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Automation Risk Analysis

Will “Water Pollution Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #113 of 702. Estimated risk: 3.3%

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AI Exposure Risk

60%

“Water Pollution 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%

“Water Pollution 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.

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

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

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

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

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

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

  • 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.

  • Investigate and report on accidents affecting the environment.

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

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

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

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

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

  • 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.

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

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

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

  • Monitor environmental impacts of development activities.

  • Conduct environmental audits or inspections or investigations of violations.

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

Technologies & Software

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