.6% Annual openings: 1

more physical-world work
SAFER ALTERNATIVE

Substitute Teachers, Short-Term

12%

6 points lower exposure • 89% profile similarity

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

stronger human/judgment moat
SAFER ALTERNATIVE

Pile Driver Operators

5%

13 points lower exposure • 80% profile similarity

Median wage: $73,300 Growth 2025–2035: -5.7% Annual openings: 0

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Sheet Metal Workers

5%

13 points lower exposure • 80% profile similarity

Median wage: $61,800 Growth 2025–2035: +2.5% Annual openings: 10

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Butchers and Meat Cutters

5%

13 points lower exposure • 81% profile similarity

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

more physical-world work
SAFER ALTERNATIVE

Roofers

5%

13 points lower exposure • 82% profile similarity

Median wage: $55,440 Growth 2025–2035: +5.3% Annual openings: 12

more physical-world work

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

    • domain expertise
    • exception handling
    • accountability for outcomes

    LEARN

    • cross-functional business knowledge
    • risk and governance
    • 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
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