Determine data collection methods to be employed in research projects or surveys.

“Determine data collection methods to be employed in research projects or surveys.” is a supplemental task performed by Environmental Scientists and Specialists, Including Health. Among the occupation's 22 rated tasks, workers place it 5th by importance (#18 most important). About 63% of workers say it is relevant to their job.

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

Work activities this task rolls up to

O*NET groups concrete tasks into broader work activities shared across many occupations.

• Develop research plans or methodologies. in Thinking Creatively

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E2. Exposure with tools — software built on top of a language model (not the model alone) could cut the time by at least half.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.50. Automation potential label: T2.

How AI is actually used on this kind of task

The Anthropic Economic Index observes how people actually use AI on tasks like this one across millions of real conversations.

• 0.005% share of AI-use records mapped to this task
• 54% of that use is work-related
• Most common interaction: task iteration
• Average autonomy of the AI: 3.6 (1–5; higher = more autonomous)
• 92% of interactions still needed a human in the loop

Observed AI use describes people choosing to use AI as a tool on this kind of task today. It is augmentation and assistance, not a measure of jobs replaced.

Working with AI vs. handing it off

Of the AI conversations mapped to this task, the split between people working alongside AI and people delegating the task to it.

How people interact with AI on this task

Other tasks in this occupation

• Communicate scientific or technical information to the public, organizations, or internal audiences through oral briefings, written documents, workshops, conferences, training sessions, or public hearings. · importance 4.1
• Monitor effects of pollution or land degradation and recommend means of prevention or control. · importance 4.0
• Collect, synthesize, analyze, manage, and report environmental data, such as pollution emission measurements, atmospheric monitoring measurements, meteorological or mineralogical information, or soil or water samples. · importance 3.8
• Review and implement environmental technical standards, guidelines, policies, and formal regulations that meet all appropriate requirements. · importance 3.8
• Provide scientific or technical guidance, support, coordination, or oversight to governmental agencies, environmental programs, industry, or the public. · importance 3.7
• Evaluate violations or problems discovered during inspections to determine appropriate regulatory actions or to provide advice on the development and prosecution of regulatory cases. · importance 3.7
• Conduct environmental audits or inspections or investigations of violations. · importance 3.6
• Process and review environmental permits, licenses, or related materials. · importance 3.6
• Analyze data to determine validity, quality, and scientific significance and to interpret correlations between human activities and environmental effects. · importance 3.5
• Provide advice on proper standards and regulations or the development of policies, strategies, or codes of practice for environmental management. · importance 3.5
• Investigate and report on accidents affecting the environment. · importance 3.5
• Develop the technical portions of legal documents, administrative orders, or consent decrees. · importance 3.5
• Prepare charts or graphs from data samples, providing summary information on the environmental relevance of the data. · importance 3.4
• Research sources of pollution to determine their effects on the environment and to develop theories or methods of pollution abatement or control. · importance 3.4

See all tasks on the Environmental Scientists and Specialists, Including Health page.

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-task-1522,
  title  = {Determine data collection methods to be employed in research projects or surveys.},
  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/tasks/task-1522}
}