Research impacts of environmental conservation initiatives.

Research impacts of environmental conservation initiatives. is a detailed work activity in O*NET — a concrete unit of work shared across 6 occupations and seen in 11 occupation-specific tasks. It rolls up into the broader work activity Investigate the environmental impact of industrial or development activities. in Getting Information .

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 11 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 11 (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 0.002% 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.

• Conduct research on economic and environmental topics, such as alternative fuel use, public and private land use, soil conservation, air and water pollution control, and endangered species protection. · Environmental Economists · importance 4.4 · exposure with tools
• Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use. · Urban and Regional Planners · importance 4.3 · exposure with tools
• Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques. · Industrial Ecologists · importance 4.2 · exposure with tools
• Conduct research and communicate information to promote the conservation and preservation of water resources. · Hydrologists · importance 4.0 · exposure with tools
• Identify short- and long-term impacts of environmental remediation activities. · Environmental Restoration Planners · importance 3.8 · exposure with tools
• Conduct feasibility and cost-benefit studies for environmental remediation projects. · Environmental Restoration Planners · importance 3.6 · exposure with tools
• Evaluate research data in terms of its impact on issues such as soil and water conservation, flood control planning, and water supply forecasting. · Hydrologists · importance 3.6 · exposure with tools
• Carry out environmental assessments in accordance with applicable standards, regulations, or laws. · Industrial Ecologists · importance 3.5 · exposure with tools
• Research technical requirements or environmental impacts of urban green spaces, such as green roof installations. · Soil and Plant Scientists · importance 3.0 · exposure with tools
• Conduct applied research on environmental topics, such as waste control or treatment or pollution abatement methods. · Environmental Scientists and Specialists, Including Health · importance 3.0 · exposure with tools
• Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation. · Geoscientists, Except Hydrologists and Geographers · importance 2.5 · exposure with tools

Occupations that perform this

• Environmental Economists
• Urban and Regional Planners
• Industrial Ecologists
• Hydrologists
• Soil and Plant Scientists
• Geoscientists, Except Hydrologists and Geographers

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-research-impacts-of-environmental-conservation-initiatives,
  title  = {Research impacts of environmental conservation initiatives.},
  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/research-impacts-of-environmental-conservation-initiatives}
}