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Automation Risk Analysis

Will “Trackwalker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #528 of 702. Estimated risk: 89.0%

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AI Exposure Risk

31%

“Trackwalker” 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 31% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

61%

“Trackwalker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 61% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Rail-Track Laying and Maintenance Equipment Operators, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Lay, repair, and maintain track for standard or narrow-gauge railroad equipment used in regular railroad service or in plant yards, quarries, sand and gravel pits, and mines. Includes ballast cleaning machine operators and railroad bed tamping machine operators.

Avg. Annual Salary $68,270
Avg. Hourly Wage $32.82
Available Jobs (US) 16,480
Job Title & Hierarchy Code (SOC) Rail-Track Laying and Maintenance Equipment Operators #47-4061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Rail-Track Laying and Maintenance Equipment Operators”

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Core Skills & Abilities

  • Clean tracks or clear ice or snow from tracks or switch boxes.

  • Cut rails to specified lengths, using rail saws.

  • Repair or adjust track switches, using wrenches and replacement parts.

  • Drive vehicles that automatically move and lay tracks or rails over sections of track to be constructed, repaired, or maintained.

  • Lubricate machines, change oil, or fill hydraulic reservoirs to specified levels.

  • Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails.

  • Drill holes through rails, tie plates, or fishplates for insertion of bolts or spikes, using power drills.

  • Operate tie-adzing machines to cut ties and permit insertion of fishplates that hold rails.

  • Drive graders, tamping machines, brooms, or ballast spreading machines to redistribute gravel or ballast between rails.

  • Raise rails, using hydraulic jacks, to allow for tie removal and replacement.

  • Operate track wrenches to tighten or loosen bolts at joints that hold ends of rails together.

  • Observe leveling indicator arms to verify levelness and alignment of tracks.

  • Patrol assigned track sections so that damaged or broken track can be located and reported.

  • Engage mechanisms that lay tracks or rails to specified gauges.

  • Adjust controls of machines that spread, shape, raise, level, or align track, according to specifications.

  • Weld sections of track together, such as switch points and frogs.

  • Grind ends of new or worn rails to attain smooth joints, using portable grinders.

  • Clean or make minor repairs to machines or equipment.

  • Dress and reshape worn or damaged railroad switch points or frogs, using portable power grinders.

  • Clean, grade, or level ballast on railroad tracks.

  • Spray ties, fishplates, or joints with oil to protect them from weathering.

  • Paint railroad signs, such as speed limits or gate-crossing warnings.

  • Push controls to close grasping devices on track or rail sections so that they can be raised or moved.

  • Turn wheels of machines, using lever controls, to adjust guidelines for track alignments or grades, following specifications.

  • String and attach wire-guidelines machine to rails so that tracks or rails can be aligned or leveled.

  • Operate single- or multiple-head spike pullers to pull old spikes from ties.

Technologies & Software

  • Gemini for Workspace
  • Buildots AI
  • Microsoft Office software
  • Microsoft Excel
  • Enterprise resource planning ERP software
  • Procore AI
  • Timekeeping software
  • Autodesk Construction AI
  • ChatGPT (OpenAI)
  • Rail drills
  • Air purifying respirators
  • Air drills
  • Oxyacetylene torches
  • Rail profile grinders
  • Protective ear plugs
  • Picks
  • Weed cutters
  • Track chisels
  • Dollies
  • Precision tape measures
  • Tamping machines
  • Grease guns
  • Safety gloves
  • Safety glasses
  • Shovels
  • Laptop computers
  • Rail saws
  • Shielded arc welding tools
  • Tracked bulldozers
  • Gas-powered wrenches
  • Precision files
  • Rail benders
  • Crowbars
  • Hydraulic jacks
  • Portable track loading fixtures
  • Jackhammers
  • Handheld computers
  • Forklifts
  • Track-wrench machines
  • Pneumatic hammers
  • Rail tongs
  • Backhoes
  • Vernier calipers
  • Power washers
  • Air-powered wrenches
  • Power grinders
  • Global positioning system GPS receivers
  • Fall protection harnesses
  • Light pickup trucks
  • Welders
  • Claw bars
  • Adjustable hand wrenches
  • Hi-rail vehicles
  • Hard hats
  • Grading equipment
  • Pesticide sprayers
  • Rail-mounted cranes
  • Spike pullers
  • Dump trucks