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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

  • 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.

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

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

  • Discuss test results and analyses with customers.

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

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

  • Inspect sanitary conditions at public facilities.

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

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

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

  • Calibrate microscopes or test instruments.

  • Direct activities of workers in laboratory.

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

  • Distribute permits, closure plans, or cleanup plans.

  • Develop testing procedures.

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

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

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

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

  • Prepare samples or photomicrographs for testing and analysis.

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

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

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

  • Perform statistical analysis of environmental data.

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

Technologies & Software

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

Alternative Job Titles