Mostly Resilient
Last Update: 10/7/2026
AI Resilience Score for Industrial Ecologists:
55.5%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
High
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
There are a reasonable number of sources for this result, but there is some disagreement between them.
AI Resilience Report forIndustrial Ecologists
$82,220 median salary•7,300 annual openings•SOC Code: 19-2041.03
Industrial Ecologists are somewhat more resilient to AI impacts than most occupations, according to our analysis of 6 sources.
Industrial ecologists are holding up well because the heart of their work goes far beyond number-crunching. AI is great at processing large datasets and speeding up tasks like life cycle assessments, but it still struggles with the judgment calls, fieldwork, ethics, and real-world context that industrial ecologists bring to every project.
Learn more about how you can thrive in this position
This role is mostly resilient
Industrial ecologists are holding up well because the heart of their work goes far beyond number-crunching. AI is great at processing large datasets and speeding up tasks like life cycle assessments, but it still struggles with the judgment calls, fieldwork, ethics, and real-world context that industrial ecologists bring to every project.
Read full analysisAnalysis of current AI resilience
Industrial Ecologists
Updated quarterly
How can Industrial Ecologists prepare for AI?
Latest AI news for Industrial Ecologists
These articles highlight the evolving role of AI in the field of industrial ecology. For instance, Arbtech's new CTO aims to harness AI for enhanced ecological consultancy, which could revolutionize how data is analyzed and solutions are crafted. Additionally, the potential for AI to create more resilient industrial systems suggests that industrial ecologists can leverage these tools to optimize resource use and sustainability. By understanding AI's capabilities and limitations, aspiring industrial ecologists can position themselves as indispensable in a tech-driven future.
Will AI Replace Industrial Ecologists? AI Risk Score: 47/100
www.replacedbai.com • 9/20/2026
Industrial Ecologists have a medium AI replacement risk (47/100). See what AI can automate, what still needs humans, and how to future-proof your career.
Mila’s Hugo Larochelle says academia can do what industry won’t to advance AI
thelogic.co • 11/14/2025
The successor to Yoshua Bengio says collaborations between computer scientists and researchers in fields like ecology and health care can...
How AI can help engineer an 'immune system' for industry
www.weforum.org • 6/24/2025
AI can be leveraged to help build industrial systems that are stronger, more resourceful and more resilient, to help industry thrive in a...
Arbtech hires CTO in AI-led move
www.placenorthwest.co.uk • 4/9/2025
The Chester-based ecology consultancy said bringing in Ed Day as chief technology officer will help it harness Artificial Intelligence for...
Can We Mitigate AI’s Environmental Impacts?
environment.yale.edu • 10/10/2024
Artificial intelligence (AI) is powered by massive amounts of energy, and much of the energy is from the burning of fossil fuels,...
More Career Info
Career: Industrial Ecologists
They study how factories and industries affect the environment and find ways to make them more eco-friendly and efficient.
Parent Careers
Similar Careers
Employment & Wage Data
Median Wage
$82,220
Jobs (2025)
93,400
Growth (2025-35)
+6.1%
Annual Openings
7,300
Education
Bachelor's degree
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2025-2035
Task-Level AI Resilience Scores
AI-generated estimates of task resilience over the next 3 years
1
Conduct scientific protection, mitigation, or restoration projects to prevent resource damage, maintain the integrity of critical habitats, and minimize the impact of human activities.
2
Plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.
3
Conduct applied research on the effects of industrial processes on the protection, restoration, inventory, monitoring, or reintroduction of species to the natural environment.
4
Translate the theories of industrial ecology into eco-industrial practices.
5
Investigate the impact of changed land management or land use practices on ecosystems.
6
Develop or test protocols to monitor ecosystem components and ecological processes.
7
Plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.
