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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

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

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

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

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

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

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

  • Signal workers to move loaded cars.

  • 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.

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

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

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

  • Maintain records of materials moved.

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

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

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

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

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

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

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

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

  • Stop gathering arms when cars are full.

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

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

  • Handle high voltage sources and hang electrical cables.

Technologies & Software

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