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Automation Risk Analysis

Will “Natural Resources Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #113 of 702. Estimated risk: 3.3%

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AI Exposure Risk

60%

“Natural Resources Specialist” 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%

“Natural Resources Specialist” 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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

  • Conduct environmental audits or inspections or investigations of violations.

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

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

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

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

  • Investigate and report on accidents affecting the environment.

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

  • Monitor environmental impacts of development activities.

Technologies & Software

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