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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

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

  • 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.

  • 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.

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

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

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

  • 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.

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

  • Signal workers to move loaded cars.

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

  • 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.

  • Handle high voltage sources and hang electrical cables.

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

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

  • Maintain records of materials moved.

  • Stop gathering arms when cars are full.

  • 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.

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

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

  • 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.

Technologies & Software

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