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Automation Risk Analysis

Will “Railroad Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #84 of 702. Estimated risk: 1.9%

Directly assessed by researchers as unlikely to be automatable
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AI Exposure Risk

50%

“Railroad 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 50% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

29%

“Railroad Engineer” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 29% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Civil Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Perform engineering duties in planning, designing, and overseeing construction and maintenance of building structures and facilities, such as roads, railroads, airports, bridges, harbors, channels, dams, irrigation projects, pipelines, power plants, and water and sewage systems.

Avg. Annual Salary $107,050
Avg. Hourly Wage $51.47
Available Jobs (US) 355,410
Job Title & Hierarchy Code (SOC) Civil Engineers #17-2051
Wage vs. National Median
ℹ️

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

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Core Skills & Abilities

  • Provide technical advice to industrial or managerial personnel regarding design, construction, program modifications, or structural repairs.

  • Direct or participate in surveying to lay out installations or establish reference points, grades, or elevations to guide construction.

  • Identify environmental risks and develop risk management strategies for civil engineering projects.

  • Design energy-efficient or environmentally sound civil structures.

  • Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.

  • Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards.

  • Direct engineering activities, ensuring compliance with environmental, safety, or other governmental regulations.

  • Plan and design transportation or hydraulic systems or structures, using computer-assisted design or drawing tools.

  • Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.

  • Prepare or present public reports on topics such as bid proposals, deeds, environmental impact statements, or property and right-of-way descriptions.

  • Design or engineer systems to efficiently dispose of chemical, biological, or other toxic wastes.

  • Manage and direct the construction, operations, or maintenance activities at project site.

  • Develop or implement engineering solutions to clean up industrial accidents or other contaminated sites.

  • Conduct studies of traffic patterns or environmental conditions to identify engineering problems and assess potential project impact.

  • Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.

  • Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.

Technologies & Software

  • Shell script
  • Spreadsheet software
  • The Gordian Group PROGEN Online
  • Gemini Code Assist
  • Perplexity AI
  • Procore software
  • Stormwater hydrology software
  • Oracle Business Intelligence Enterprise Edition
  • Oracle JD Edwards EnterpriseOne
  • Apache Subversion SVN
  • Finite element analysis FEA software
  • ESRI ArcView
  • Microsoft Dynamics
  • WinTR-55
  • Verilog
  • Bentley STAAD
  • Formula translation/translator FORTRAN
  • Intergraph MGE
  • Scheduling software
  • Microsoft Office software
  • ESRI ArcInfo
  • Microsoft Internet Explorer
  • Gemini (Google)
  • Adobe Acrobat
  • Corel WordPerfect Office Suite
  • Microsoft Outlook
  • The MathWorks MATLAB
  • Trimble SketchUp Pro
  • Autodesk Land Desktop
  • Minitab
  • National Instruments LabVIEW
  • Microsoft Visual Basic
  • Email software
  • Geographic information system GIS software
  • Autodesk AI
  • AutoCAD AI
  • Microsoft Exchange
  • Bentley GeoPak Bridge
  • Cost estimating software
  • Llama (Meta)
  • SAP software
  • Microsoft PowerPoint
  • HEC-1
  • Autodesk AutoCAD Civil 3D
  • GT STRUDL
  • Autodesk Revit
  • Microsoft Word
  • Kimi (Moonshot AI)
  • Mathsoft Mathcad
  • Microsoft Excel
  • PTC Creo Parametric
  • Supervisory control and data acquisition SCADA software
  • Web browser software
  • MAYA Nastran
  • HydroCAD Software Solutions HydroCAD Stormwater Modeling System
  • Bentley Haestad Methods CivilStorm
  • Bentley InRoads Suite
  • Microsoft ActiveX
  • Hydraulic modeling software
  • Computer aided design and drafting software CADD
  • Cartography software
  • Microsoft Access
  • Qwen (Alibaba)
  • Hydraulic analysis software
  • Trimble Terramodel
  • Dassault Systemes SolidWorks
  • Bridge design software
  • Bentley MicroStation
  • GitHub Copilot
  • C
  • Dassault Systemes Abaqus
  • Eagle Point Site Design
  • DeepSeek
  • Grok (xAI)
  • Autodesk AutoCAD
  • Claude (Anthropic)
  • SmugMug Flickr
  • Oracle Primavera Enterprise Project Portfolio Management
  • Road design software
  • ESRI ArcGIS software
  • Microsoft Project
  • Extensible markup language XML
  • Dassault Systemes CATIA
  • Trimble Geomatics Office
  • ChatGPT (OpenAI)
  • Mistral (Mistral AI)
  • Graphics software
  • HEC-HMS
  • Nova (Amazon)
  • ANSYS AI Simulation
  • Desktop computers
  • Thickness gauges
  • Compasses
  • Drafting scales
  • Digital cameras
  • Blueprint copiers
  • Electronic distance measuring devices
  • Global positioning system GPS receivers
  • Planimeters
  • Rolling scales
  • Transit levels
  • Laptop computers
  • Measuring tapes
  • Anemometers
  • Rhodes arcs
  • Two way radios
  • Surveying wheels
  • Total stations
  • Surveying rods
  • Dividers
  • Precision levels
  • Microfilm readers
  • Theodolites
  • Drafting triangles
  • Radar guns
  • Steel rules
  • Protractors
  • Traffic counters
  • Laser levels

Alternative Job Titles