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Automation Risk Analysis

Will “Rail Signaling Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #638 of 702. Estimated risk: 96.0%

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AI Exposure Risk

56%

“Rail Signaling Specialist” 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 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

62%

“Rail Signaling Specialist” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 62% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Locomotive Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Drive electric, diesel-electric, steam, or gas-turbine-electric locomotives to transport passengers or freight. Interpret train orders, electronic or manual signals, and railroad rules and regulations.

Avg. Annual Salary $81,540
Avg. Hourly Wage $39.20
Available Jobs (US) 31,990
Job Title & Hierarchy Code (SOC) Locomotive Engineers #53-4011
Wage vs. National Median
ℹ️

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

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Core Skills & Abilities

  • Inspect locomotives after runs to detect damaged or defective equipment.

  • Operate locomotives to transport freight or passengers between stations or to assemble or disassemble trains within rail yards.

  • Prepare reports regarding any problems encountered, such as accidents, signaling problems, unscheduled stops, or delays.

  • Check to ensure that brake examination tests are conducted at shunting stations.

  • Observe tracks to detect obstructions.

  • Monitor train loading procedures to ensure that freight or rolling stock are loaded or unloaded without damage.

  • Call out train signals to assistants to verify meanings.

  • Interpret train orders, signals, or railroad rules and regulations that govern the operation of locomotives.

  • Confer with conductors or traffic control center personnel via radiophones to issue or receive information concerning stops, delays, or oncoming trains.

  • Inspect locomotives to verify adequate fuel, sand, water, or other supplies before each run or to check for mechanical problems.

  • Receive starting signals from conductors and use controls such as throttles or air brakes to drive electric, diesel-electric, steam, or gas turbine-electric locomotives.

  • Check to ensure that documentation, such as procedure manuals or logbooks, are in the driver's cab and available for staff use.

  • Respond to emergency conditions or breakdowns, following applicable safety procedures and rules.

  • Monitor gauges or meters that measure speed, amperage, battery charge, or air pressure in brake lines or in main reservoirs.

Technologies & Software

  • Kimi (Moonshot AI)
  • Route mapping software
  • Tesla Autopilot
  • Qwen (Alibaba)
  • Llama (Meta)
  • Microsoft Excel
  • Grok (xAI)
  • Gemini (Google)
  • Gatik AI
  • Project44 AI Logistics
  • ChatGPT (OpenAI)
  • Time tracking software
  • Claude (Anthropic)
  • Electronic train management systems ETMS
  • Microsoft Word
  • Mistral (Mistral AI)
  • DeepSeek
  • Nova (Amazon)
  • Mobileye AI
  • Waymo (Autonomous Driving)
  • Diesel passenger engines
  • Personal computers
  • Car coupling devices
  • On-board computers
  • Electric freight engines
  • Two-way end of train devices
  • Electric passenger engines
  • Tape measures
  • Warning horns
  • Two way radios
  • Steam engines
  • Desktop computers
  • Adjustable widemouth pliers
  • Phillips head screwdrivers
  • Locomotive air brakes
  • Claw hammers
  • Automatic track switching systems
  • Manual rail switches
  • Socket wrench sets
  • Freight car air brakes
  • Straight screwdrivers
  • Gas-turbine-electric engines
  • Adjustable hand wrenches
  • Diesel freight engines