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Automation Risk Analysis

Will “Production Miner” be Automated?

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AI Exposure Risk

44%

“Production Miner” 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%

“Production Miner” 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

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

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

  • Stop gathering arms when cars are full.

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

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

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

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

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

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

  • 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.

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

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

  • 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.

  • 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.

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

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

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

  • Maintain records of materials moved.

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

  • 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

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