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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

  • Calibrate microscopes or test instruments.

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

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

  • Inspect sanitary conditions at public facilities.

  • Distribute permits, closure plans, or cleanup plans.

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

  • Perform statistical analysis of environmental data.

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

  • 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.

  • 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.

  • Prepare samples or photomicrographs for testing and analysis.

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

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

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

  • Discuss test results and analyses with customers.

  • Direct activities of workers in laboratory.

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

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

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

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

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

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

  • Develop testing procedures.

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

Technologies & Software

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

Alternative Job Titles