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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

  • Improve chemical processes to reduce toxic emissions.

  • Prepare permit applications or review compliance with environmental permits.

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

  • Perform environmental quality work in field or office settings.

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

  • 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.

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

  • Review work plans to schedule activities.

  • Maintain process parameters and evaluate process anomalies.

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

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

  • Prepare and package environmental samples for shipping or testing.

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

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

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

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

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

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

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

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

  • Oversee support staff.

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

  • Maintain project logbook records or computer program files.

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

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

Technologies & Software

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