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Automation Risk Analysis

Will “Airport Engineer” be Automated?

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AI Exposure Risk

55%

“Airport 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 55% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

30%

“Airport 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 30% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Transportation Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Develop plans for surface transportation projects, according to established engineering standards and state or federal construction policy. Prepare designs, specifications, or estimates for transportation facilities. Plan modifications of existing streets, highways, or freeways to improve traffic flow.

Job Title & Hierarchy Code (SOC) Transportation Engineers #17-2051.01
ℹ️

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

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Core Skills & Abilities

  • Evaluate construction project materials for compliance with environmental standards.

  • Develop plans to deconstruct damaged or obsolete roadways or other transportation structures in a manner that is environmentally sound or prepares the land for sustainable development.

  • Model transportation scenarios to evaluate the impacts of activities such as new development or to identify possible solutions to transportation problems.

  • Evaluate traffic control devices or lighting systems to determine need for modification or expansion.

  • Direct the surveying, staking, or laying-out of construction projects.

  • Analyze environmental impact statements for transportation projects.

  • Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices.

  • Supervise the maintenance or repair of transportation systems or system components.

  • Participate in contract bidding, negotiation, or administration.

  • Inspect completed transportation projects to ensure safety or compliance with applicable standards or regulations.

  • Investigate traffic problems and recommend methods to improve traffic flow or safety.

  • Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices.

  • Design or prepare plans for new transportation systems or parts of systems, such as airports, commuter trains, highways, streets, bridges, drainage structures, or roadway lighting.

  • Design transportation systems or structures with sustainable materials or products, such as porous pavement or bioretention structures.

  • Prepare final project layout drawings that include details such as stress calculations.

  • Review development plans to determine potential traffic impact.

  • Inspect completed transportation projects to ensure compliance with environmental regulations.

  • Investigate or test specific construction project materials to determine compliance to specifications or standards.

  • Design or engineer drainage, erosion, or sedimentation control systems for transportation projects.

  • Prepare project budgets, schedules, or specifications for labor or materials.

  • Estimate transportation project costs.

  • Plan alteration or modification of existing transportation structures to improve safety or function.

  • Evaluate transportation systems or traffic control devices or lighting systems to determine need for modification or expansion.

  • Develop or assist in the development of transportation-related computer software or computer processes.

  • Present data, maps, or other information at construction-related public hearings or meetings.

  • Confer with contractors, utility companies, or government agencies to discuss plans, specifications, or work schedules.

Technologies & Software

  • Web browser software
  • Bentley InRoads Suite
  • DeepSeek
  • Transoft Solutions AutoTURN
  • Bentley GEOPAK Civil Engineering Suite
  • Gemini (Google)
  • Mistral (Mistral AI)
  • McTrans Center TSIS-CORSIM
  • McTrans HCS+
  • Visual Solutions VisSIM
  • Gemini Code Assist
  • PTV Vissim
  • Warehouse management system WMS
  • Microsoft Project
  • Autodesk AI
  • Perplexity AI
  • Citilabs Cube
  • Llama (Meta)
  • Structured query language SQL
  • McTrans TRANSYT-7F
  • Microsoft Excel
  • Oracle Primavera Enterprise Project Portfolio Management
  • Autodesk Land Desktop
  • ChatGPT (OpenAI)
  • AutoCAD AI
  • OpenRoads Designer
  • Autodesk AutoCAD
  • Qwen (Alibaba)
  • Microsoft Outlook
  • Cubic Synchro Studio
  • Microsoft Word
  • Python
  • Autodesk AutoCAD Civil 3D
  • Nova (Amazon)
  • Microsoft PowerPoint
  • Word processing software
  • Computer aided design and drafting software CADD
  • SIDRA INTERSECTION
  • GitHub Copilot
  • Bentley MicroStation
  • ESRI ArcGIS software
  • Grok (xAI)
  • Trafficware SynchroGreen
  • Trafficware SimTraffic
  • ANSYS AI Simulation
  • Microsoft Office software
  • Kimi (Moonshot AI)
  • Claude (Anthropic)
  • Multi-line telephone systems
  • Mobile radios
  • Personal computers
  • Laser facsimile machines
  • Digital cameras
  • Desktop computers
  • Laptop computers
  • Photocopying equipment
  • Computer laser printers