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Automation Risk Analysis

Will “Air Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #113 of 702. Estimated risk: 3.3%

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AI Exposure Risk

60%

“Air Analyst” 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%

“Air Analyst” 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.

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

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

  • Conduct environmental audits or inspections or investigations of violations.

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

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

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

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

  • Monitor environmental impacts of development activities.

  • 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.

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

  • 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.

  • 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.

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

  • 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.

  • 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.

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

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

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

Technologies & Software

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