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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.

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

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

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

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

  • 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.

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

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

  • Monitor environmental impacts of development activities.

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

  • 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.

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

  • Investigate and report on accidents affecting the environment.

  • Conduct environmental audits or inspections or investigations of violations.

  • 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.

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

  • 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.

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

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

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

Technologies & Software

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