AI exposure by occupation, O*NET 19-2041.03

Will AI replace Industrial Ecologists?

Industrial Ecologists: AI can already handle 25 of 38 tasks; the work mostly needs a frontier-tier model.

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Every task, scored

The 38 tasks O*NET 30.3 lists for Industrial Ecologists, from most to least exposed. 25 reach 60 or more, the level at which AI already handles a task.

Task AI exposure Evidence Model tier Importance
Identify environmental impacts caused by products, systems, or projects. 75 Estimated Efficient 4.4
Identify sustainable alternatives to industrial or waste-management practices. 75 Estimated Standard 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. 75 Estimated Efficient 4.0
Examine local, regional, or global use and flow of materials or energy in industrial production processes. 75 Estimated Efficient 3.9
Perform analyses to determine how human behavior can affect, and be affected by, changes in the environment. 75 Estimated Efficient 3.9
Translate the theories of industrial ecology into eco-industrial practices. 75 Estimated Frontier 3.7
Examine societal issues and their relationship with both technical systems and the environment. 75 Estimated Efficient 3.5
Create complex and dynamic mathematical models of population, community, or ecological systems. 75 Estimated Frontier 3.5
Forecast future status or condition of ecosystems, based on changing industrial practices or environmental conditions. 75 Estimated Frontier 3.4
Apply new or existing research about natural ecosystems to understand economic and industrial systems in the context of the environment. 75 Estimated Frontier 3.4
Identify or compare the component parts or relationships between the parts of industrial, social, and natural systems. 75 Estimated Efficient 3.4
Perform environmentally extended input-output (EE I-O) analyses. 75 Estimated Standard 3.2
Promote use of environmental management systems (EMS) to reduce waste or to improve environmentally sound use of natural resources. 75 Estimated Frontier 3.1
Investigate the impact of changed land management or land use practices on ecosystems. 75 Estimated Standard 3.0
Research environmental effects of land and water use to determine methods of improving environmental conditions or increasing outputs, such as crop yields. 75 Estimated Efficient 3.0
Provide industrial managers with technical materials on environmental issues, regulatory guidelines, or compliance actions. 75 Estimated Efficient 2.9
Conduct applied research on the effects of industrial processes on the protection, restoration, inventory, monitoring, or reintroduction of species to the natural environment. 75 Estimated Efficient 2.8
Conduct analyses to determine the maximum amount of work that can be accomplished for a given amount of energy in a system, such as industrial production systems and waste treatment systems. 75 Estimated Efficient 2.4
Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques. 65 Estimated Efficient 4.2
Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy. 65 Estimated Standard 4.2
Carry out environmental assessments in accordance with applicable standards, regulations, or laws. 65 Estimated Efficient 3.5
Evaluate the effectiveness of industrial ecology programs, using statistical analysis and applications. 65 Estimated Efficient 3.4
Review industrial practices, such as the methods and materials used in construction or production, to identify potential liabilities and environmental hazards. 65 Estimated Efficient 3.4
Investigate accidents affecting the environment to assess ecological impact. 65 Estimated Efficient 2.4
Recommend methods to protect the environment or minimize environmental damage from industrial production practices. 60 Estimated Frontier 3.8
Identify or develop strategies or methods to minimize the environmental impact of industrial production processes. 50 Estimated Standard 4.4
Analyze changes designed to improve the environmental performance of complex systems and avoid unintended negative consequences. 50 Estimated Efficient 4.4
Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems. 50 Estimated Frontier 4.1
Monitor the environmental impact of development activities, pollution, or land degradation. 50 Estimated Efficient 3.9
Develop alternative energy investment scenarios to compare economic and environmental costs and benefits. 50 Estimated Frontier 3.6
Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability. 50 Estimated Frontier 3.5
Prepare plans to manage renewable resources. 50 Estimated Frontier 3.4
Research sources of pollution to determine environmental impact or to develop methods of pollution abatement or control. 50 Estimated Efficient 3.2
Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development. 50 Estimated Standard 3.2
Develop or test protocols to monitor ecosystem components and ecological processes. 50 Estimated Frontier 3.1
Investigate the adaptability of various animal and plant species to changed environmental conditions. 50 Estimated Efficient 2.1
Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change. 20 Estimated Standard 3.9
Conduct scientific protection, mitigation, or restoration projects to prevent resource damage, maintain the integrity of critical habitats, and minimize the impact of human activities. 20 Estimated Standard 2.5

Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 0 of 38 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 38 of 38. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.

The model tier this role needs

A frontier-tier model or lower covers 100% of the role's importance-weighted task work. 100% of the work is something AI can address at some tier.

Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.

Wages, employment and outlook

US employment
89,250
Median annual wage
$82,220
Middle half of earners
$64,490 to $107,970
Projected change, 2024 to 2034
+4.4%

Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034. BLS publishes these figures by SOC code, so O*NET occupations that share a SOC code show the same figures.

Adjacent roles

The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.

Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.

Questions about Industrial Ecologists and AI

Will AI replace Industrial Ecologists?

AI already handles 25 of the 38 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 63 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears. BLS projects employment to change by +4.4% from 2024 to 2034.

What is the AI exposure of Industrial Ecologists?

63 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 0 of the 38 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 38 are estimated from each task's O*NET work activity.

Which Industrial Ecologists tasks can AI already do?

The tasks with the highest exposure are: Identify environmental impacts caused by products, systems, or projects; Identify sustainable alternatives to industrial or waste-management practices; Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public. They are three of the 25 tasks that reach 60 or more.

What AI model tier does this role need?

A frontier-tier model or lower covers 100% of the role's importance-weighted task work. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.

How many people work as Industrial Ecologists, and what do they earn?

89,250 people in the United States, with a median annual wage of $82,220 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of +4.4% from 2024 to 2034.

How to cite

Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.

JobRoute (2026). AI exposure: Industrial Ecologists. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/industrial-ecologists

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