AI JOB RISK SCANNER
O*NET-SOC 19-1031.02 / model V11 rated-task engine

Will AI replace
Range Managers?

Research or study range land management practices to provide sustained production of forage, livestock, and wildlife.

Estimated AI task exposure
30%

Low-Moderate exposure

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

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

Digital/info work

38/100

Physical moat

43/100

Human moat

28/100

Rating coverage

100%

18 task statements / 18 rated

Highest-weighted occupation tasks

Study rangeland management practices and research range problems to provide sustained production of forage, livestock, and wildlife.
Importance 79/100Relevance 100/100Frequency 33/100Weight 0.75
Tailor conservation plans to landowners' goals, such as livestock support, wildlife, or recreation.
Importance 84/100Relevance 96/100Frequency 30/100Weight 0.75
Offer advice to rangeland users on water management, forage production methods, and control of brush.
Importance 78/100Relevance 96/100Frequency 34/100Weight 0.74
Study grazing patterns to determine number and kind of livestock that can be most profitably grazed and to determine the best grazing seasons.
Importance 82/100Relevance 96/100Frequency 28/100Weight 0.74
Manage forage resources through fire, herbicide use, or revegetation to maintain a sustainable yield from the land.
Importance 81/100Relevance 92/100Frequency 30/100Weight 0.72
Maintain soil stability and vegetation for non-grazing uses, such as wildlife habitats and outdoor recreation.
Importance 81/100Relevance 88/100Frequency 29/100Weight 0.71
Coordinate with federal land managers and other agencies and organizations to manage and protect rangelands.
Importance 76/100Relevance 92/100Frequency 26/100Weight 0.70
Measure and assess vegetation resources for biological assessment companies, environmental impact statements, and rangeland monitoring programs.
Importance 75/100Relevance 92/100Frequency 27/100Weight 0.69
Mediate agreements among rangeland users and preservationists as to appropriate land use and management.
Importance 80/100Relevance 83/100Frequency 28/100Weight 0.68
Manage private livestock operations.
Importance 70/100Relevance 75/100Frequency 45/100Weight 0.66

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

$73,010

BLS OEWS May 2025

National employment

25,950

BLS OEWS May 2025

Projected growth

+5.3%

BLS Employment Projections 2025–2035

Average annual openings

2

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

Bicycle Repairers

5%

25 points lower exposure • 84% profile similarity

Median wage: $42,780 Growth 2025–2035: -5.7% Annual openings: 1

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

Hydroelectric Production Managers

10%

20 points lower exposure • 87% profile similarity

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

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

Millwrights

5%

25 points lower exposure • 85% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

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

Electric Motor, Power Tool, and Related Repairers

5%

25 points lower exposure • 83% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Butchers and Meat Cutters

5%

25 points lower exposure • 82% profile similarity

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

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

Chefs and Head Cooks

12%

18 points lower exposure • 88% profile similarity

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

stronger human/judgment moat, 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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