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Automation Risk Analysis

Will “Engineer” be Automated?

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AI Exposure Risk

55%

“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%

“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

  • 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.

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

  • 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.

  • Participate in contract bidding, negotiation, or administration.

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

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

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

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

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

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

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

  • Evaluate construction project materials for compliance with environmental standards.

  • Analyze environmental impact statements for transportation projects.

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

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

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

  • Estimate transportation project costs.

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

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

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

  • Review development plans to determine potential traffic impact.

  • 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.

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

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

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

Technologies & Software

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