Occupation baseline · Research consensus
Will AI replace Loading and Moving Machine Operators, Underground Mining?
Baseline AI displacement risk for Loading and Moving Machine Operators, Underground Mining, aggregated from 5 research sources.
What this score means
Loading and Moving Machine Operators, Underground Mining is among the least exposed roles in Construction & Trades. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 13 out of 100 it sits close to the Construction & Trades average of 13. Across the 5 sources behind this baseline, individual estimates run from 5 to 31, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Loading and Moving Machine Operators, Underground Mining, most central first, showing 12 of 25.
- 01Handle high voltage sources and hang electrical cables.
- 02Drive loaded shuttle cars to ramps and move controls to discharge loads into mine cars or onto conveyors.
- 03Pry off loose material from roofs and move it into the paths of machines, using crowbars.
- 04Move trailing electrical cables clear of obstructions, using rubber safety gloves.
- 05Control conveyors that run the entire length of shuttle cars to distribute loads as loading progresses.
- 06Observe hand signals, grade stakes, or other markings when operating machines.
- 07Examine roadway and clear obstructions from the path of travel.
- 08Drive machines into piles of material blasted from working faces.
- 09Operate 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.
- 10Clean, fuel, service, and perform safety checks on all equipment, and repair and replace parts as necessary.
- 11Clean hoppers, and clean spillage from tracks, walks, driveways, and conveyor decking.
- 12Oil, lubricate, and adjust conveyors, crushers, and other equipment, using hand tools and lubricating equipment.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 5 research sources that scored Loading and Moving Machine Operators, Underground Mining for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Loading and Moving Machine Operators, Underground Mining?
- Published research puts Loading and Moving Machine Operators, Underground Mining at 13 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Loading and Moving Machine Operators, Underground Mining?
- Only partly. Individual estimates for Loading and Moving Machine Operators, Underground Mining run from 5 to 31 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which construction & trades roles face similar AI exposure?
- The closest published construction & trades roles to Loading and Moving Machine Operators, Underground Mining by score are Electrical and Electronics Installers and Repairers, Transportation Equipment (13/100), Farm Equipment Mechanics and Service Technicians (13/100), and Heating, Air Conditioning, and Refrigeration Mechanics and Installers (13/100). Each has its own page with the research behind its number.
Also covers
Buggy Driver · Buggy Man · Buggy Operator · Buggy Runner · Car Dropper · Car Dumper · Car Pincher · Cart Driver and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More construction & trades occupations
- Electrical and Electronics Installers and Repairers, Transportation Equipment13/100
- Farm Equipment Mechanics and Service Technicians13/100
- Heating, Air Conditioning, and Refrigeration Mechanics and Installers13/100
- Home Appliance Repairers13/100
- Millwrights13/100
- Musical Instrument Repairers and Tuners13/100
- Radio, Cellular, and Tower Equipment Installers and Repairers13/100
- Rail-Track Laying and Maintenance Equipment Operators13/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.