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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

  • Conduct environmental audits or inspections or investigations of violations.

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

  • 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.

  • 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.

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Monitor environmental impacts of development activities.

Technologies & Software

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