AI Career Risk For Other Extraction Roles

Will AI Replace Other Extraction Roles in 2026?

Also known as: Specialty Extraction Worker, Quarry Worker (Specialty), Stone Quarry Worker, Specialty Mining Worker.

Extraction workers in this category cover mining and extraction roles not classified elsewhere. AI absorbs nothing material in the hands-on work; the durable work is the in-person safety-critical skilled work, the on-site judgment, and the role within the extraction chain.

Exposure ScoreLow Exposure
33/ 100
Rank: 21 of 61 in Environment & EnergyCategory avg: 30/100All roles avg: 39/100
This is the role's AI exposure (0 to 100, lower is safer), not your personal AI Career Index (0 to 1000). Get your own score.
Median pay: $57,010 / yr· BLS OEWS, May 2025 · occupational category
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At a Glance

Other Extraction Roles at a glance

A quick read on Other Extraction Roles: the AI risk band, where the role sits inside Environment & Energy, and the headline numbers worth knowing before reading more.

Role Overview

How AI is reshaping Other Extraction Roles

Extraction Workers (Residual Specialty) covers specialty extraction roles not in named SOCs: stone-quarry workers, specialty mineral-extraction workers, and specialty extraction-trade workers. The on-site extraction work cannot be automated. AI augments scheduling; the trade work remains human. The migration path runs into credentialed extraction pathways (named roughneck, driller, mining-credentialed operator), supervisor pathways, or specialty extraction-operations entrepreneurship.

The work depends on accountability, licensure, complex judgment, or being physically present in ways AI tools cannot match. AI is absorbing the layers around the role, the coordination, the paperwork, the reporting, and that tends to make the role more valuable, not less.

The reading below covers the specific AI exposure rating for Other Extraction Roles, the tasks AI can already do today, the authority band the role typically operates at, and a six-month plan tied to where the role actually sits. Same framework used for every role in the index.

Exposure Profile

AI exposure profile for Other Extraction Roles

How Other Extraction Roles stack up against other roles. How much of the work AI can speed up, how much stays with people, and where the role sits compared to the Environment & Energy average.

Exposure Score
33OUT OF 100
Ranks 21 of 61 in the Environment & Energy category, above the category average
How this role compares
Other Extraction Roles33
Category average30
All roles average39
Where AI reaches this role's tasks
AI can do directly2%(halves the time)
AI with tools6%(with software built on AI)
Stays with people92%(no real speed-up)

Share of this occupation's O*NET tasks where AI can cut the time by at least half. Source: Eloundou et al., "GPTs are GPTs", Science (2024).

Exposure trajectory
Rising

Rising: robots can already do about 71% of this role's working time, at least in settings built for them.

Direction from research on AI (Science, 2024) and robots (Anthropic, 2026); 0.4% of this role's work already shows real AI use (Anthropic Economic Index). The line's shape is illustrative, not a measured year-by-year series.

202420252026 (now)2027
Career Simulator

What moves the score for Other Extraction Roles?

This starts from a typical profile for a low exposure role. Drag any of the five dimensions to see how a structural shift would move the AI Career Index, using the exact weighting behind every reading on the site.

The AI Career Index (0 to 1000) measures your personal structural positioning. It is a different measure from this role's AI exposure score (0 to 100) shown above, which rates the role itself.

Career Simulator

Model the impact of structural shifts

A typical starting profile for other extraction roles. Move any dimension to model the impact on the AI Career Index.

AI Career Index
714/1000
Tier
AI Competitive Professional
Authority band: Strategic
01000
Strategic Clarity· 25%72Advanced
AI Adaptability· 20%70Advanced
Income Leverage· 20%68Transitional
Skill Resilience· 20%74Advanced
Market Alignment· 15%73Advanced
This is a model. Run the real reading to simulate on your own scores.Run my real reading

This simulator applies the same dimension weighting used in your structural reading to estimate directional movement. It does not alter any stored assessment. Actual outcomes depend on implementation quality, sequencing, and market conditions.

Open the full Career Simulator to model all five dimensions from scratch, or see how the score is built in the structural framework.

