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Automation Risk Analysis

Will “Research 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%

“Research 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%

“Research 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

  • 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.

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

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

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

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

  • Monitor environmental impacts of development activities.

  • Investigate and report on accidents affecting the environment.

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

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

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

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

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

  • 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 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.

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

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

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

  • 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.

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

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

Technologies & Software

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