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.
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.
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.
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.
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).
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.
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.
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.
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.
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.
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.
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.
Total US economic value generated by Other Extraction Roles: median annual wage multiplied by total US employment, both from BLS OEWS.
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.
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 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.
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
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 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.
Tool list is editorial, not exhaustive. Listing does not imply endorsement. Updated Methodology v3 · 2026.
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 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 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.
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.
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.
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.
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.
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.
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 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.
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.
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.
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.
Other roles in Environment & Energy
Roles in the same category face similar AI pressure as Other Extraction Roles. Browse nearby positions to see how they are doing, where the move-to-next-job paths overlap, and which roles are growing versus shrinking.
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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.
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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