Key Takeaways

Quick read on Other Extraction Roles

The short version on Other Extraction Roles: AI exposure, how much of the role AI can already do, what stays valuable, and the move worth making in the next six months. A quick summary before the deeper read.

Real-world signal

How AI is being used by Other Extraction Roles today

Two figures for Other Extraction Roles that sit outside our scoring framework. The adoption figure shows how much of the day-to-day work done by Other Extraction Roles is already being absorbed by AI tools in the wild. The economic impact figure gives the macro stakes attached to the role at a national level.

AI adoption among Other Extraction Roles
0.4%

Share of the work done by Other Extraction Roles already showing real-world AI usage today, sourced from the Anthropic Economic Index (MIT licence). A 0% reading means the dataset observed no measurable usage for this occupation in its sample, not that AI cannot apply to the role.

Economic impact
$315.8M

Total US economic value generated by Other Extraction Roles: median annual wage multiplied by total US employment, both from BLS OEWS.

24-Month Trajectory

Where Other Extraction Roles are heading by 2028

Where Other Extraction Roles sit today and where the role is heading over the next two years. We don't predict an exact future score. The direction is what the data already shows. If you're in this role or considering it, this is the direction worth planning around.

Today
33/100
Low Exposure
→ ↑
Appreciating
In 24 months · By 2028
Holds and gains value
AI takes care of routine work around this role. The core skills stay in demand and tend to get more valuable, not less.
Category outlook

Over the next two years, the outlook for Other Extraction Roles is strongly positive. The category is gaining value because the underlying demand keeps growing: tighter regulation, climate concern, and the energy transition all push more work into the field. Other Extraction Roles who use AI as an analytical amplifier are pulling ahead. The opportunity set is expanding.

What AI Can Do

What AI can and can't do for Other Extraction Roles

The work AI can take over today versus the work it cannot. Where Other Extraction Roles spend their time on this split largely decides whether the role grows or shrinks over the next two years.

Deprioritise

Stop investing in these

  • Routine compliance reporting against frameworks
  • Standard environmental data analysis and reporting
  • Templated climate scenario modelling from inputs
  • First-pass site assessment from imagery and data
Stays human

Structurally insulated

  • Specialist scientific judgment in ambiguous data
  • Crisis decisions during environmental incidents
  • On-site environmental judgment and field assessment
  • Complex stakeholder negotiation across regulators and communities
AI Tools

AI tools currently affecting Other Extraction Roles

The tools actually reshaping Other Extraction Roles work in 2026. Each one takes over a slice of the routine work; staying valuable means owning the work that sits above them.

Watershed
Carbon-accounting platform with AI-assisted emissions analysis.
Sweep
Climate data and reporting platform for sustainability teams.
Persefoni
Carbon management software with AI-driven calculation.
ChatGPT
Sustainability reporting drafts, regulation summaries, and policy briefs.
Salesforce Net Zero Cloud
Sustainability management platform with embedded AI.
Microsoft Sustainability Manager
Carbon accounting and ESG reporting in Microsoft Cloud.

Tool list is editorial, not exhaustive. Listing does not imply endorsement. Updated Methodology v3 · 2026.

Structural Reading

Where Other Extraction Roles sit structurally

Where AI is hitting the work, where it cannot reach, where Other Extraction Roles are heading over the next two years, and what stays durable. The cards below address each question; the per-role reading underneath them grounds the answers in this role's actual tasks and knowledge layers.

Will AI Replace

Will AI Replace Other Extraction Roles?

AI will not replace Other Extraction Roles where the work involves on-site environmental judgment, regulatory accountability, or specialised technical expertise. AI is augmenting analytical work, climate modelling, and standard reporting. The structural drivers of the category (regulatory expansion, climate concern, energy transition) are increasing demand for the role, not reducing it.

Automation Risk

Automation Risk for Other Extraction Roles

Other Extraction Roles face low automation risk overall. The routine work, standard analysis and basic reporting, is what AI takes over. The work AI cannot do (on-site judgment, regulatory accountability, specialised technical expertise) sits at the core of the role and stays protected.

