Can Agents Work?

Jobs / Science and research / 19-2041.03

Industrial Ecologists

Apply principles and processes of natural ecosystems to develop models for efficient industrial systems. Use knowledge from the physical and social sciences to maximize effective use of natural resources in the production and use of goods and services. Examine societal issues and their relationship with both technical systems and the environment.

US jobs
89,250 (SOC 19-2041 group, "Environmental Scientists and Specialists, Including Health")
Median wage
$82,220 a year
Job family
Science and research

Can agents do the work of industrial ecologists?

We read the evidence for the whole job family, Science and research: Some tasks (no change in 12 months)

Agents complete 20% or more of the tasks (or projects) on a direct benchmark.

Evidence: CORE-Bench, declared solved.

0% of this occupation's work, by O*NET work activities, is measured by a direct benchmark (figures for the SOC 19-2041 group).

  • 17%Investigate the environmental impact of industrial or development activitiesNot measured
  • 12%Develop plans for managing or preserving natural resourcesNot measured
  • 6%Present research or technical informationNot measured
  • 5%Advise others on environmental sustainability or green practicesNot measured
  • 3%Communicate environmental or sustainability informationNot measured
  • 3%Advise others on legal or regulatory mattersNot measured
  • 3%Compile records, documentation, or other dataNot measured
  • 3%Assess compliance with environmental standards or regulationsNot measured

Benchmarks for the job family

These cover work in science and research, not always this occupation's tasks.

Direct evidence

Work benchmarks mapped primary to this family. They set the step when they report how many tasks agents complete.

  • CORE-Benchby Princeton UniversityTask level · CORE-Bench-Hard accuracy (public test set)
    95.5%Claude Code + Claude Opus 4.5 (after manual regrading) · 3 Dec 2025
    Solved

Also relevant

These benchmarks cover part of this family's work, or have no result yet. They do not set its step.

Typical tasks

From O*NET 31.0. Core tasks first. Few of these tasks have a benchmark today.

  • Identify environmental impacts caused by products, systems, or projects.
  • Identify or develop strategies or methods to minimize the environmental impact of industrial production processes.
  • Analyze changes designed to improve the environmental performance of complex systems and avoid unintended negative consequences.
  • Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques.
  • Identify sustainable alternatives to industrial or waste-management practices.
  • Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.
  • Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.
  • Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.
  • Examine local, regional, or global use and flow of materials or energy in industrial production processes.
  • Monitor the environmental impact of development activities, pollution, or land degradation.
  • Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.
  • Perform analyses to determine how human behavior can affect, and be affected by, changes in the environment.
Other job titles for this occupation (23)

Ecologist · Environmental Consultant · Environmental Protection Agency Counselor · Research Scientist · Researcher · Aquatic Ecologist · Eco-Industrial Development Consultant · Ecological Professional · Environmental Business Development Associate · Environmental Protection Activist · Environmental Protection Specialist · Forest Ecologist · Industrial Ecologist · Industrial Green Systems Designer · Industrial Retrofit Designer · Life Cycle Assessment Analyst · Natural Resources Energy Specialist · Natural Resources Engineer · Product Development Ecologist · Product Life Cycle Planner · Substance Flow Analysis Compliance Specialist (SFA Compliance Specialist) · Sustainable Systems Analyst · Wildlife Biostation Research Ecologist