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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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

  • 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 environmental impacts of development activities.

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

  • 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.

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

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

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

  • Conduct environmental audits or inspections or investigations of violations.

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

Technologies & Software

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