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Automation Risk Analysis

Will “Air Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #225 of 702. Estimated risk: 25.0%

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AI Exposure Risk

31%

“Air Analyst” will probably not 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 31% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

44%

“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 44% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Environmental Engineering Technologists and Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Apply theory and principles of environmental engineering to modify, test, and operate equipment and devices used in the prevention, control, and remediation of environmental problems, including waste treatment and site remediation, under the direction of engineering staff or scientists. May assist in the development of environmental remediation devices.

Avg. Annual Salary $63,070
Avg. Hourly Wage $30.32
Available Jobs (US) 12,500
Job Title & Hierarchy Code (SOC) Environmental Engineering Technologists and Technicians #17-3025
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Environmental Engineering Technologists and Technicians”

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Core Skills & Abilities

  • Collect and analyze pollution samples, such as air or ground water.

  • Decontaminate or test field equipment used to clean or test pollutants from soil, air, or water.

  • Oversee support staff.

  • Review work plans to schedule activities.

  • Develop work plans, including writing specifications or establishing material, manpower, or facilities needs.

  • Produce environmental assessment reports, tabulating data and preparing charts, graphs, or sketches.

  • Prepare permit applications or review compliance with environmental permits.

  • Review technical documents to ensure completeness and conformance to requirements.

  • Model biological, chemical, or physical treatment processes to remove or degrade pollutants.

  • Maintain project logbook records or computer program files.

  • Arrange for the disposal of lead, asbestos, or other hazardous materials.

  • Improve chemical processes to reduce toxic emissions.

  • Receive, set up, test, or decontaminate equipment.

  • Assist in the cleanup of hazardous material spills.

  • Assess the ability of environments to naturally remove or reduce conventional or emerging contaminants from air, water, or soil.

  • Perform statistical analysis and correction of air or water pollution data submitted by industry or other agencies.

  • Maintain process parameters and evaluate process anomalies.

  • Create models to demonstrate or predict the process by which pollutants move through or impact an environment.

  • Record laboratory or field data, including numerical data, test results, photographs, or summaries of visual observations.

  • Prepare and package environmental samples for shipping or testing.

  • Evaluate and select technologies to clean up polluted sites, restore polluted air, water, or soil, or rehabilitate degraded ecosystems.

  • Provide technical engineering support in the planning of projects, such as wastewater treatment plants, to ensure compliance with environmental regulations and policies.

  • Obtain product information, identify vendors or suppliers, or order materials or equipment to maintain inventory.

  • Inspect facilities to monitor compliance with regulations governing substances, such as asbestos, lead, or wastewater.

  • Work with customers to assess the environmental impact of proposed construction or to develop pollution prevention programs.

  • Perform environmental quality work in field or office settings.

