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Automation Risk Analysis

Will “Car Pincher” be Automated?

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AI Exposure Risk

44%

“Car Pincher” 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 44% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

61%

“Car Pincher” 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 Loading and Moving Machine Operators, Underground Mining, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate underground loading or moving machine to load or move coal, ore, or rock using shuttle or mine car or conveyors. Equipment may include power shovels, hoisting engines equipped with cable-drawn scraper or scoop, or machines equipped with gathering arms and conveyor.

Avg. Annual Salary $68,470
Avg. Hourly Wage $32.92
Available Jobs (US) 6,130
Job Title & Hierarchy Code (SOC) Loading and Moving Machine Operators, Underground Mining #47-5044
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Loading and Moving Machine Operators, Underground Mining”

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Core Skills & Abilities

  • Advance machines to gather material and convey it into cars.

  • Operate levers to move conveyor booms or shovels so that mine contents such as coal, rock, and ore can be placed into cars or onto conveyors.

  • Direct other workers to move stakes, place blocks, position anchors or cables, or move materials.

  • Push or ride cars down slopes, or hook cars to cables and control cable drum brakes, to ease cars down inclines.

  • Move mine cars into position for loading and unloading, using pinchbars inserted under car wheels to position cars under loading spouts.

  • Signal workers to move loaded cars.

  • Drive machines into piles of material blasted from working faces.

  • Move trailing electrical cables clear of obstructions, using rubber safety gloves.

  • Observe and record car numbers, carriers, customers, tonnages, and grades and conditions of material.

  • Handle high voltage sources and hang electrical cables.

  • Drive loaded shuttle cars to ramps and move controls to discharge loads into mine cars or onto conveyors.

  • Control conveyors that run the entire length of shuttle cars to distribute loads as loading progresses.

  • Oil, lubricate, and adjust conveyors, crushers, and other equipment, using hand tools and lubricating equipment.

  • Stop gathering arms when cars are full.

  • Maintain records of materials moved.

  • Observe hand signals, grade stakes, or other markings when operating machines.

  • Monitor loading processes to ensure that materials are loaded according to specifications.

  • Pry off loose material from roofs and move it into the paths of machines, using crowbars.

  • Clean hoppers, and clean spillage from tracks, walks, driveways, and conveyor decking.

  • Clean, fuel, service, and perform safety checks on all equipment, and repair and replace parts as necessary.

  • Replace hydraulic hoses, headlight bulbs, and gathering-arm teeth.

  • Read written instructions or confer with supervisors about schedules and materials to be moved.

  • Guide and stop cars by switching, applying brakes, or placing scotches, or wooden wedges, between wheels and rails.

  • Examine roadway and clear obstructions from the path of travel.

  • Measure, weigh, or verify levels of rock, gravel, or other excavated material to prevent equipment overloads.

Technologies & Software

  • Mine maintenance software
  • Procore AI
  • Maintenance management software
  • Work time accounting software
  • ChatGPT (OpenAI)
  • Autodesk Construction AI
  • Gemini for Workspace
  • Microsoft PowerPoint
  • Microsoft Excel
  • Automated systems software
  • Buildots AI
  • Inventory management systems
  • Microsoft Outlook
  • Microsoft Windows
  • Diesel shuttle cars
  • Utility knives
  • Ratchet sets
  • Hand grease guns
  • Hydraulic valve controls
  • Payloaders
  • Sledgehammers
  • Steel-toed boots
  • Channel lock pliers
  • Protective glasses
  • Safety gloves
  • Power shovels
  • Hearing protection plugs
  • Socket wrench sets
  • Underground mining bulldozer
  • Grease dispensing guns
  • Reflective vests
  • Gathering-arm machines
  • Multipurpose screwdrivers
  • Bucket belt conveyors
  • Filter conveyor belts
  • Pinch bars
  • Electric switch controls
  • Trencher chisels
  • Cable drawn scrapers
  • Electric shuttle cars
  • Crowbars
  • Cap lamps
  • Soil bucket chisels
  • Underground mining excavators
  • Claw hammers
  • Self-rescuers
  • Conveyor belt systems
  • Rock breaking chisels
  • Cleaning scrapers
  • Dust suppression systems
  • Mining conveyor systems
  • Mobile radios
  • Oil guns
  • Protective respirators
  • Underground mining loaders
  • Portable fire extinguishers