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Automation Risk Analysis

Will “Mucking Machine Operator” be Automated?

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AI Exposure Risk

44%

“Mucking Machine 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%

“Mucking Machine 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.

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

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

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

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

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

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

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

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

  • Maintain records of materials moved.

  • Stop gathering arms when cars are full.

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

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

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

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

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

  • 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.

  • Signal workers to move loaded cars.

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

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

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

  • 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.

  • Handle high voltage sources and hang electrical cables.

Technologies & Software

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