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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

  • Stop gathering arms when cars are full.

  • Handle high voltage sources and hang electrical cables.

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

  • Maintain records of materials moved.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Signal workers to move loaded 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.

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

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

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

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

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

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

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

Technologies & Software

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