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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

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

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

  • Review work plans to schedule activities.

  • Improve chemical processes to reduce toxic emissions.

  • Perform environmental quality work in field or office settings.

  • Oversee support staff.

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

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

  • Assist in the cleanup of hazardous material spills.

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

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

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

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

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

  • Prepare permit applications or review compliance with environmental permits.

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

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

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

  • Maintain process parameters and evaluate process anomalies.

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

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

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

  • Maintain project logbook records or computer program files.

  • Prepare and package environmental samples for shipping or testing.

  • 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.

Technologies & Software

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