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Automation Risk Analysis

Will “Test Conductor” be Automated?

Historical Context: Oxford Study (2013)

Ranked #459 of 702. Estimated risk: 83.0%

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AI Exposure Risk

52%

“Test Conductor” 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 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

51%

“Test Conductor” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 51% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Railroad Conductors and Yardmasters, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Coordinate activities of switch-engine crew within railroad yard, industrial plant, or similar location. Conductors coordinate activities of train crew on passenger or freight trains. Yardmasters review train schedules and switching orders and coordinate activities of workers engaged in railroad traffic operations, such as the makeup or breakup of trains and yard switching.

Avg. Annual Salary $75,490
Avg. Hourly Wage $36.29
Available Jobs (US) 42,710
Job Title & Hierarchy Code (SOC) Railroad Conductors and Yardmasters #53-4031
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Railroad Conductors and Yardmasters”

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Core Skills & Abilities

  • Confer with engineers regarding train routes, timetables, and cargoes, and to discuss alternative routes when there are rail defects or obstructions.

  • Observe yard traffic to determine tracks available to accommodate inbound and outbound traffic.

  • Document and prepare reports of accidents, unscheduled stops, or delays.

  • Signal engineers to begin train runs, stop trains, or change speed, using telecommunications equipment or hand signals.

  • Verify accuracy of timekeeping instruments with engineers to ensure trains depart on time.

  • Supervise workers in the inspection and maintenance of mechanical equipment to ensure efficient and safe train operation.

  • Supervise and coordinate crew activities to transport freight and passengers and to provide boarding, porter, maid, and meal services to passengers.

  • Operate controls to activate track switches and traffic signals.

  • Direct and instruct workers engaged in yard activities, such as switching tracks, coupling and uncoupling cars, and routing inbound and outbound traffic.

  • Direct engineers to move cars to fit planned train configurations, combining or separating cars to make up or break up trains.

  • Arrange for the removal of defective cars from trains at stations or stops.

  • Keep records of the contents and destination of each train car, and make sure that cars are added or removed at proper points on routes.

  • Instruct workers to set warning signals in front and at rear of trains during emergency stops.

  • Confirm routes and destination information for freight cars.

  • Receive instructions from dispatchers regarding trains' routes, timetables, and cargoes.

  • Inspect freight cars for compliance with sealing procedures, and record car numbers and seal numbers.

  • Inspect each car periodically during runs.

  • Record departure and arrival times, messages, tickets and revenue collected, and passenger accommodations and destinations.

  • Receive information regarding train or rail problems from dispatchers or from electronic monitoring devices.

  • Review schedules, switching orders, way bills, and shipping records to obtain cargo loading and unloading information and to plan work.

Technologies & Software

  • Softrail AEI Automatic Yard Tracking System
  • Qwen (Alibaba)
  • Microsoft Outlook
  • SAIC government services and IT support software
  • Claude (Anthropic)
  • Microsoft Office software
  • Grok (xAI)
  • DeepSeek
  • Microsoft Word
  • Llama (Meta)
  • Softrail AEI Rail & Road Manager
  • Tesla Autopilot
  • Freight reservation software
  • Bourque Data Systems YardMaster
  • Project44 AI Logistics
  • Automated equipment identification AEI software
  • Inventory tracking software
  • Positive train control PTC systems
  • Mistral (Mistral AI)
  • Waymo (Autonomous Driving)
  • Microsoft PowerPoint
  • RailComm DocYard
  • Gatik AI
  • Nova (Amazon)
  • Mobileye AI
  • Kimi (Moonshot AI)
  • ChatGPT (OpenAI)
  • Microsoft Excel
  • Gemini (Google)
  • Switching system controls
  • Car pullers
  • Adjustable wrenches
  • Laptop computers
  • Mainframe computers
  • Terminal wrenches
  • Portable bar code scanners
  • Cable sheath cutters
  • Desktop computers
  • Ultra high frequency UHF radio communication systems
  • Bridge plates
  • Two way radios
  • Switch adjusting wrenches
  • Portable satellite communications systems
  • Uncoupling levers
  • Starter punches
  • Intercom systems
  • Locking ratchet wrenches
  • Tie-down winches
  • Automatic container locks
  • Weigh-in-motion scales
  • Radio frequency identification RFID devices
  • Personal computers