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Automation Risk Analysis

Will “Mucker Operator” be Automated?

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AI Exposure Risk

44%

“Mucker 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%

“Mucker 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

  • 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.

  • Signal workers to move loaded cars.

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

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

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

  • Handle high voltage sources and hang electrical cables.

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

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

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

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

  • Stop gathering arms when cars are full.

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

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

  • 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.

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

  • 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 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.

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

  • 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.

Technologies & Software

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