Will AI replace Fish and Game Wardens?
Most of the work in Fish and Game Wardens still leans on things AI struggles with — research rates its theoretical AI reach at only ~28%, and real-world use lower still.
O*NET-SOC 33-3031
How your 20 core tasks split
Top = what GPT-4 judged AI could speed up. Bottom = how much AI was actually used for these tasks (Anthropic's March 2026 report, usage from Aug & Nov 2025). The gap is the real story.
Back in 2023, GPT-4 judged AI could, in theory, assist with a relatively low share of this job's tasks (~28%). By late 2025, real-world AI use had reached about 0% of its task activity (still rare). The gap between that 2023 forecast and today is the real story.
Where this job sits among 738 jobs
Each dot is one of 738 U.S. jobs. Right = AI can do more of it. Up = AI is actually used more.
The signals here line up
Theoretical reach (~28%), real-world use (~0%) and the task-level picture mostly agree — so this read is more reliable than for jobs where the signals contradict each other. Even so, AI-risk estimates shift by model (a 2026 study saw the "high-risk" share swing 2.7%–51.5%), so treat these as directional, not destiny.
See all 20 tasks, ratedBased on real task-level AI scores — click to collapse
- Issue warnings or citations and file reports as necessary.
- Address schools, civic groups, sporting clubs, or the media to disseminate information concerning wildlife conservation and regulations.
- Compile and present evidence for court actions.
- Recommend revisions in hunting and trapping regulations or in animal management programs so that wildlife balances or habitats can be maintained.
- Survey areas and compile figures of bag counts of hunters to determine the effectiveness of control measures.
- Collect and report information on populations or conditions of fish and wildlife in their habitats, availability of game food or cover, or suspected pollution.
- Design or implement control measures to prevent or counteract damage caused by wildlife or people.
- Provide advice or information to park or reserve visitors.
- Investigate crop, property, or habitat damage or destruction or instances of water pollution to determine causes and to advise property owners of preventive measures.
- Issue licenses, permits, or other documentation.
- 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.
- Investigate hunting accidents or reports of fish or game law violations.
- Protect and preserve native wildlife, plants, or ecosystems.
- Serve warrants and make arrests.
- Provide assistance to other local law enforcement agencies as required.
- Promote or provide hunter or trapper safety training.
- Participate in search-and-rescue operations.
- Arrange for disposition of fish or game illegally taken or possessed.
- Seize equipment used in fish and game law violations.
- Inspect commercial operations relating to fish or wildlife, recreation, or protected areas.
How we measured this — and how fresh it is
AI's theoretical reach data: 2023
From GPTs-are-GPTs (Eloundou et al.), where GPT-4 rated how much of each task an AI tool could meaningfully speed up. This is the most recent open, commercially-usable occupation-level potential dataset — it dates to 2023. Newer multi-model re-runs exist but swing wildly (one 2026 study saw "high-risk" jobs range 2.7%–51.5% by model) and aren't openly licensed, so we show the stable 2023 baseline and pair it with newer real-world data.
Real-world AI use 2026 report
From the Anthropic Economic Index, which observes how real Claude conversations map onto each occupation's tasks. Published in Anthropic's March 2026 labor-market report, based on usage measured in Aug & Nov 2025 (Sonnet 4 / 4.5).
Task list & ratings O*NET 30.3
Tasks come from O*NET 30.3. Each task's "AI can do / speeds up / still on you" tier uses the real task-level exposure scores from GPTs-are-GPTs (E1 / E2 / E0) — not a guess from keywords.
Sources: O*NET 30.3 (CC BY 4.0) · GPTs-are-GPTs (MIT, 2023) · Anthropic Economic Index (CC BY, Aug & Nov 2025). Page compiled June 2026. "O*NET" is a trademark of the U.S. Department of Labor.
This page is for general informational purposes only and is not career, financial, or employment advice. AI exposure reflects research estimates of task overlap, not predictions about any individual's job, employer, or future employment.