Technologies & Software

  • Air dispersion modeling software
  • SAS
  • Adobe PageMaker
  • Formula translation/translator FORTRAN
  • ESRI ArcGIS software
  • SofTech CADRA
  • Scientific Software Group MIGRATE
  • Maplesoft Maple
  • PerkinElmer Turbochrom
  • Autodesk AutoCAD Civil 3D
  • Microsoft Excel
  • Stochastic modeling software
  • Microsoft SharePoint Server
  • Microsoft Access
  • Simultaneous location and mapping SLAM
  • WAM software
  • Ecological risk assessment software
  • AutoCAD AI
  • Simulation software
  • Statistical software
  • Internet browser software
  • Stormwater runoff modeling software
  • Visual MODFLOW Pro
  • Database software
  • Site remediation management software
  • Hazardous materials management HMS software
  • XP Software XPSWMM
  • DHI Water and Environment MIKE SHE
  • Laboratory information management system LIMS
  • Greenhouse gas management software
  • Microsoft Outlook
  • Spreadsheet software
  • Microsoft PowerPoint
  • Geomechanical design analysis GDA software
  • Photogrammetric software
  • GAEA Technologies WinSieve
  • ANSYS simulation software
  • GitHub Copilot
  • Thermal indoor climate simulation software
  • Presentation software
  • Material safety data sheet MSDS software
  • Waste management software
  • Neural network modeling software
  • Microscopic image capturing software
  • Microsoft Office software
  • Computer aided design and drafting CADD software
  • Microsoft Word
  • Word processing software
  • Gel documentation software
  • Geographic information system GIS systems
  • Perplexity AI
  • Gemini Code Assist
  • Python
  • Environmental health and safety documentation software
  • ANSYS AI Simulation
  • Bentley MicroStation
  • Soil mapping software
  • National Instruments LabVIEW
  • Water flow modeling software
  • Email software
  • LINDO Systems optimization modeling software
  • Structure query language SQL
  • Continuous emission management software
  • Autodesk AutoCAD
  • Gas dispersion model software
  • Wind flow modeling software
  • ChatGPT (OpenAI)
  • Geographic information system GIS software
  • The MathWorks MATLAB
  • Wolfram Research Mathematica
  • HEC-RAS
  • Fugitive emission leak detection software
  • Insightful S-PLUS
  • RockWare MODFLOW
  • Hydrologic simulation program fortan HSPF software
  • Rockwell Automation Arena
  • Mathsoft Mathcad
  • Autodesk AI
  • Regulatory compliance management software
  • C++
  • Conductivity meters
  • Simultaneous static and dynamic light scattering systems
  • Tractor mounted drill rigs
  • Visible spectrometers
  • Personal computers
  • Atomic force microscopes
  • Water quality monitors
  • Microcentrifuges
  • French presses
  • Balances
  • Supercritical fluid extractors
  • Microscope slides
  • Plasma spectrometers
  • Liquid mass spectroscopes
  • Dataloggers
  • Scintillation counters
  • Laboratory centrifugal pumps
  • Thermocouples
  • Polymerase chain reaction PCR equipment
  • Sterilizer chambers
  • Dessicator chambers
  • Groundwater sampling equipment
  • Reciprocating pumps
  • Aeration pumps
  • Benchtop refrigerated centrifuges
  • Flatbed scanners
  • Dichotomous particulate matter samplers
  • Multistage agar impactors
  • Ozone concentration percentage meters
  • Anaerobic laboratory glove bags
  • Freezers
  • Titrators
  • Ozone generators
  • Fecal coliform constant temperature shaker baths
  • Furnaces
  • Dynamic contact angle apparatus
  • Laboratory shakers
  • Rotavapors
  • Potentiostats
  • Filtering funnels
  • Proton nuclear magnetic resonance NMR spectrometers
  • Soil particle size testers
  • Calorimeters
  • Microtox toxicity systems
  • Anaerobic laboratory scale reactors
  • Fraction collectors
  • Toxicity analyzers
  • Water distillation units
  • Respirometers
  • Air monitoring equipment
  • Specific ion probes
  • Electrophoresis tanks
  • Zeta meters
  • Photometer
  • Drop volume tensiometers
  • Fluorimeters
  • Soil permeability testers
  • Groundwater pumps
  • High pressure liquid chromatograph HPLC with ultraviolet/visible UV/Vis absorbance detectors
  • Spectrophotometers
  • Laser printers
  • Notebook computers
  • Laboratory vacuum pumps
  • Pan balances
  • Heating mantles
  • Low pressure liquid chromatographs with fraction collectors
  • Incubator shakers
  • Tracer gas detectors
  • Respirators
  • Camera-equipped microscopes
  • Streaming current detectors
  • Ion chromatographs
  • Dissolved oxygen meters
  • Beakers
  • Carbon analyzers
  • Fermenters
  • Transmission electron microscopes TEM
  • Refrigerated centrifuges
  • Incubators
  • Ion selective electrode ISE meters
  • Ultrasonic cleaners
  • Titrimeters
  • Digester apparatus
  • Soil carbon-nitrogen CN analyzers
  • Test tubes
  • Ozone bubble contactors
  • Ultraviolet UV spectrometers
  • Particulate filters
  • Laminar flow hoods
  • Liquid handling robots
  • Air velocity meters
  • Flame ionization detectors FID
  • Freeze dryers
  • Muffle furnaces
  • Funnels
  • Argon lasers
  • Spectrofluorimeters
  • Enzyme-linked immunosorbent assay ELISA plate readers
  • Thermal conductivity detectors
  • Digital cameras
  • California bearing ratio CBR testing devices
  • pH meters
  • Hot plate stirrers
  • Aerobic laboratory scale reactors
  • Water samplers
  • Epifluorescence microscopes
  • Blenders
  • Mixer mills
  • Gel documentation systems
  • Analytical balances
  • Chemical fume hoods
  • Biosafety cabinets
  • Hazardous material protective clothing
  • 13C nuclear magnetic resonance NMR spectrometers
  • Glassware adapters
  • Heated environmental chambers
  • Laboratory ovens
  • Phase contrast microscopes
  • Mercury analysis equipment
  • Single particle spectroscopes
  • Laboratory scales
  • Flow injection analyzers
  • Binocular light compound microscopes
  • Gas chromatographs GC
  • Ultrafiltration cells
  • Total internal reflection fluorescence TIRF microscopes
  • Differential mobility analyzers
  • Total organic carbon TOC analyzers
  • Total organic halide analyzers
  • Soil samplers
  • Mainframe computers
  • Erlenmeyer flasks
  • Optical compound microscopes
  • Meters
  • Graduated cylinders
  • Filter press simulators
  • Particle size analyzers
  • High-speed centrifuges
  • Inverted microscopes
  • Atomic absorption AA spectrometers
  • Soil expansion testers
  • Autotitration systems
  • High-pressure/temperature reactors
  • Turbidimeters
  • Soil vapor sampling equipment
  • Anemometers
  • Bailers
  • Biological oxidizers
  • Magnetic stirrers
  • Water sampling pumps
  • Desktop computers
  • Two-vortex mixers
  • Particle counters
  • Water baths
  • Airborne particulate samplers
  • Peristaltic pumps
  • Electrophoresis equipment
  • Benchtop nephelometers
  • Low pressure reverse osmosis water treatment systems
  • Scanning microscopes
  • Universal fractionators
  • Mechanical convection ovens
  • Liquid scintillation equipment
  • Glassware condensers
  • Interferometeric refractormeters
  • Ultra pure water systems
  • Flow meters
  • Water level recorders
  • Video microscopes
  • Gas mass spectroscopes
  • Scanning probe microscopes SPM
  • Micropipettes
  • Autoclaves
  • Global positioning system GPS receivers
  • Surface area analyzers