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Automation Risk Analysis

Will “Ecological Modeler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #113 of 702. Estimated risk: 3.3%

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AI Exposure Risk

60%

“Ecological Modeler” 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%

“Ecological Modeler” 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

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

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

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

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

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

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

  • 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.

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

  • 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.

  • 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.

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

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

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

  • Monitor environmental impacts of development activities.

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

  • Conduct environmental audits or inspections or investigations of violations.

  • Investigate and report on accidents affecting the environment.

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

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

Technologies & Software

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