Industrial Ecologists

Most exposed tasks

Highest structured exposure values in this role’s task mix — the work AI systems can already do most of.

• Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.66

Augmentable tasks

Work where AI assists rather than replaces — the productivity frontier of this role.

• Monitor the environmental impact of development activities, pollution, or land degradation.49
• Translate the theories of industrial ecology into eco-industrial practices.48
• Identify environmental impacts caused by products, systems, or projects.46

Most durable tasks

Lowest exposure — typically judgment, relationships, physical presence, or accountability. This is the human moat.

• Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.30
• Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.31
• Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.32

Task exposure values and classifications come from the versioned data release — they are structured data, not model output. Bars show exposure contribution relative to this role’s task mix.

What this means

A score of 42 puts Industrial Ecologists in the second quartile of analyzed occupations. In practice, exposure this level is about the mix: 1 of 20 analyzed tasks lean automatable, 16 augmentable, and 3 durable. The useful question isn’t “will AI take this job” — it’s which tasks go first, which get faster, and where to reposition time. That’s what the personalized report maps against your actual week.

One next move: adopt AI deliberately on the augmentable tasks and build visible evidence of the durable ones.

Lower-exposure adjacent roles

No adjacent role in the current data release is at least 10 points lower with ≥50% skill overlap — we don’t label anything “safer” unless the data supports it.

Labor-market context

• $82,220median wage
• 89,250employed
• 8,500annual openings
• +4.4%projected growth

Context only — labor statistics are not inputs to the exposure score. See methodology.

Related roles

Adjacent by skills or family — no exposure claim implied.

• Environmental Scientists and Specialists, Including Health 41
• Conservation Scientists 52
• Environmental Restoration Planners 41
• Water Resource Specialists 47
• Soil and Plant Scientists 48
• Hydrologists 42

FAQ — Industrial Ecologists

What does a score of 42 mean for a Industrial Ecologists?

It means that, weighted across the 20 tasks we analyzed for this role, the task mix sits at 42 on a 0–100 exposure scale — in the second quartile of analyzed occupations. It measures task exposure to current and near-term AI capabilities, not the probability of losing a job.

Which tasks in this role are most exposed to AI?

The highest-exposure tasks are: Build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change. Exposure is scored per task from structured data, not generated by a language model.

Which parts of this job are most durable?

The most durable responsibilities are: Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability; Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy; Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public. Durable tasks typically depend on judgment, relationships, physical presence, or accountability.

Is this score personalized to me?

No — this page shows the occupation-level baseline. Two people with the same title often do different work. The $9 personalized report recalculates the score from the tasks you actually do and builds a concrete 7/30/90-day plan around them.