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Automation Risk Analysis

Will “Machine Loader” be Automated?

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AI Exposure Risk

44%

“Machine Loader” 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%

“Machine Loader” 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

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

  • Handle high voltage sources and hang electrical cables.

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

  • Signal workers to move loaded cars.

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

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

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

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

  • 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.

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

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

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

  • Stop gathering arms when cars are full.

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

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

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

  • Maintain records of materials moved.

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

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

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

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

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

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

Technologies & Software

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