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Automation Risk Analysis

Will “Hazardous Substances Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #113 of 702. Estimated risk: 3.3%

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AI Exposure Risk

60%

“Hazardous Substances Scientist” 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 60% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

31%

“Hazardous Substances Scientist” 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 31% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Environmental Scientists and Specialists, Including Health, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research or perform investigation for the purpose of identifying, abating, or eliminating sources of pollutants or hazards that affect either the environment or public health. Using knowledge of various scientific disciplines, may collect, synthesize, study, report, and recommend action based on data derived from measurements or observations of air, food, soil, water, and other sources.

Avg. Annual Salary $88,640
Avg. Hourly Wage $42.62
Available Jobs (US) 84,930
Job Title & Hierarchy Code (SOC) Environmental Scientists and Specialists, Including Health #19-2041
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Environmental Scientists and Specialists, Including Health”

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Core Skills & Abilities

  • Provide scientific or technical guidance, support, coordination, or oversight to governmental agencies, environmental programs, industry, or the public.

  • Evaluate violations or problems discovered during inspections to determine appropriate regulatory actions or to provide advice on the development and prosecution of regulatory cases.

  • Provide advice on proper standards and regulations or the development of policies, strategies, or codes of practice for environmental management.

  • Communicate scientific or technical information to the public, organizations, or internal audiences through oral briefings, written documents, workshops, conferences, training sessions, or public hearings.

  • Analyze data to determine validity, quality, and scientific significance and to interpret correlations between human activities and environmental effects.

  • Develop programs designed to obtain the most productive, non-damaging use of land.

  • Conduct applied research on environmental topics, such as waste control or treatment or pollution abatement methods.

  • Determine data collection methods to be employed in research projects or surveys.

  • Monitor environmental impacts of development activities.

  • Prepare charts or graphs from data samples, providing summary information on the environmental relevance of the data.

  • Collect, synthesize, analyze, manage, and report environmental data, such as pollution emission measurements, atmospheric monitoring measurements, meteorological or mineralogical information, or soil or water samples.

  • Supervise or train students, environmental technologists, technicians, or other related staff.

  • Develop the technical portions of legal documents, administrative orders, or consent decrees.

  • Research sources of pollution to determine their effects on the environment and to develop theories or methods of pollution abatement or control.

  • Investigate and report on accidents affecting the environment.

  • Monitor effects of pollution or land degradation and recommend means of prevention or control.

  • Design or direct studies to obtain technical environmental information about planned projects.

  • Plan or develop research models, using knowledge of mathematical and statistical concepts.

  • Process and review environmental permits, licenses, or related materials.

  • Develop methods to minimize the impact of production processes on the environment, based on the study and assessment of industrial production, environmental legislation, and physical, biological, and social environments.

  • Conduct environmental audits or inspections or investigations of violations.

  • Review and implement environmental technical standards, guidelines, policies, and formal regulations that meet all appropriate requirements.

Technologies & Software

  • Kimi (Moonshot AI)
  • Ecotech WinAQMS
  • DataPipe EHS
  • Llama (Meta)
  • Mistral AI (chat/models)
  • Scite AI
  • Hotspot
  • CAP88-PC
  • Gemini (Google)
  • TANKS
  • Grok (xAI)
  • Adobe Acrobat
  • Word processing software
  • IBM SPSS Statistics
  • Material safety data sheet MSDS software
  • RSA RadCalc
  • Microsoft Outlook
  • Nova (Amazon)
  • Chemical management tracking software
  • Laboratory information management system LIMS
  • EarthSoft EQuIS Geology
  • ESRI ArcGIS software
  • SAP software
  • Geomechanical design analysis GDA software
  • Mistral (Mistral AI)
  • Tucows ChemBase
  • ESRI ArcInfo
  • CERC EMIT
  • Ecotech WinCollect
  • Microsoft Excel
  • Structured query language SQL
  • Qwen (Alibaba)
  • Compass software
  • C++
  • Gemini for Workspace
  • ESRI ArcView
  • Graphics software
  • Geographic information system GIS software
  • Spreadsheet software
  • DQO ELIPGRID-PC
  • Bentley MicroStation
  • DeepSeek
  • Lakes Environmental ISC-AERMOD View
  • Link Microtek
  • Perplexity AI
  • Microsoft Office software
  • RockWare ArcMap
  • Chemicals and Irrigation CANDI
  • Smart Data Solutions RS Solutions
  • SmugMug Flickr
  • Microsoft SharePoint Server
  • SoundPLAN
  • ADMS pollution modeling software
  • MIRS Compliance
  • Wolfel IMMI
  • Lakes Environmental Emissions View
  • Rad Pro Calculator
  • Database software
  • ChatGPT (OpenAI)
  • NotebookLM (Google)
  • Geographic information system GIS systems
  • Microsoft Project
  • Consensus
  • Golden Software Surfer
  • Elicit
  • Mapping software
  • Web browser software
  • Autodesk AutoCAD
  • Adobe Illustrator
  • Microsoft Word
  • Lakes Environmental SLAB View
  • Microsoft PowerPoint
  • Statistical software
  • Sun Microsystems Java
  • Emissions tracking software
  • Microsoft Visual Basic
  • Semantic Scholar AI
  • Corel CorelDraw Graphics Suite
  • Lakes Environmental EcoRisk View
  • Claude (Anthropic)
  • Microsoft Access
  • Water velocity flow meters
  • Mercury monitors
  • Combustible gas monitors
  • Air quality dataloggers
  • Oil water interface meters
  • Ambient air quality monitoring systems
  • Manometers
  • Field radiological measuring devices
  • Radon monitors
  • Atmospheric deposition collectors
  • Ionization chambers
  • Ozone meters
  • Mainframe computers
  • Closed pipe Doppler water flow meters
  • Liquid samplers
  • Drop count industrial water test kits
  • Nephelometers
  • Gas spillage detectors
  • Desktop computers
  • Geiger-Mueller meters
  • Toxic mold test kits
  • Hand held augers
  • Ammonia meters
  • Analog survey meters
  • Soil gas sampling systems
  • Mass spectrometers
  • Chlorine meters
  • Multiparameter water quality instruments
  • Fuel temperature sensors
  • Explosimeters
  • Pocket personal computers PC
  • Lead air sampling kits
  • Smoke generators
  • Particulate samplers
  • Scintillation counters
  • Soil probes
  • Chlorine dioxide meters
  • Submersible water data loggers
  • Notebook computers
  • Noise dosimeters
  • Electromagnetic field EMF meters
  • Psychrometers
  • Digital survey meters
  • Airboats
  • Sound level meters
  • Dosimeters
  • Personal computers
  • Bomb samplers
  • Aerosol spectrometers
  • Carbon monoxide meters
  • Global positioning system GPS receivers
  • Soil analysis kits
  • Multichannel analyzers
  • Scintillation probes
  • Rain water samplers
  • Gas chromatographs GC
  • Depth meters
  • Spectrophotometers
  • HNu photoionization detectors PID
  • Water quality testing photometers
  • Fiberglass metering manholes
  • Digital cameras
  • Photoionization detectors PID
  • Anemometers
  • Heat stress monitors
  • Bottom dredge samplers
  • Automatic samplers
  • pH meters
  • Lead water sampling kits
  • Turbidimeters
  • Comparator water test kits
  • Air/soil temperature sensors
  • Coliform testing systems
  • Stormwater samplers
  • Viscosity meters
  • All terrain vehicles ATV
  • Moisture meters
  • Bailers
  • Groundwater monitoring systems
  • Colorimeters
  • Evaporation gauge sensors
  • Dataloggers
  • Core samplers