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Automation Risk Analysis

Will “Muck Operator” be Automated?

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AI Exposure Risk

44%

“Muck 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 44% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

61%

“Muck 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 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

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

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

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

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

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

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

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

  • Maintain records of materials moved.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

  • Handle high voltage sources and hang electrical cables.

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

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

  • Signal workers to move loaded cars.

Technologies & Software

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