Career Outlook

AI Career Outlook for Other Extraction Roles

Over the next two years, the outlook for Other Extraction Roles is strongly positive. The category is gaining value because the underlying demand keeps growing: tighter regulation, climate concern, and the energy transition all push more work into the field. Other Extraction Roles who use AI as an analytical amplifier are pulling ahead. The opportunity set is expanding.

Stay Relevant

How Other Extraction Roles Stay Relevant

Other Extraction Roles stay relevant by absorbing AI tooling as an analytical amplifier. Build deep technical expertise in regulatory environments, climate modelling, or specialised energy domains. Use the time AI saves on routine analysis to spend more on the on-site judgment and regulatory work that defines the role's value.

Inside the Work

A typical week as an Other Extraction Role

What the work looks like in practice: meetings, deliverables, tools, and the decisions that get escalated. Useful context for anyone weighing this role against the AI-exposure reading above.

Week-in-the-life
Authored by editorial · Other Extraction Role
MonTueWedThuFri

A typical week for a specialty extraction worker (stone quarry, specialty mineral extraction) runs at quarry operations, specialty mineral-extraction operations, or specialty extraction-trade operations on shift schedules. Most shifts involve on-site extraction work, basic safety-and-cleanup work, on-site labour, and progression-track work toward credentialed pathways.

Compression and Durability

Where Other Extraction Roles compress, and where they hold

A role-specific reading grounded in Other Extraction Roles's actual O*NET tasks and knowledge layers. The paragraph below is the structural reading; the two columns name the specific layers where compression is hitting and where the work holds.

Structural reading

For Other Extraction Roles, the durability comes from where the accountability lands. domain judgment and accountability are the structural anchors. AI tooling speeds up environment & energy routine production, but the licensed, signature-bearing, or relationship-heavy layer stays human. The role accumulates leverage as adjacent production work cheapens.

Salary & Occupation Data

Salary and occupational data for Other Extraction Roles

Median annual wage, common task statements, and alternate titles drawn from O*NET 30.2 (USDOL/ETA, CC BY 4.0) · Wages: BLS OEWS May 2025. BLS reports median wages at the occupational category level, so other extraction roles and related roles that map to the same category share the same source wage. The descriptive occupational data below sits alongside the structural reading; the AI exposure score above is independent of it.

Occupation Snapshot · Other Extraction Roles
O*NET-SOC 47-5099.00
Median annual wage
$57,010
BLS OEWS · May 2025
Junior
$44,370
Senior
$65,380
Source: O*NET 30.2 (USDOL/ETA, CC BY 4.0) · Wages: BLS OEWS May 2025 · Descriptive occupational data; the AI exposure reading is independent.
Reviewed by AI Career Index Research · Methodology v3 · 2026 ·Read the methodology →
Common Feeders

Roles commonly transitioning into Other Extraction Roles.

These environment & energy roles are under more pressure than Other Extraction Roles, and people often path out of them into a seat like yours. If you work in one of these today, Other Extraction Roles is the kind of role most worth moving toward.

6-Month Action Plan

Six concrete moves for Other Extraction Roles over the next six months

Other Extraction Roles are structurally insulated within environment & energy, but the coordination layer around the role is being absorbed by AI tooling. The six moves below help you reclaim hours from that layer and reinvest them in the licensed and judgment-heavy work that compounds. Each move is one month, with a week-by-week sprint inside. The downloadable PDF adds end-of-month reflection prompts in a print-friendly format.

Go deeper

Take the plan with you

The downloadable PDF gives you the full plan in a print-friendly format you can keep at your desk and check against month by month. Take the AI Career Assessment to get a plan tailored to your specific situation.

FAQ

Common questions about Other Extraction Roles and AI

The reading above answers the headline question. These FAQs cover the follow-up questions Other Extraction Roles typically ask: wage benchmarks, the tasks most at risk, the skills that stay valuable, and the six-month plan for this role.

Further Reading

Articles relevant to Other Extraction Roles

Hand-picked AI Career Index articles on the shifts affecting Other Extraction Roles and nearby roles. Useful next reads for the broader context behind the reading on this page.

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