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Automation Risk Analysis

Will “Muck Hauler” be Automated?

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AI Exposure Risk

44%

“Muck Hauler” 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%

“Muck Hauler” 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

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

  • 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.

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

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

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

  • 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.

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

  • Handle high voltage sources and hang electrical cables.

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

  • Signal workers to move loaded cars.

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

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

  • Stop gathering arms when cars are full.

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

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

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

  • Maintain records of materials moved.

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

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

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

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

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

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

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

Technologies & Software

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