Other

Forest and Conservation Workers

Based on 10 assessments · 1 from real users

11% Low risk

Average realistic automation risk across all Forest and Conservation Workers profiles in the dataset.

Raw potential
24%
Realistic risk
11%
Research benchmark ?
7%

Raw potential = I/O automation ceiling. Realistic risk = adjusted for informal knowledge and social context. Research benchmark: Eloundou et al. (2023)

Distribution across 10 profiles. Middle half of Forest and Conservation Workerss score between 9% and 13%.

0% 50% 100%
p10 · 7%
14% · p90
On-screen work 0%

Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.

In-person + screen 30%

Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.

Computer + action 8%

Computer input, real-world output — needs someone to act on it, not just software.

Fully in-person 62%

No computer required. Furthest from automation — the strongest human advantage.

3 synthetic profiles for a Forest and Conservation Workers, ordered by automation exposure. Tab between them to see how task mix drives the score difference.

Task Time Type Exposure
Plant seedlings, saplings, and native vegetation; prepare soil; water and care for newly planted areas
27% AA 4%
Perform manual trail maintenance: clearing brush, cutting fallen trees, repairing erosion, maintaining signage and structures
26% AA 0%
Work on visitor-facing conservation education: leading nature walks, maintaining interpretive signs, interacting with public at trailheads
deep expertise
15% DA 11%
Patrol and monitor forest areas for signs of disease, pest damage, illegal activity, or fire hazards; document conditions and report findings
deep expertise social element
14% AD 14%
Remove invasive species and perform selective cutting or thinning to promote forest health; use hand tools and chainsaws
deep expertise
14% AA 1%
Record field observations, maintain logs, collect data on vegetation and wildlife for monitoring and reporting purposes
1% AD 55%
Assist with habitat restoration projects: building structures for wildlife, creating water retention areas, removing deadwood selectively
deep expertise
0% AA 0%

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