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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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

  • Stop gathering arms when cars are full.

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

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

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

  • Handle high voltage sources and hang electrical cables.

  • 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.

  • 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.

  • Signal workers to move loaded cars.

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

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

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

  • Maintain records of materials moved.

Technologies & Software

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