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Automation Risk Analysis

Will “Rail Engineer” be Automated?

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AI Exposure Risk

55%

“Rail 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%

“Rail 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

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

  • Analyze environmental impact statements for transportation projects.

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

  • Review development plans to determine potential traffic impact.

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

  • 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.

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

  • 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 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.

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

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

  • Evaluate construction project materials for compliance with environmental standards.

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

  • Participate in contract bidding, negotiation, or administration.

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

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

  • Estimate transportation project costs.

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

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

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

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

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

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

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

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

Technologies & Software

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