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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

  • 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.

  • Signal workers to move loaded cars.

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

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

  • 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.

  • Maintain records of materials moved.

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

  • 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.

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

  • 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.

  • Handle high voltage sources and hang electrical cables.

  • Stop gathering arms when cars are full.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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