Gini Loh System Tools

AI Automation Index

Will AI Replace Mining and Geological Engineers, Including Mining Safety Engineers?

Task-level automation exposure for Mining and Geological Engineers, Including Mining Safety Engineers: 18 O*NET tasks scored against their work activities, plus the simulator.

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Developed & audited by Gini Loh

Automation Exposure

55% weighted task index

18 of 18 tasks scored

Median Salary

$106,220 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Low

6,080 people hold this job — size, not growth

Projected 2025–35

+3.8% employment change

300 openings a year · BLS line item

Pay by state

BLS OEWS publishes 28 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$70,310 – $158,130

Highest medians

California $158,130
Oklahoma $131,660
Utah $125,520
Alaska $124,630
Idaho $123,680

Lowest medians

North Carolina $70,310
New York $82,200
Ohio $86,210
Pennsylvania $87,020
Minnesota $91,610

State figures come from the 17-2151 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 55%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 0%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 52%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 15%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 9/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

18 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 45%

8 tasks

Medium exposure (≥ 35%) 44%

8 tasks

Low exposure (below 35%) 12%

2 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Emerging & rewritten tasks

Tasks O*NET added or rewrote for this occupation in its recent updates (05/2025 – 08/2026), with who proposed them. Additions are not in the scored task inventory — they are new work O*NET is still measuring, so they appear here and nowhere in the index. A Revision replaces a task that is scored, which is why only those move the "Rewritten by O*NET" share.

  • New 05/2025 · AI/SME

    Use drone technology for aerial surveys and inspections of mining sites to enhance safety and efficiency.

Constituent Tasks

#3569 · Core · 78% automatable

Prepare technical reports for use by mining, engineering, and management personnel.

text generation — Internal technical reports drafted; human reviews

Prepare technical reports for internal use.
#3561 · Core · 22% automatable

Inspect mining areas for unsafe structures, equipment, and working conditions.

visual inspection — Physical site verification against specs is human

Inspect facilities or sites to determine if they meet specifications or standards.
#3568 · Core · 50% automatable

Select or develop mineral location, extraction, and production methods, based on factors such as safety, cost, and deposit characteristics.

decision support — Operational methods aided; human decides

Determine operational methods.
#3562 · Core · 59% automatable

Select locations and plan underground or surface mining operations, specifying processes, labor usage, and equipment that will result in safe, economical, and environmentally sound extraction of minerals and ores.

text generation — Detailed work plans drafted from specifications

Determine operational methods. Select tools, equipment, or technologies for use in operations or projects. Prepare detailed work plans.
#3565 · Core · 73% automatable

Prepare schedules, reports, and estimates of the costs involved in developing and operating mines.

text generation — Generate operational reports from structured data

Estimate operational costs. Schedule operational activities. Prepare operational reports.
#3566 · Core · 60% automatable

Monitor mine production rates to assess operational effectiveness.

data analysis — Efficiency metrics are digital and analyzable by AI

Monitor the productivity or efficiency of industrial operations.
#18610 · Core · 35% automatable

Supervise, train, and evaluate technicians, technologists, survey personnel, engineers, scientists or other mine personnel.

interpersonal — Operational procedure training needs live demonstration

Train personnel on proper operational procedures. Supervise engineering or other technical personnel.
#3563 · Core · 80% automatable

Examine maps, deposits, drilling locations, or mines to determine the location, size, accessibility, contents, value, and potential profitability of mineral, oil, and gas deposits.

text generation — Review technical docs to plan work

Review technical documents to plan work.
#3567 · Core · 52% automatable

Design, implement, and monitor the development of mines, facilities, systems, or equipment.

data analysis — Efficiency metrics are digital and analyzable by AI

Monitor the productivity or efficiency of industrial operations. Design structures or facilities. Design industrial equipment.
#3571 · Supplemental · 45% automatable

Test air to detect toxic gases and recommend measures to remove them, such as installation of ventilation shafts.

decision support — General safety advice; accountability and context human

Investigate safety of work environment. Advise others on health and safety issues.
#3570 · Supplemental · 62% automatable

Implement and coordinate mine safety programs, including the design and maintenance of protective and rescue equipment and safety devices.

decision support — Compliance coordination needs human accountability and site action

Coordinate safety or regulatory compliance activities.
#3574 · Supplemental · 45% automatable

Devise solutions to problems of land reclamation and water and air pollution, such as methods of storing excavated soil and returning exhausted mine sites to natural states.

decision support — AI diagnoses; human executes operational fixes

Resolve operational performance problems.
#3575 · Supplemental · 18% automatable

Lay out, direct, and supervise mine construction operations, such as the construction of shafts and tunnels.

physical manipulation — Construction direction requires on-site presence and authority

Direct construction activities.
#3572 · Supplemental · 72% automatable

Design, develop, and implement computer applications for use in mining operations such as mine design, modeling, or mapping or for monitoring mine conditions.

text generation — Code generation strong; human architects and reviews

Develop software or computer applications.
#3573 · Supplemental · 55% automatable

Select or devise materials-handling methods and equipment to transport ore, waste materials, and mineral products efficiently and economically.

text generation — AI drafts technical methods; expert validates feasibility

Determine operational methods. Select tools, equipment, or technologies for use in operations or projects. Develop technical methods or processes.
#3576 · Supplemental · 68% automatable

Evaluate data to develop new mining products, equipment, or processes.

data analysis — Analyzes design/requirements data; engineer owns judgment

Analyze design or requirements information for mechanical equipment or systems.
#3578 · Supplemental · 45% automatable

Design mining and mineral treatment equipment and machinery in collaboration with other engineering specialists.

decision support — AI drafts equipment designs; engineer owns manufacturability

Design industrial equipment.
#3577 · Supplemental · 63% automatable

Conduct or direct mining experiments to test or prove research findings.

information retrieval — AI researches and synthesizes; human judges relevance

Research industrial processes or operations. Research topics in area of expertise. Conduct research to inform art, designs, or other work.
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Community Sentiment

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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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