Will environmental technicians be replaced by AI?
Updated
Environmental technicians score 44 of 100 for AI exposure. The largest share of their task time, 43%, is work AI speeds up while they stay in charge. AI can take over 20% outright, and 37% stays with people.
- 20% AI can do it
- 43% AI helps
- 37% Needs a person
Moderate exposure
Higher than 60% of the 923 occupations we scored.
Task by task
We graded 25 tasks, listed here from most to least exposed. AI can do 5 of them today, speeds up 11 and leaves 9 to people.
| Task | AI exposure |
|---|---|
| Record test data and prepare reports, summaries, or charts that interpret test results. Drafting reports and charts from test data is routine work. | 72% AI can do it |
| Maintain files, such as hazardous waste databases, chemical usage data, personnel exposure information, or diagrams showing equipment locations. Database and file upkeep is routine digital data management. | 72% AI can do it |
| Calculate amount of pollutant in samples or compute air pollution or gas flow in industrial processes, using chemical and mathematical formulas. Formula-based pollutant calculations are well suited to AI tools. | 72% AI can do it |
| Perform statistical analysis of environmental data. AI and software handle statistics; analyst reviews conclusions. | 65% AI can do it |
| Distribute permits, closure plans, or cleanup plans. Distributing permits and plans is mostly digital and administrative. | 60% AI can do it |
| Provide information or technical or program assistance to government representatives, employers, or the general public on the issues of public health, environmental protection, or workplace safety. AI can draft public answers; staff review accuracy and context. | 55% AI helps |
| Analyze potential environmental impacts of production process changes, and recommend steps to mitigate negative impacts. AI can model impacts and draft mitigation; engineers verify findings. | 50% AI helps |
| Develop testing procedures. AI can draft test procedures; experts validate and adapt them. | 45% AI helps |
| Develop or implement programs for monitoring of environmental pollution or radiation. AI can help draft monitoring plans; staff set priorities. | 40% AI helps |
| Monitor emission control devices to ensure they are operating properly and comply with state and federal regulations. Sensors and software track controls; staff verify operation on site. | 40% AI helps |
Show the other 15 tasks
| Task | AI exposure |
|---|---|
| Make recommendations to control or eliminate unsafe conditions at workplaces or public facilities. AI can suggest fixes; inspector judgment and accountability remain. | 35% AI helps |
| Develop or implement site recycling or hazardous waste stream programs. Program design is helped by AI; site implementation stays manual. | 35% AI helps |
| Determine amounts and kinds of chemicals to use in destroying harmful organisms or removing impurities from purification systems. Dosing calculations can be AI assisted; expert judgment decides chemicals. | 35% AI helps |
| Examine and analyze material for presence and concentration of contaminants, such as asbestos, using variety of microscopes. Microscopy identification is expert visual work with some AI aid. | 30% AI helps |
| Weigh, analyze, or measure collected sample particles, such as lead, coal dust, or rock, to determine concentration of pollutants. Instruments do the weighing; person handles and verifies results. | 28% AI helps |
| Discuss test results and analyses with customers. AI drafts talking points; the person leads client discussions. | 25% AI helps |
| Investigate hazardous conditions or spills or outbreaks of disease or food poisoning, collecting samples for analysis. Responding to spills and outbreaks needs physical presence on site. | 15% Needs a person |
| Prepare samples or photomicrographs for testing and analysis. Hands-on sample and slide preparation for lab analysis. | 15% Needs a person |
| Direct activities of workers in laboratory. Supervising lab staff is interpersonal and accountable work. | 15% Needs a person |
| Collect samples of gases, soils, water, industrial wastewater, or asbestos products to conduct tests on pollutant levels or identify sources of pollution. Physical sample collection in the field needs hands-on presence. | 12% Needs a person |
| Inspect workplaces to ensure the absence of health and safety hazards, such as high noise levels, radiation, or potential lighting hazards. Walking sites to check noise, radiation and lighting hazards. | 12% Needs a person |
| Initiate procedures to close down or fine establishments violating environmental or health regulations. Enforcement actions carry legal accountability and need human judgment. | 10% Needs a person |
| Calibrate microscopes or test instruments. Physical calibration of instruments needs hands-on skill. | 8% Needs a person |
| Set up equipment or stations to monitor and collect pollutants from sites, such as smoke stacks, manufacturing plants, or mechanical equipment. Installing monitors on stacks and plants needs physical work. | 8% Needs a person |
| Inspect sanitary conditions at public facilities. On-site sanitary inspections require physical presence and observation. | 8% Needs a person |
How environmental technicians compare
All occupations (923)
Life, physical and social science (60)
Pay and outlook in the US
- Median pay
- $55,090 a year, May 2025
- People employed
- 34,670 in the US, May 2025
- Projected change in jobs
- +6.9% from 2024 to 2034
Skills to build
- Collect gas, soil and water samples in the field
- Calibrate test instruments and log each calibration
- Map sample locations in ESRI ArcGIS software
- Check AI-drafted summaries against raw data in Excel
- Draw site and equipment diagrams in AutoCAD
- Inspect workplaces for noise, radiation and lighting hazards
Safer roles nearby
5 related occupations with lower scores.
Questions about environmental technicians and AI
Will AI replace environmental technicians?
Partly. About 3 in 10 working hours of an environmental technician's week go to tasks AI can already do, mostly writing test reports and charts and calculating pollutant amounts from formulas. Field sampling, instrument calibration and site inspections stay with people because they need a technician physically present at the site.
Which environmental technician tasks is AI taking over?
Report drafting and data upkeep are taking over the most work. Recording test data and preparing summaries score 72 on exposure, and maintaining hazardous waste databases also scores 72, because both are routine digital tasks that AI tools already handle well. Formula-based pollutant calculations score 72 too.
Which environmental technician tasks stay human?
Field sampling and physical site checks stay human. Collecting samples of gases, soils and water scores 12 on exposure, and inspecting workplaces for noise, radiation and lighting hazards also scores 12, since both need a technician on site with instruments and judgment. Setting up stack monitors scores 8 for the same reason.
How can environmental technicians stay valuable?
Take responsibility for the work between the field and the report. Learn ArcGIS for mapping sample locations, and keep AutoCAD site diagrams current. Keep the calibration log and chain of custody for every sample. Use Excel and Access to check AI-drafted summaries against raw test data before anything leaves the lab.
Related jobs
Next steps for environmental technicians
Check which roles in your team AI can take on
We map your team's tasks, show what AI can do today and build the automations that pay back first.
Related topics
- Jobs AI can't replaceCement masons score lowest, at 8.
- Jobs most at risk from AIProofreaders score highest, at 76.
- High-paying jobs with low AI exposureRadiologists earn a median $420,860 and score 46.
- Entry-level jobs with low AI exposureCement masons need little prior training and score 8.
- Jobs AI speeds up the mostFor natural sciences managers, AI speeds up 96% of task time.
- AI and jobs in Malta15 iGaming roles graded task by task.
- Skills that keep work humanThe skills to build in the jobs AI changes least.
- Jobs A to ZEvery job we publish, by first letter.
- AI exposure by industryAverage scores for 22 occupation groups.
- Write a CV screening software can readHow applicant tracking systems read a CV, and what to change.
- AI for businessesThe tasks to automate first in each team and industry.
- How we score AI exposureThe grading, the weights and every source.