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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

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

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

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

  • 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.

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

  • 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.

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

  • 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.

  • Monitor environmental impacts of development activities.

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

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

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

  • 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 environmental audits or inspections or investigations of violations.

  • 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.

  • 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.

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

Technologies & Software

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