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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

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

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

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

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

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

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

  • Review work plans to schedule activities.

  • Prepare and package environmental samples for shipping or testing.

  • Assist in the cleanup of hazardous material spills.

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

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

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

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

  • Oversee support staff.

  • Perform environmental quality work in field or office settings.

  • Prepare permit applications or review compliance with environmental permits.

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

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

  • Maintain process parameters and evaluate process anomalies.

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

  • Maintain project logbook records or computer program files.

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

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

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

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

  • Improve chemical processes to reduce toxic emissions.

Technologies & Software

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