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Automation Risk Analysis

Will “Portable Grinding 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%

“Portable Grinding 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%

“Portable Grinding 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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

  • Clean or make minor repairs to machines or equipment.

  • Cut rails to specified lengths, using rail saws.

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

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

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

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

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

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

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

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

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

Technologies & Software

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