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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.

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

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

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

  • Review work plans to schedule activities.

  • Assist in the cleanup of hazardous material spills.

  • Perform environmental quality work in field or office settings.

  • Maintain project logbook records or computer program files.

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

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

  • Maintain process parameters and evaluate process anomalies.

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

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

  • Prepare and package environmental samples for shipping or testing.

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

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

  • Oversee support staff.

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

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

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

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

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

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

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

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

Technologies & Software

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