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Automation Risk Analysis

Will “Air Brake Man” be Automated?

Historical Context: Oxford Study (2013)

Ranked #521 of 702. Estimated risk: 88.0%

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AI Exposure Risk

39%

“Air Brake Man” will probably not 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 39% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

59%

“Air Brake Man” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 59% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Rail Car Repairers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Diagnose, adjust, repair, or overhaul railroad rolling stock, mine cars, or mass transit rail cars.

Avg. Annual Salary $67,610
Avg. Hourly Wage $32.50
Available Jobs (US) 18,300
Job Title & Hierarchy Code (SOC) Rail Car Repairers #49-3043
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Rail Car Repairers”

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Core Skills & Abilities

  • Adjust repaired or replaced units as needed to ensure proper operation.

  • Remove locomotives, car mechanical units, or other components, using pneumatic hoists and jacks, pinch bars, hand tools, and cutting torches.

  • Replace defective wiring and insulation, and tighten electrical connections, using hand tools.

  • Repair, fabricate, and install steel or wood fittings, using blueprints, shop sketches, and instruction manuals.

  • Install and repair interior flooring, fixtures, walls, plumbing, steps, and platforms.

  • Disassemble units such as water pumps, control valves, and compressors so that repairs can be made.

  • Perform scheduled maintenance, and clean units and components.

  • Align car sides for installation of car ends and crossties, using width gauges, turnbuckles, and wrenches.

  • Repair and maintain electrical and electronic controls for propulsion and braking systems.

  • Test units for operability before and after repairs.

  • Record conditions of cars, and repair and maintenance work performed or to be performed.

  • Paint car exteriors, interiors, and fixtures.

  • Repair window sash frames, attach weather stripping and channels to frames, and replace window glass, using hand tools.

  • Test electrical systems of cars by operating systems and using testing equipment such as ammeters.

  • Inspect the interior and exterior of rail cars coming into rail yards to identify defects and to determine the extent of wear and damage.

  • Inspect components such as bearings, seals, gaskets, wheels, and coupler assemblies to determine if repairs are needed.

  • Measure diameters of axle wheel seats, using micrometers, and mark dimensions on axles so that wheels can be bored to specified dimensions.

  • Examine car roofs for wear and damage, and repair defective sections, using roofing material, cement, nails, and waterproof paint.

  • Repair car upholstery.

  • Repair or replace defective or worn parts such as bearings, pistons, and gears, using hand tools, torque wrenches, power tools, and welding equipment.

Technologies & Software

  • ServiceMax AI
  • Microsoft Outlook
  • WheelShop Automation.com Wheel Shop Management Suite
  • Microsoft PowerPoint
  • Uptake AI
  • Microsoft Word
  • Microsoft Windows
  • ChatGPT (OpenAI)
  • Microsoft Office software
  • Perplexity AI
  • Microsoft Excel
  • Disassembler software
  • RailTech Software Solutions Rail 21 Management System
  • Adobe Acrobat
  • Mozilla Firefox
  • Microsoft Internet Explorer
  • Augury (Predictive Maintenance)
  • RailTech Software Systems Mars for the 21st Century
  • Aligning pry bars
  • Cotter pin pullers
  • Socket drive extensions
  • Bearing presses
  • Underfloor lifting systems
  • Pipe wrenches
  • Arc welders
  • Pneumatic hoists
  • Adjustable hand wrenches
  • Retarders
  • Automatic air brake testers
  • Intermodal car jacks
  • Torque wrenches
  • Combination wrenches
  • Personal computers
  • Locomotive drop table
  • Gasket scrapers
  • Floor-mounted jib cranes
  • Skid steer loaders
  • Phillips head screwdrivers
  • Tablet computers
  • Protective safety glasses
  • Car hoists
  • Socket wrench handles
  • Ball peen hammers
  • Flat cold chisels
  • Pinch bars
  • Flat head screwdrivers
  • Needlenose pliers
  • Nailing hammers
  • Mounting presses
  • Mobile radios
  • Combination squares
  • Wheel lathes
  • Diagonal-cutting pliers
  • Torpedo levels
  • Cutting torches
  • Automated car movers
  • Measuring tapes
  • Bogie testing benches
  • Mobile cranes
  • Socket wrenches
  • Bearing dismounting presses
  • Rolling head pry bars
  • Wheeled forklifts
  • Wheel shim tables