Advise others about land management or conservation.

Advise others about land management or conservation. is a detailed work activity in O*NET — a concrete unit of work shared across 4 occupations and seen in 8 occupation-specific tasks. It rolls up into the broader work activity Advise others on environmental sustainability or green practices. in Providing Consultation and Advice to Others .

Detailed work activities are the most granular shared layer in O*NET's work-activity hierarchy (Generalized → Intermediate → Detailed → occupation-specific task). The figures below describe how this activity shows up across the economy and what independent studies measure about AI and this kind of work — not a prediction that the work will be automated.

AI exposure

Of the 8 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 8 (100%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).

The Anthropic Economic Index observes real AI use on 1 of these tasks, with a mean mapped-usage share of 0.004% per task.

Exposure estimates overlap with model capabilities — whether a model could speed the task up — not whether the work will be done by software. Observed AI use is augmentation and assistance today, not jobs replaced.

Member tasks

Occupation-specific tasks O*NET maps to this detailed work activity, most important first.

• Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions. · Conservation Scientists · importance 4.2 · exposure with tools
• Provide for stewardship of plant or animal resources or habitats, studying land use, monitoring animal populations, or providing shelter, resources, or medical treatment for animals. · Natural Sciences Managers · importance 4.2 · exposure with tools
• Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion. · Soil and Plant Scientists · importance 4.0 · exposure with tools
• Offer advice to rangeland users on water management, forage production methods, and control of brush. · Range Managers · importance 3.8 · exposure with tools
• Develop and communicate recommendations for landowners to maintain or restore environmental conditions. · Environmental Restoration Planners · importance 3.7 · exposure with tools
• Provide advice regarding the development of regulatory standards for land reclamation or soil conservation. · Soil and Plant Scientists · importance 3.5 · exposure with tools
• Identify or recommend integrated weed and pest management (IPM) strategies, such as resistant plants, cultural or behavioral controls, soil amendments, insects, natural enemies, barriers, or pesticides. · Conservation Scientists · importance 3.4 · exposure with tools
• Review grant applications or make funding recommendations. · Conservation Scientists · importance 3.4 · exposure with tools

Occupations that perform this

• Conservation Scientists
• Natural Sciences Managers
• Soil and Plant Scientists
• Environmental Restoration Planners

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-advise-others-about-land-management-or-conservation,
  title  = {Advise others about land management or conservation.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/detailed-activities/advise-others-about-land-management-or-conservation}
}