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 at the level of the job family, Science and research:
- Task levelPartialThin evidence. CORE-Bench asks agents to reproduce the results of published papers in computer science, social science, and medicine from the authors' code and data. Princeton's HAL team declared it solved in December 2025: Claude Code with Claude Opus 4.5 scored 95.5% after manual regrading. No benchmark in our collection tests new experiments or lab work.
- Project levelNot yetThin evidence. On PaperBench, where agents replicate machine learning papers from scratch, the best official result is 26.0% (o1, April 2025). On a small subset, ML PhDs scored 41.4% against o1's 26.6%. No newer official results exist, and no benchmark tests research projects in other sciences.
Benchmarks for the job family
These cover work in science and research, not always this occupation's tasks.
- 95.5%Claude Code + Claude Opus 4.5 (after manual regrading) · 3 Dec 2025Solved
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