Job Check
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.
10 main tasks · most important first
Your main tasks and AI
Importance- 01Identify environmental impacts caused by products, systems, or projects.AI could speed this up, with extra tools
- 02Identify or develop strategies or methods to minimize the environmental impact of industrial production processes.AI could speed this up, with extra tools
- 03Analyze changes designed to improve the environmental performance of complex systems and avoid unintended negative consequences.AI could speed this up, with extra tools
- 04Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques.AI could speed this up, with extra tools
- 05Identify sustainable alternatives to industrial or waste-management practices.AI could speed this up, with extra tools
- 06Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.AI could speed this up, with extra tools
- 07Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.AI could speed this up, with extra tools
- 08Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.AI could speed this up a lot
- 09Examine local, regional, or global use and flow of materials or energy in industrial production processes.AI could speed this up, with extra tools
- 10Monitor the environmental impact of development activities, pollution, or land degradation.AI could speed this up, with extra tools
Tasks from O*NET® 31.0 (US Department of Labor, CC BY 4.0, changed by us), most important first. “Already use” comes from Anthropic’s data on real work chats with Claude; “could speed up” from task ratings made with GPT-4 in 2023.
Four studies, side by side
None is a forecast of job loss6%of this job’s work time goes to tasks that people already do with Claude at work, counting tasks where AI only helps as half (2026).Anthropic, 2026
53%of this job’s tasks an AI model could do in half the time, counting tasks that need extra tools as half (rated in 2023).Eloundou, Manning, Mishkin and Rock, 2023
Above 59% of jobsin how often and how well AI helped with this job’s work in Microsoft Copilot chats (2024 data).Microsoft Research (Tomlinson et al.), 2025
Your human edge
AI touches every main task of this job in some way. Your edge is judgment: knowing when AI’s work is right, and checking it before it counts.