Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.

“Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.” is a core task performed by Industrial Ecologists. Among the occupation's 38 rated tasks, workers place it 32nd by importance (#7 most important). About 91% 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 sustainable organizational or business policies or practices. 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: T1.

Other tasks in this occupation

• Identify environmental impacts caused by products, systems, or projects. · importance 4.4
• Identify or develop strategies or methods to minimize the environmental impact of industrial production processes. · importance 4.4
• Analyze changes designed to improve the environmental performance of complex systems and avoid unintended negative consequences. · importance 4.4
• Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques. · importance 4.2
• Identify sustainable alternatives to industrial or waste-management practices. · importance 4.2
• Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy. · importance 4.2
• Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public. · importance 4.0
• Monitor the environmental impact of development activities, pollution, or land degradation. · importance 3.9
• Examine local, regional, or global use and flow of materials or energy in industrial production processes. · importance 3.9
• Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change. · importance 3.9
• Perform analyses to determine how human behavior can affect, and be affected by, changes in the environment. · importance 3.9
• Recommend methods to protect the environment or minimize environmental damage from industrial production practices. · importance 3.8
• Translate the theories of industrial ecology into eco-industrial practices. · importance 3.7
• Develop alternative energy investment scenarios to compare economic and environmental costs and benefits. · importance 3.6

See all tasks on the Industrial Ecologists 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
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

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

@misc{singulariki-task-19980,
  title  = {Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/tasks/task-19980}
}