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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

  • Stop gathering arms when cars are full.

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

  • Maintain records of materials moved.

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

  • 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.

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

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

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

  • Signal workers to move loaded cars.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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