AI JOB RISK SCANNER
O*NET-SOC 33-3031.00 / model V11 rated-task engine

Will AI replace
Fish and Game Wardens?

Patrol assigned area to prevent fish and game law violations. Investigate reports of damage to crops or property by wildlife. Compile biological data.

Estimated AI task exposure
71%

High exposure

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

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

Digital/info work

74/100

Physical moat

33/100

Human moat

22/100

Rating coverage

100%

23 task statements / 23 rated

Highest-weighted occupation tasks

Protect and preserve native wildlife, plants, or ecosystems.
Importance 87/100Relevance 100/100Frequency 71/100Weight 0.88
Patrol assigned areas by car, boat, airplane, horse, or on foot to enforce game, fish, or boating laws or to manage wildlife programs, lakes, or land.
Importance 84/100Relevance 95/100Frequency 74/100Weight 0.86
Provide advice or information to park or reserve visitors.
Importance 77/100Relevance 97/100Frequency 62/100Weight 0.81
Issue warnings or citations and file reports as necessary.
Importance 82/100Relevance 89/100Frequency 50/100Weight 0.77
Compile and present evidence for court actions.
Importance 91/100Relevance 83/100Frequency 32/100Weight 0.73
Provide assistance to other local law enforcement agencies as required.
Importance 82/100Relevance 89/100Frequency 30/100Weight 0.72
Investigate hunting accidents or reports of fish or game law violations.
Importance 82/100Relevance 79/100Frequency 41/100Weight 0.71
Address schools, civic groups, sporting clubs, or the media to disseminate information concerning wildlife conservation and regulations.
Importance 65/100Relevance 99/100Frequency 19/100Weight 0.67
Promote or provide hunter or trapper safety training.
Importance 72/100Relevance 82/100Frequency 19/100Weight 0.63
Seize equipment used in fish and game law violations.
Importance 66/100Relevance 83/100Frequency 21/100Weight 0.61

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

$74,060

BLS OEWS May 2025

National employment

5,770

BLS OEWS May 2025

Projected growth

-5.7%

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

Electric Motor, Power Tool, and Related Repairers

5%

66 points lower exposure • 64% profile similarity

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

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

Helpers--Extraction Workers

5%

66 points lower exposure • 64% profile similarity

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

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

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

62 points lower exposure • 67% profile similarity

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

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

Millwrights

5%

66 points lower exposure • 65% profile similarity

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

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

Cement Masons and Concrete Finishers

6%

65 points lower exposure • 67% profile similarity

Median wage: $57,020 Growth 2025–2035: +1.6% Annual openings: 14

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

Outdoor Power Equipment and Other Small Engine Mechanics

5%

66 points lower exposure • 64% profile similarity

Median wage: $47,880 Growth 2025–2035: +2.3% Annual openings: 4

more physical-world work, less digital task exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

  • routine information gathering
  • first-pass document drafting
  • standard reporting and summarization
  • repeatable administrative workflows

AUGMENT

  • research and analysis
  • quality checking AI-generated work
  • decision preparation
  • scenario generation

PROTECT

  • domain expertise
  • exception handling
  • accountability for outcomes

LEARN

  • AI-assisted research
  • workflow automation
  • data literacy
  • prompt and workflow design
  • AI output verification

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.