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Balam Labs
ISCO-08 3121

Mining supervisors

71.6%
ADI · 130th of 433 · 95% interval 54.9–86.7

An AI agent can at least partly carry out 71.6% of the task time of mining supervisors, 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 full71.6%

130th of 433 · interval 54.9–86.7

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time48.6%

137th of 433 · interval 42.6–54.5

Evidence30

task statements rated by two models and weighted by importance and frequency. World employment: 2.3 million.

Task weight by level

How the tasks rate

25%
72%
L0No meaningful role · 3.1%L1Augmentation · 25.2%L2Partial delegation · 71.6%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence49%
Accountability38%
Trust and care39%
Access to systems80%

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

30 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Supervise solar installers, technicians, and subcontractors for solar installation projects to ensure compliance with safety standards.Solar Energy Installation Managers4.9%L1L1L230%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Inspect work progress, equipment, or construction sites to verify safety or to ensure that specifications are met.First-Line Supervisors of Construction Trades and Extraction Workers4.4%L1L1L225%1.3 hPhysical presence, Accountability, Access to systems
Plan and coordinate installations of photovoltaic (PV) solar and solar thermal systems to ensure conformance to codes.Solar Energy Installation Managers4.4%L2L2L255%7.0 hPhysical presence, Accountability, Trust and care, Access to systems
Supervise, coordinate, or schedule the activities of construction or extractive workers.First-Line Supervisors of Construction Trades and Extraction Workers4.2%L1L1L235%2.5 hPhysical presence, Accountability, Trust and care, Access to systems
Estimate materials, equipment, and personnel needed for residential or commercial solar installation projects.Solar Energy Installation Managers4.2%L2L2L268%3.0 hPhysical presence, Access to systems
Provide technical assistance to installers, technicians, or other solar professionals in areas such as solar electric systems, solar thermal systems, electrical systems, or mechanical systems.Solar Energy Installation Managers4.1%L2L2L258%45 minPhysical presence, Accountability, Access to systems
Assign work to employees, based on material or worker requirements of specific jobs.First-Line Supervisors of Construction Trades and Extraction Workers4.1%L2L2L255%45 minAccountability, Trust and care, Access to systems
Read specifications, such as blueprints, to determine construction requirements or to plan procedures.First-Line Supervisors of Construction Trades and Extraction Workers4.1%L2L2L258%1.3 hAccess to systems
Estimate material or worker requirements to complete jobs.First-Line Supervisors of Construction Trades and Extraction Workers3.8%L2L2L262%2.3 hAccess to systems
Identify means to reduce costs, minimize risks, or increase efficiency of solar installation projects.Solar Energy Installation Managers3.7%L2L2L262%4.0 hAccess to systems
Prepare solar installation project proposals, quotes, budgets, or schedules.Solar Energy Installation Managers3.6%L2L2L268%4.0 hAccountability, Access to systems
Coordinate work activities with other construction project activities.First-Line Supervisors of Construction Trades and Extraction Workers3.5%L2L2L240%1.5 hPhysical presence, Trust and care, Access to systems
Analyze worker or production problems and recommend solutions, such as improving production methods or implementing motivational plans.First-Line Supervisors of Construction Trades and Extraction Workers3.5%L2L2L252%1.8 hPhysical presence, Trust and care, Access to systems
Perform start-up of systems for testing or customer implementation.Solar Energy Installation Managers3.3%L1L1L228%4.0 hPhysical presence, Accountability, Access to systems
Monitor work of contractors and subcontractors to ensure projects conform to plans, specifications, schedules, or budgets.Solar Energy Installation Managers3.2%L2L2L250%3.0 hPhysical presence, Trust and care, Access to systems
Show the other 15 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Coordinate or schedule building inspections for solar installation projects.Solar Energy Installation Managers3.2%L2L2L265%1.0 hAccess to systems
Develop and maintain system architecture, including all piping, instrumentation, or process flow diagrams.Solar Energy Installation Managers · supplemental task3.1%L2L2L258%6.0 hPhysical presence, Accountability, Access to systems
Order or requisition materials or supplies.First-Line Supervisors of Construction Trades and Extraction Workers3.1%L2L2L262%38 minAccess to systems
Provide assistance to workers engaged in construction or extraction activities, using hand tools or other equipment.First-Line Supervisors of Construction Trades and Extraction Workers3.1%L0L0L114%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Train workers in construction methods, operation of equipment, safety procedures, or company policies.First-Line Supervisors of Construction Trades and Extraction Workers3.1%L1L1L232%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Confer with managerial or technical personnel, other departments, or contractors to resolve problems or to coordinate activities.First-Line Supervisors of Construction Trades and Extraction Workers3.0%L2L2L238%45 minTrust and care, Access to systems
Locate, measure, and mark site locations or placement of structures or equipment, using measuring and marking equipment.First-Line Supervisors of Construction Trades and Extraction Workers3.0%L1L1L112%1.0 hPhysical presence, Access to systems
Assess system performance or functionality at the system, subsystem, and component levels.Solar Energy Installation Managers3.0%L2L2L252%3.0 hPhysical presence, Access to systems
Assess potential solar installation sites to determine feasibility and design requirements.Solar Energy Installation Managers2.7%L2L2L258%3.5 hPhysical presence, Accountability, Access to systems
Record information, such as personnel, production, or operational data on specified forms or reports.First-Line Supervisors of Construction Trades and Extraction Workers2.6%L2L2L370%30 minAccess to systems
Arrange for repairs of equipment or machinery.First-Line Supervisors of Construction Trades and Extraction Workers2.6%L2L2L260%1.1 hAccountability, Access to systems
Evaluate subcontractors or subcontractor bids for quality, cost, and reliability.Solar Energy Installation Managers · supplemental task2.3%L2L2L262%4.0 hTrust and care, Access to systems
Visit customer sites to determine solar system needs, requirements, or specifications.Solar Energy Installation Managers2.2%L1L1L230%2.3 hPhysical presence, Accountability, Trust and care, Access to systems
Purchase or rent equipment for solar energy system installation.Solar Energy Installation Managers2.1%L2L2L262%4.0 hAccountability, Trust and care, Access to systems
Suggest or initiate personnel actions, such as promotions, transfers, or hires.First-Line Supervisors of Construction Trades and Extraction Workers1.9%L2L2L248%1.5 hAccountability, Trust and care, 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)71.6%70
Eloundou et al. (2024), GPT exposure β0.41363
Felten et al. (2021), AI occupational exposure-0.30544
Webb (2020), AI patent exposure8786
Eisfeldt et al. (2026), generative AI exposure0.16750
Anthropic Economic Index, observed use0.0354

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 (31)

Neighbouring occupations

Dashed line: mining supervisors (71.6%).

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 supervisors (ISCO-08 3121), https://balamlabs.org/adi/occupations/3121

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 supervisors (ISCO-08 3121)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/3121.json.