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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

  • Maintain records of materials moved.

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

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

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

  • Handle high voltage sources and hang electrical cables.

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

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

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

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

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

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

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

  • Signal workers to move loaded cars.

  • 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.

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

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

  • Stop gathering arms when cars are full.

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

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

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

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

  • 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.

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

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

Technologies & Software

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