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Balam Labs
ISCO-08 9311

Mining and quarrying labourers

0.0%
ADI · 418th of 433 · 95% interval 0.0–0.0

An AI agent can at least partly carry out 0.0% of the task time of mining and quarrying labourers, and finish 0.0% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full0.0%

418th of 433 · interval 0.0–0.0

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time5.9%

430th of 433 · interval 3.9–8.0

Evidence14

task statements rated by two models and weighted by importance and frequency. World employment: 8.0 million.

Task weight by level

How the tasks rate

91%
9%
L0No meaningful role · 90.9%L1Augmentation · 9.1%L2Partial delegation · 0.0%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence100%
Accountability24%
Trust and care0%
Access to systems51%

Share of task weight flagged by each barrier; a task can carry several.

14 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Observe and monitor equipment operation during the extraction process to detect any problems.Helpers--Extraction Workers9.1%L1L1L115%4.3 hPhysical presence, Access to systems
Unload materials, devices, and machine parts, using hand tools.Helpers--Extraction Workers8.5%L0L0L02%52 minPhysical presence
Provide assistance to extraction craft workers, such as earth drillers and derrick operators.Helpers--Extraction Workers · supplemental task8.4%L0L0L16%4.5 hPhysical presence, Accountability, Access to systems
Drive moving equipment to transport materials and parts to excavation sites.Helpers--Extraction Workers7.7%L0L0L02%45 minPhysical presence, Accountability, Access to systems
Organize materials to prepare for use.Helpers--Extraction Workers7.4%L0L0L18%30 minPhysical presence, Access to systems
Clean up work areas and remove debris after extraction activities are complete.Helpers--Extraction Workers7.4%L0L0L04%1.8 hPhysical presence, Access to systems
Collect and examine geological matter, using hand tools and testing devices.Helpers--Extraction Workers · supplemental task6.9%L0L0L110%45 minPhysical presence, Access to systems
Repair and maintain automotive and drilling equipment, using hand tools.Helpers--Extraction Workers6.8%L0L0L18%1.8 hPhysical presence
Signal workers to start geological material extraction or boring.Helpers--Extraction Workers · supplemental task6.8%L0L0L04%2 minPhysical presence, Accountability, Access to systems
Load materials into well holes or into equipment, using hand tools.Helpers--Extraction Workers6.6%L0L0L01%45 minPhysical presence
Set up and adjust equipment used to excavate geological materials.Helpers--Extraction Workers6.6%L0L0L16%1.0 hPhysical presence, Accountability, Access to systems
Dismantle extracting and boring equipment used for excavation, using hand tools.Helpers--Extraction Workers · supplemental task6.0%L0L0L16%2.0 hPhysical presence, Accountability, Access to systems
Clean and prepare sites for excavation or boring.Helpers--Extraction Workers6.0%L0L0L04%2.0 hPhysical presence, Accountability, Access to systems
Dig trenches.Helpers--Extraction Workers · supplemental task5.7%L0L0L04%2.0 hPhysical presence, Accountability, Access to systems

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentile
ADI (this index)0.0%4
Eloundou et al. (2024), GPT exposure β01
Felten et al. (2021), AI occupational exposure-1.4237
Webb (2020), AI patent exposure65.66758
Eisfeldt et al. (2026), generative AI exposure0.01111
Anthropic Economic Index, observed use016

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (93)

Neighbouring occupations

Dashed line: mining and quarrying labourers (0.0%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Mining and quarrying labourers (ISCO-08 9311), https://balamlabs.org/adi/occupations/9311

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Mining and quarrying labourers (ISCO-08 9311)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/9311.json.