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Automation Risk Analysis

Will “Smog Technician (Smog Tech)” be Automated?

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AI Exposure Risk

55%

“Smog Technician (Smog Tech)” 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%

“Smog Technician (Smog Tech)” 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

  • Prepare samples or photomicrographs for testing and analysis.

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

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

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

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

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

  • 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.

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

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

  • Direct activities of workers in laboratory.

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

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

  • Discuss test results and analyses with customers.

  • Calibrate microscopes or test instruments.

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

  • Develop testing procedures.

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

  • 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.

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

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

  • Distribute permits, closure plans, or cleanup plans.

  • Perform statistical analysis of environmental data.

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

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

Technologies & Software

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

Alternative Job Titles