Perform laboratory and field tests to monitor the environment and investigate sources of pollution, including those that affect health, under the direction of an environmental scientist, engineer, or other specialist. May collect samples of gases, soil, water, and other materials for testing.
Time card
| Mine | Task, by time spent | Human | With AI | AI | Robot |
|---|---|---|---|---|---|
Collect samples of gases, soils, water, industrial wastewater, or asbestos products to conduct tests on pollutant levels or identify sources of pollution.1h 16m a shift · Robots deployed · e.g. OceanAlpha ESM30 autonomous water sampling and monitoring USVWhy this label?Marked Robot because OceanAlpha ESM30 autonomous water sampling and monitoring USV (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most environmental science and protection technicians, including health work alongside one. How labels work | |||||
Record test data and prepare reports, summaries, or charts that interpret test results.1h 16m a shift · Observed in AI useTypical AI request: about 7h 48m alone, 43m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Investigate hazardous conditions or spills or outbreaks of disease or food poisoning, collecting samples for analysis.25m a shift · No AI or robot evidence foundWhy this label?This is physical work, and no robot has been shown doing it yet. How labels work | |||||
Prepare samples or photomicrographs for testing and analysis.25m a shift · Robots only in factory cellsWhy this label?Robots have done this only in factory setups built around the machine, so it stays Human for environmental science and protection technicians, including health. How labels work | |||||
Weigh, analyze, or measure collected sample particles, such as lead, coal dust, or rock, to determine concentration of pollutants.25m a shift · Robots only in factory cellsWhy this label?Robots have done this only in factory setups built around the machine, so it stays Human for environmental science and protection technicians, including health. How labels work | |||||
Calibrate microscopes or test instruments.25m a shift · Robots only in factory cellsWhy this label?Robots have done this only in factory setups built around the machine, so it stays Human for environmental science and protection technicians, including health. How labels work | |||||
Discuss test results and analyses with customers.19m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Inspect workplaces to ensure the absence of health and safety hazards, such as high noise levels, radiation, or potential lighting hazards.19m a shift · Robots deployed · e.g. Spot with FLIR MUVE C360 gas sensor and Spot CAM+IRWhy this label?Marked Robot because Spot with FLIR MUVE C360 gas sensor and Spot CAM+IR (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most environmental science and protection technicians, including health work alongside one. How labels work | |||||
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.19m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Maintain files, such as hazardous waste databases, chemical usage data, personnel exposure information, or diagrams showing equipment locations.19m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Set up equipment or stations to monitor and collect pollutants from sites, such as smoke stacks, manufacturing plants, or mechanical equipment.19m a shift · No AI or robot evidence foundWhy this label?This is physical work, and no robot has been shown doing it yet. How labels work | |||||
Calculate amount of pollutant in samples or compute air pollution or gas flow in industrial processes, using chemical and mathematical formulas.19m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Develop or implement programs for monitoring of environmental pollution or radiation.13m a shift · Robots only in factory cellsWhy this label?Robots have done this only in factory setups built around the machine, so it stays Human for environmental science and protection technicians, including health. How labels work | |||||
Monitor emission control devices to ensure they are operating properly and comply with state and federal regulations.13m a shift · No AI or robot evidence foundWhy this label?This is physical work, and no robot has been shown doing it yet. How labels work | |||||
Make recommendations to control or eliminate unsafe conditions at workplaces or public facilities.13m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Perform statistical analysis of environmental data.13m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Examine and analyze material for presence and concentration of contaminants, such as asbestos, using variety of microscopes.13m a shift · Observed in AI useWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Develop testing procedures.6m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Develop or implement site recycling or hazardous waste stream programs.6m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Direct activities of workers in laboratory.6m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Analyze potential environmental impacts of production process changes, and recommend steps to mitigate negative impacts.6m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Initiate procedures to close down or fine establishments violating environmental or health regulations.6m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Inspect sanitary conditions at public facilities.6m a shift · No AI or robot evidence foundWhy this label?This is physical work, and no robot has been shown doing it yet. How labels work | |||||
Determine amounts and kinds of chemicals to use in destroying harmful organisms or removing impurities from purification systems.6m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Distribute permits, closure plans, or cleanup plans.6m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work |
