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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

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

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

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

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

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

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

  • Handle high voltage sources and hang electrical cables.

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

  • Maintain records of materials moved.

  • 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.

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

  • 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.

  • Stop gathering arms when cars are full.

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

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

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

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

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

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

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

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

  • Signal workers to move loaded cars.

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

Technologies & Software

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