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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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Related Occupations & Automation Risk

Automotive Engineers

AI Risk 62%
Robot Risk 37%

Aerospace Engineers

AI Risk 62%
Robot Risk 32%

Validation Engineers

AI Risk 61%
Robot Risk 34%

Bioengineers and Biomedical Engineers

AI Risk 61%
Robot Risk 39%

Photonics Engineers

AI Risk 60%
Robot Risk 39%

Petroleum Engineers

AI Risk 60%
Robot Risk 26%

Core Skills & Abilities

  • Perform environmental quality work in field or office settings.

  • Maintain process parameters and evaluate process anomalies.

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

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

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

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

  • Prepare and package environmental samples for shipping or testing.

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

  • Maintain project logbook records or computer program files.

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

  • 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.

  • Review work plans to schedule activities.

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

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

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

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

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

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

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

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

  • Prepare permit applications or review compliance with environmental permits.

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

  • Improve chemical processes to reduce toxic emissions.

  • Oversee support staff.

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

Technologies & Software

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

Alternative Job Titles