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Automation Risk Analysis

Will “Ballast Cleaning Machine Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #528 of 702. Estimated risk: 89.0%

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AI Exposure Risk

31%

“Ballast Cleaning Machine Operator” 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%

“Ballast Cleaning Machine Operator” 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Clean or make minor repairs to machines or equipment.

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

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

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

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

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

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

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

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

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

  • Cut rails to specified lengths, using rail saws.

Technologies & Software

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