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Automation Risk Analysis

Will “Transportation Engineering Intern” be Automated?

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AI Exposure Risk

55%

“Transportation Engineering Intern” 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%

“Transportation Engineering Intern” 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

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

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

  • 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.

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

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

  • Participate in contract bidding, negotiation, or administration.

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

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

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

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

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

  • Estimate transportation project costs.

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

  • 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.

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

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

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

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

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

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

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

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

  • Review development plans to determine potential traffic impact.

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

  • Evaluate construction project materials for compliance with environmental standards.

  • Analyze environmental impact statements for transportation projects.

Technologies & Software

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