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Construction & Extraction

Loading and Moving Machine Operators, Underground Mining

56.7%Moderate Risk

Summary

This role faces moderate risk as autonomous loaders and digital sensors increasingly handle material movement and data logging. While machine operation and load monitoring are highly automatable, physical maintenance and manual safety tasks like prying loose rock or handling high voltage cables remain resilient. The job will shift from direct equipment operation toward overseeing automated fleets and performing complex mechanical repairs.

Scored by Gemini 3.1 Pro·How does scoring work?

The AI Jury

ClaudeToo High

The Diplomat

Underground mining automation faces brutal physical realities; confined spaces, unpredictable geology, and live electrical hazards demand human judgment that sensors and algorithms consistently underestimate.

38%
GrokToo Low

The Chaos Agent

Underground mining loaders? Bots with sensors already crush this underground. Score's a joke, automation's blasting through faster than dynamite.

78%
DeepSeekToo High

The Contrarian

Mining's unpredictable terrain and stringent safety regs will keep humans in the loop longer than sanitized risk models predict.

45%
ChatGPTToo High

The Optimist

The paperwork and load tracking will automate fast, but underground mining still leans hard on human judgment, terrain awareness, and hands-on safety.

49%

Task-by-Task Breakdown

Measure, weigh, or verify levels of rock, gravel, or other excavated material to prevent equipment overloads.
95

Integrated weighing systems and sensors on modern mining equipment already perform this task automatically.

Stop gathering arms when cars are full.
95

This is a simple feedback loop that is trivially automated using basic volume or weight sensors to trigger an automatic shutoff.

Observe and record car numbers, carriers, customers, tonnages, and grades and conditions of material.
95

RFID tags, automated weighbridges, and computer vision systems already capture and record this data flawlessly.

Maintain records of materials moved.
95

Digital fleet management systems automatically log and maintain all records of material movement.

Monitor loading processes to ensure that materials are loaded according to specifications.
90

Computer vision and automated load cells can monitor material flow and volume more accurately and consistently than human observation.

Control conveyors that run the entire length of shuttle cars to distribute loads as loading progresses.
85

Automated control systems and load sensors can easily optimize the distribution of material along a conveyor belt without human intervention.

Signal workers to move loaded cars.
85

Digital dispatch and automated fleet management systems can seamlessly trigger alerts to move cars without manual signaling.

Drive loaded shuttle cars to ramps and move controls to discharge loads into mine cars or onto conveyors.
80

Autonomous underground loaders and shuttle cars using LIDAR and pre-mapped routes are already being deployed in modern mining operations.

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.
80

The physical control of booms and shovels is highly automatable through programmable logic controllers and autonomous mining software.

Drive machines into piles of material blasted from working faces.
75

Autonomous mucking algorithms and Load-Haul-Dump (LHD) machines are increasingly capable of navigating to and scooping blasted material automatically.

Advance machines to gather material and convey it into cars.
75

Continuous mining machines and automated loaders are increasingly capable of advancing and gathering material with minimal human oversight.

Read written instructions or confer with supervisors about schedules and materials to be moved.
70

AI scheduling tools and digital dispatch systems automate the routing, though conferring on complex exceptions still requires human interaction.

Observe hand signals, grade stakes, or other markings when operating machines.
60

While computer vision can read markers, interpreting human hand signals in dusty, low-light underground conditions remains challenging but partially automatable.

Examine roadway and clear obstructions from the path of travel.
30

Sensors can easily detect obstructions, but physically clearing random, unpredictable debris requires human physical intervention.

Guide and stop cars by switching, applying brakes, or placing scotches, or wooden wedges, between wheels and rails.
30

While rail switching and braking can be automated, physically placing wooden wedges under wheels requires manual intervention.

Direct other workers to move stakes, place blocks, position anchors or cables, or move materials.
25

Coordinating human teams to perform physical, unstructured tasks in a hazardous environment requires interpersonal communication and situational awareness.

Clean hoppers, and clean spillage from tracks, walks, driveways, and conveyor decking.
20

General physical cleaning of unstructured spills in confined underground spaces requires human mobility and manual labor.

Push or ride cars down slopes, or hook cars to cables and control cable drum brakes, to ease cars down inclines.
20

Physically hooking cables and manually controlling drum brakes for heavy loads on inclines is a high-stakes, physically demanding task.

Clean, fuel, service, and perform safety checks on all equipment, and repair and replace parts as necessary.
15

Equipment maintenance and repair require fine motor skills, physical troubleshooting, and adaptability that are far beyond near-term robotics.

Handle high voltage sources and hang electrical cables.
10

Manipulating flexible cables and handling dangerous high-voltage equipment in unpredictable underground environments requires human dexterity and extreme safety judgment.

Move trailing electrical cables clear of obstructions, using rubber safety gloves.
10

Physically untangling and moving flexible cables in a cluttered, dark environment is a highly complex robotic manipulation problem.

Oil, lubricate, and adjust conveyors, crushers, and other equipment, using hand tools and lubricating equipment.
10

Using hand tools to adjust and lubricate specific machine parts requires precise physical dexterity and visual inspection.

Move mine cars into position for loading and unloading, using pinchbars inserted under car wheels to position cars under loading spouts.
10

Using manual leverage tools like pinchbars to physically nudge heavy cars is a highly unstructured physical task requiring human strength and judgment.

Pry off loose material from roofs and move it into the paths of machines, using crowbars.
5

Manually scaling roofs with crowbars requires complex physical leverage, tactile feedback, and real-time judgment of rock stability that robots cannot replicate.

Replace hydraulic hoses, headlight bulbs, and gathering-arm teeth.
5

Replacing specific hardware components requires fine motor manipulation and physical force in tight spaces, which robots cannot do.