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Automation Risk Analysis

Will “Sample Prep Tech (Sample Preparation Technician)” be Automated?

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AI Exposure Risk

55%

“Sample Prep Tech (Sample Preparation Technician)” 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%

“Sample Prep Tech (Sample Preparation Technician)” 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

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

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

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

  • 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.

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

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

  • Prepare samples or photomicrographs for testing and analysis.

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

  • 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.

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

  • Direct activities of workers in laboratory.

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

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

  • Distribute permits, closure plans, or cleanup plans.

  • 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.

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

  • Develop testing procedures.

  • Perform statistical analysis of environmental data.

  • Calibrate microscopes or test instruments.

  • Inspect sanitary conditions at public facilities.

  • Discuss test results and analyses with customers.

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

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

Technologies & Software

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

Alternative Job Titles