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Automation Risk Analysis

Will “Environmental Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #113 of 702. Estimated risk: 3.3%

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AI Exposure Risk

60%

“Environmental 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%

“Environmental 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

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

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

  • 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.

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

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

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

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

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

  • Investigate and report on accidents affecting the environment.

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

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

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

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

  • Conduct environmental audits or inspections or investigations of violations.

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

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

  • 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.

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

  • 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.

  • Monitor environmental impacts of development activities.

Technologies & Software

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