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Automation Risk Analysis

Will “Air Analyst” be Automated?

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AI Exposure Risk

55%

“Air Analyst” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 55% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

43%

“Air Analyst” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 43% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Environmental Science and Protection Technicians, Including Health, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: 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.

Avg. Annual Salary $56,770
Avg. Hourly Wage $27.29
Available Jobs (US) 39,390
Job Title & Hierarchy Code (SOC) Environmental Science and Protection Technicians, Including Health #19-4042
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Environmental Science and Protection Technicians, Including Health”

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Core Skills & Abilities

  • Maintain files, such as hazardous waste databases, chemical usage data, personnel exposure information, or diagrams showing equipment locations.

  • Inspect sanitary conditions at public facilities.

  • Calculate amount of pollutant in samples or compute air pollution or gas flow in industrial processes, using chemical and mathematical formulas.

  • Calibrate microscopes or test instruments.

  • Discuss test results and analyses with customers.

  • Monitor emission control devices to ensure they are operating properly and comply with state and federal regulations.

  • 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.

  • Analyze potential environmental impacts of production process changes, and recommend steps to mitigate negative impacts.

  • Direct activities of workers in laboratory.

  • Initiate procedures to close down or fine establishments violating environmental or health regulations.

  • Perform statistical analysis of environmental data.

  • Determine amounts and kinds of chemicals to use in destroying harmful organisms or removing impurities from purification systems.

  • Distribute permits, closure plans, or cleanup plans.

  • Investigate hazardous conditions or spills or outbreaks of disease or food poisoning, collecting samples for analysis.

  • Record test data and prepare reports, summaries, or charts that interpret test results.

  • Develop testing procedures.

  • Set up equipment or stations to monitor and collect pollutants from sites, such as smoke stacks, manufacturing plants, or mechanical equipment.

  • Prepare samples or photomicrographs for testing and analysis.

  • Collect samples of gases, soils, water, industrial wastewater, or asbestos products to conduct tests on pollutant levels or identify sources of pollution.

  • Develop or implement programs for monitoring of environmental pollution or radiation.

  • Inspect workplaces to ensure the absence of health and safety hazards, such as high noise levels, radiation, or potential lighting hazards.

  • Examine and analyze material for presence and concentration of contaminants, such as asbestos, using variety of microscopes.

  • Weigh, analyze, or measure collected sample particles, such as lead, coal dust, or rock, to determine concentration of pollutants.

  • Make recommendations to control or eliminate unsafe conditions at workplaces or public facilities.

  • Develop or implement site recycling or hazardous waste stream programs.

Technologies & Software

  • YouTube
  • Statistical software
  • Claude (Anthropic)
  • HEC-HMS
  • Adobe Acrobat
  • Microsoft PowerPoint
  • ESRI ArcGIS software
  • Perplexity AI
  • Gemini (Google)
  • HEC-RAS
  • Microsoft Excel
  • FishXing
  • Grok (xAI)
  • ESRI ArcView
  • Kimi (Moonshot AI)
  • Gemini for Workspace
  • Visual OTTHYMO
  • Computer aided design CAD software
  • Qwen (Alibaba)
  • Mistral AI (chat/models)
  • ChatGPT (OpenAI)
  • Word processing software
  • Llama (Meta)
  • Spreadsheet software
  • Autodesk AutoCAD
  • Microsoft Project
  • NotebookLM (Google)
  • Geomechanical design analysis GDA software
  • ESRI software
  • Consensus
  • Scite AI
  • Email software
  • Microsoft Outlook
  • Mistral (Mistral AI)
  • Microsoft Access
  • Trimble GPS Pathfinder Office
  • ESRI ArcPad
  • Flood modeling software
  • DeepSeek
  • Scientific analysis software
  • Autodesk Softdesk
  • Microsoft Office software
  • Semantic Scholar AI
  • Web browser software
  • SAP software
  • ESRI ArcInfo
  • Database software
  • Graphics software
  • Nova (Amazon)
  • Microsoft Word
  • Elicit
  • Noise monitoring instruments
  • Notebook computers
  • Carbon monoxide monitors
  • Radon detection devices
  • Noise logging analyzers
  • Pocket personal computers PC
  • Polarized light microscopes
  • Particulate monitors
  • Noise dosimeters
  • Purge pumps
  • Water chemistry analysis equipment
  • Water level recorders
  • Water well depth meters
  • Lead soil sampling kits
  • Sound level meters
  • Pump flowmeters
  • Lead surface sampling kits
  • Flow monitoring equipment
  • Bladder water sampling pumps
  • Soil augers
  • Handheld laser particle counters
  • Centrifuges
  • Microscope slides
  • Micromanometers
  • Moisture meters
  • Nephelometers
  • Laser printers
  • Photoionization detectors PID
  • Chlorinated hydrocarbon testing equipment
  • CO2 monitors
  • Interface probes
  • Velometers
  • Particulate samplers
  • Velocity meters
  • Electronic pump calibrators
  • Water sample extraction pumps
  • Dilution systems
  • Low-flow pumps
  • Binocular light compound microscopes
  • Field data collection computers
  • 35 millimeter cameras
  • Passive samplers for organic vapors
  • Lux or light meter
  • Air sampling primary flow calibrators
  • Air sampling impingers
  • Large-format plotters
  • Digital hand meters
  • Detector tubes
  • Soil vapor extraction units
  • Hygrometers
  • Halide meters
  • Carpet sampling pump kits
  • Chloride test kits
  • Digital cameras
  • Air current test kits
  • Digitizing tablets
  • Freon detectors
  • Landfill gas detection systems
  • Personal computers
  • Zero air generators
  • Salinity meters
  • Pilot tubes
  • Water sampling pumps
  • pH meters
  • Area sampling pumps
  • Sequential air samplers
  • Peristaltic pumps
  • Autoclaves
  • Water sampling bailers
  • Sewer surveillance cameras
  • Landfill gas collection systems
  • Volt-ohm meters VOM
  • Water sampling augers
  • Phase contrast microscopes
  • Bioaerosol impactors
  • Water sample extraction tubes
  • Colorimetric field sampling devices
  • Micropurge sampling equipment
  • Infiltrometers
  • Indoor air quality IAQ monitors
  • Flame ionization detectors FID
  • Air monitoring equipment
  • Ozone generators
  • Centrifugal water sampling pumps
  • Vibration monitors
  • Lead air sampling kits
  • Hach field kits
  • Spectrophotometers
  • Explosive gas monitors
  • Lead water sampling kits
  • Humidity sticks
  • Halogen leak detectors

Alternative Job Titles