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Automation Risk Analysis

Will “Irrigation Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #81 of 702. Estimated risk: 1.8%

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AI Exposure Risk

58%

“Irrigation Engineer” will maybe 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 58% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

32%

“Irrigation Engineer” 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 32% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Environmental Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Research, design, plan, or perform engineering duties in the prevention, control, and remediation of environmental hazards using various engineering disciplines. Work may include waste treatment, site remediation, or pollution control technology.

Avg. Annual Salary $110,570
Avg. Hourly Wage $53.16
Available Jobs (US) 37,950
Job Title & Hierarchy Code (SOC) Environmental Engineers #17-2081
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Environmental Engineers”

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Core Skills & Abilities

  • Serve as liaison with federal, state, or local agencies or officials on issues pertaining to solid or hazardous waste program requirements.

  • Assist in budget implementation, forecasts, or administration.

  • Develop, implement, or manage plans or programs related to conservation or management of natural resources.

  • Prepare or present public briefings on the status of environmental engineering projects.

  • Prepare, maintain, or revise quality assurance documentation or procedures.

  • Direct installation or operation of environmental monitoring devices or supervise related data collection programs.

  • Advise industries or government agencies about environmental policies and standards.

  • Develop or present environmental compliance training or orientation sessions.

  • Provide assistance with planning, quality assurance, safety inspection protocols, or sampling as part of a team conducting multimedia inspections at complex facilities.

  • Assess, sort, characterize, or pack known or unknown materials.

  • Obtain, update, or maintain plans, permits, or standard operating procedures.

  • Design, or supervise the design of, systems, processes, or equipment for control, management, or remediation of water, air, or soil quality.

  • Provide environmental engineering assistance in network analysis, regulatory analysis, or planning or reviewing database development.

  • Provide administrative support for projects by collecting data, providing project documentation, training staff, or performing other general administrative duties.

  • Prepare, review, or update environmental investigation or recommendation reports.

  • Inspect industrial or municipal facilities or programs to evaluate operational effectiveness or ensure compliance with environmental regulations.

  • Request bids from suppliers or consultants.

  • Provide technical support for environmental remediation or litigation projects, including remediation system design or determination of regulatory applicability.

  • Write reports or articles for Web sites or newsletters related to environmental engineering issues.

  • Assess the existing or potential environmental impact of land use projects on air, water, or land.

  • Inform company employees or other interested parties of environmental issues.

  • Develop site-specific health and safety protocols, such as spill contingency plans or methods for loading or transporting waste.

  • Attend professional conferences to share information.

  • Develop proposed project objectives and targets and report to management on progress in attaining them.

  • Collaborate with environmental scientists, planners, hazardous waste technicians, engineers, experts in law or business, or other specialists to address environmental problems.

  • Prepare hazardous waste manifests or land disposal restriction notifications.

  • Coordinate or manage environmental protection programs or projects, assigning or evaluating work.

  • Monitor progress of environmental improvement programs.

  • Advise corporations or government agencies of procedures to follow in cleaning up contaminated sites to protect people and the environment.

