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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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Last Update: 4/23/2026
Your role’s AI Resilience Score is
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.
Med
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%).
Low
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.
This result is backed by strong agreement across multiple data sources.
Contributing sources
Environmental Engineering Technologists and Technicians are somewhat less resilient to AI impacts than most occupations, according to our analysis of 7 sources.
This career is labeled as "Somewhat Resilient" because while AI and smart tools are starting to handle data collection and monitoring, human skills are still needed for planning, interpreting results, and managing projects. Many tasks, like writing project logs and handling samples, require human judgment and careful attention, which AI can't fully replace.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is somewhat resilient
This career is labeled as "Somewhat Resilient" because while AI and smart tools are starting to handle data collection and monitoring, human skills are still needed for planning, interpreting results, and managing projects. Many tasks, like writing project logs and handling samples, require human judgment and careful attention, which AI can't fully replace.
Read full analysisAnalysis of Current AI Resilience
Env. Eng. Techs & Technicians
Updated Quarterly • Last Update: 2/17/2026

Environmental engineering technicians still do a lot of hands-on work, but some tools are changing how they work. For example, smart sensors and software can now watch pollution levels continuously. Researchers note that AI helps spot air and water pollution faster than old manual checks [1] [1].
In fact, Australia’s water agency built a self-driving robot (“SAMMI”) that sails on reservoirs to collect water samples and measure quality by itself [2]. This shows that machines can help with data gathering and testing. Labs also use automatic instruments that record test results directly, so techs spend less time writing down numbers and more time interpreting data.
By contrast, many routine tasks are still done by people. We found no evidence of AI automatically writing project logs, planning schedules, or packing samples for shipping. These jobs often need human judgment or careful handling.
A recent review explains that manual sampling and lab work are slow and prone to human error [1], which is why sensors and robots are being added – but it also means we still need people to set up and check those systems. One study even notes that installing drones and robots can be very expensive and require skilled operators [3]. For now, much of the planning, checking documents, and handling samples must be done by technicians using regular software and good old hard work.

How fast AI tools are used in this field is a mixed picture. On the one hand, environmental monitoring needs accurate, real-time data, so there is interest in AI and robots. In some projects, like the SAMMI boat, testing is already happening [2].
A review found scientists “increasingly rely” on robots to collect data that was hard to get before [3]. Also, AI can be useful because environmental projects often lack enough people to do all the work [1]. When budgets and staff are short, smart tools can fill gaps.
On the other hand, cost and rules slow things down. High-tech equipment, software, and maintenance can cost hundreds of thousands of dollars [3] – far more than a technician’s annual wage. Many companies and agencies have tight budgets, so they may stick with people unless the benefit is clear.
Legal and safety rules in environmental work also mean officials are careful: they usually want trained technicians to verify results and make decisions.
Overall, the job is likely to become augmented rather than replaced by AI. Computers and AI help by handling repetitive data collection or spotting trends, but human skills are still crucial. Technicians’ understanding of local conditions, problem-solving, and communication can’t be automated.
In short, AI tools may take on some heavy or dangerous tasks, but people will still manage projects, interpret results, and talk with communities. This means environmental engineering technicians should feel hopeful: learning new tech skills can make the job more interesting without taking away the human side of the work [2] [3].

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They help protect the environment by testing air, water, and soil, and assisting engineers in creating solutions to reduce pollution and improve environmental health.
Median Wage
$58,890
Jobs (2024)
12,900
Growth (2024-34)
+1.2%
Annual Openings
1,100
Education
Associate's degree
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Work with customers to assess the environmental impact of proposed construction or to develop pollution prevention programs.
Prepare and package environmental samples for shipping or testing.
Perform environmental quality work in field or office settings.
Receive, set up, test, or decontaminate equipment.
Collect and analyze pollution samples, such as air or ground water.
Maintain process parameters and evaluate process anomalies.
Provide technical engineering support in the planning of projects, such as wastewater treatment plants, to ensure compliance with environmental regulations and policies.
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.

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