Technologies & Software

  • RockWare MODFLOW
  • DHI Water and Environment MIKE SHE
  • Gemini Code Assist
  • Microsoft Access
  • Hydrologic simulation program fortan HSPF software
  • Computer aided design and drafting software CADD
  • Geomechanical design analysis GDA software
  • Simulation software
  • C++
  • Gemini (Google)
  • Eko
  • Bentley MicroStation
  • Microsoft Word
  • Site remediation management software
  • Autodesk AI
  • Material safety data sheet MSDS software
  • HEC-RAS
  • Kimi (Moonshot AI)
  • ANSYS simulation software
  • SofTech CADRA
  • ESRI ArcGIS software
  • Microsoft Project
  • Business software applications
  • Claude (Anthropic)
  • Microsoft Excel
  • Air dispersion modeling software
  • Maplesoft Maple
  • Qwen (Alibaba)
  • GitHub Copilot
  • Mistral (Mistral AI)
  • Insightful S-PLUS
  • SAS
  • Hazardous materials management HMS software
  • Greenhouse gas management software
  • Computer aided design CAD software
  • AutoCAD AI
  • Environmental health and safety documentation software
  • Microsoft Office software
  • Water flow modeling software
  • Perplexity AI
  • Nova (Amazon)
  • DeepSeek
  • Autodesk AutoCAD Civil 3D
  • Regulatory compliance management software
  • ESRI ArcView
  • Photogrammetric software
  • Python
  • Formula translation/translator FORTRAN
  • ANSYS AI Simulation
  • Continuous emission management software
  • Simultaneous location and mapping SLAM
  • LINDO Systems optimization modeling software
  • Oil mapping software
  • Image analysis software
  • Gas dispersion model software
  • Llama (Meta)
  • Rockwell Automation Arena
  • The MathWorks MATLAB
  • Wind flow modeling software
  • XP Software XPSWMM
  • Fugitive emission leak detection software
  • Grok (xAI)
  • Geographic information system GIS systems
  • Microsoft PowerPoint
  • Stormwater runoff modeling software
  • Ecological risk assessment software
  • ChatGPT (OpenAI)
  • WAM software
  • Waste management software
  • Autodesk AutoCAD
  • Finite element method FEM software
  • Seismographs
  • Environmental probe systems
  • Argon ionization detectors
  • Hydrological current meters
  • Sampling trains
  • Laser photometers
  • Thermal conductivity detectors
  • Global positioning system GPS receivers
  • Photometer
  • Autoclaves
  • Direct shear testing devices
  • Microbics toxicity analyzers
  • Water level recorders
  • Ultraviolet water purification systems
  • Dissolved oxygen meters
  • Plasma-mass spectrometers
  • Nutrient analyzers
  • Multiparameter water quality instruments
  • Laboratory ovens
  • Incubators
  • Air velocity meters
  • Whole air canisters
  • Biological oxidizers
  • Organic carbon analyzers
  • Combustible gas meters
  • Chemostats
  • Supercritical fluid extractors
  • Conductivity meters
  • Ambient air measurement devices
  • Fluorescence spectrophotometers
  • Interferometeric refractormeters
  • Gas chromatographs GC
  • Ultraviolet UV light detectors
  • Balances
  • Sample concentrators
  • Liquid scintillation counters
  • Air incubators
  • Stormwater samplers
  • Sorbent tubes
  • Universal fractionators
  • Spectrophotometers
  • Fluorescence detectors
  • Freeze dryers
  • Centrifuges
  • Graphite furnaces
  • Flame emission detectors
  • Soil modulus failure testing devices
  • Individual burner air measurement IBAM probes
  • Liquid chromatography detectors
  • Luminometers
  • Automatic titrators
  • Ozonators
  • Mass spectrometers
  • Soil-erodability testing devices
  • Limnological coring drills
  • Desktop computers
  • Sampling pumps
  • Respirometers
  • Ion chromatographs
  • Soil carbon-nitrogen CN analyzers
  • Gas meters
  • Core drill rigs
  • Pitot tubes
  • Atomic absorption AA spectrometers
  • Nitrogen oxide burners
  • Trace metal analyzers
  • Thermocouples
  • Headspace autosamplers
  • Mercury/hybrid atomizers
  • Shakers
  • Charge-coupled device CCD cameras
  • Mud rotary drills
  • Anaerobic growth chambers
  • California bearing ratio CBR testing devices
  • Atomic absorption AA spectrophotometers
  • Total organic carbon TOC analyzers
  • Electric pumps
  • Notebook computers
  • Particulate filters
  • Wave gauges
  • Glove box systems
  • Multi gas detector tubes
  • Geoprobes
  • Limnological core loggers
  • Epifluorescence microscopes
  • Colorimeters
  • Microwave digestion instruments
  • Flame ionization detectors FID
  • Particle counters
  • Liquid ring pumps
  • Consolidometers
  • Flow meters
  • pH meters
  • Electron capture detectors ECD
  • Surface area analyzers
  • Scanning potentiostats
  • Thermal/catalytic oxidizers TCO
  • Soil electrical conductivity measurement devices
  • Capillary electrophoresis systems
  • Stem augers
  • Solid shear failure testing devices
  • Fume hoods