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Balam Labs
ISCO-08 9623

Meter readers and vending-machine collectors

39.2%
ADI · 215th of 433 · 95% interval 22.2–57.7

An AI agent can at least partly carry out 39.2% of the task time of meter readers and vending-machine collectors, 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 full39.2%

215th of 433 · interval 22.2–57.7

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time32.6%

233rd of 433 · interval 24.8–40.6

Evidence30

task statements rated by two models and weighted by importance and frequency. World employment: 0.2 million.

Task weight by level

How the tasks rate

31%
30%
39%
L0No meaningful role · 30.6%L1Augmentation · 30.2%L2Partial delegation · 39.2%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence79%
Accountability10%
Trust and care6%
Access to systems79%

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
Read electric, gas, water, or steam consumption meters and enter data in route books or hand-held computers.Meter Readers, Utilities5.4%L0L0L215%4 minPhysical presence, Access to systems
Walk or drive vehicles along established routes to take readings of meter dials.Meter Readers, Utilities5.2%L0L0L03%5.0 hPhysical presence, Access to systems
Upload into office computers all information collected on hand-held computers during meter rounds, or return route books or hand-held computers to business offices so that data can be compiled.Meter Readers, Utilities4.9%L2L2L242%22 minPhysical presence, Access to systems
Inspect meters for unauthorized connections, defects, and damage, such as broken seals.Meter Readers, Utilities4.7%L0L0L112%10 minPhysical presence, Accountability, Access to systems
Report to service departments any problems, such as meter irregularities, damaged equipment, or impediments to meter access, including dogs.Meter Readers, Utilities4.5%L2L2L240%10 minPhysical presence, Access to systems
Verify readings in cases where consumption appears to be abnormal, and record possible reasons for fluctuations.Meter Readers, Utilities4.3%L1L1L245%25 minPhysical presence, Access to systems
Fill machines with products, ingredients, money, and other supplies.Coin, Vending, and Amusement Machine Servicers and Repairers4.1%L1L1L218%38 minPhysical presence, Trust and care, Access to systems
Answer customers' questions about services and charges, or direct them to customer service centers.Meter Readers, Utilities4.0%L2L2L370%8 minPhysical presence, Access to systems
Leave messages to arrange different times to read meters in cases in which meters are not accessible.Meter Readers, Utilities4.0%L2L2L260%8 minPhysical presence, Access to systems
Keep records of merchandise distributed and money collected.Coin, Vending, and Amusement Machine Servicers and Repairers · supplemental task4.0%L2L2L258%35 minPhysical presence, Access to systems
Collect coins and bills from machines, prepare invoices, and settle accounts with concessionaires.Coin, Vending, and Amusement Machine Servicers and Repairers · supplemental task4.0%L1L1L232%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Connect and disconnect utility services at specific locations.Meter Readers, Utilities3.9%L1L1L222%30 minPhysical presence, Accountability, Access to systems
Inspect machines and meters to determine causes of malfunctions and fix minor problems such as jammed bills or stuck products.Coin, Vending, and Amusement Machine Servicers and Repairers3.5%L1L1L115%38 minPhysical presence, Access to systems
Perform preventative maintenance or minor repairs on meters.Meter Readers, Utilities3.4%L0L0L112%35 minPhysical presence, Accountability, Trust and care, Access to systems
Maintain records of machine maintenance and repair.Coin, Vending, and Amusement Machine Servicers and Repairers3.3%L2L2L370%20 minAccess to systems
Show the other 15 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Test machines to determine proper functioning.Coin, Vending, and Amusement Machine Servicers and Repairers3.3%L1L1L116%25 minPhysical presence, Access to systems
Record transaction information on forms or logs, and notify designated personnel of discrepancies.Coin, Vending, and Amusement Machine Servicers and Repairers3.1%L2L2L255%20 minPhysical presence, Access to systems
Update client address and meter location information.Meter Readers, Utilities3.1%L2L2L262%12 minPhysical presence, Access to systems
Make service calls to maintain and repair machines.Coin, Vending, and Amusement Machine Servicers and Repairers · supplemental task3.0%L1L1L215%1.3 hPhysical presence, Access to systems
Adjust machine pressure gauges and thermostats.Coin, Vending, and Amusement Machine Servicers and Repairers · supplemental task2.9%L0L0L18%18 minPhysical presence, Access to systems
Clean and oil machine parts.Coin, Vending, and Amusement Machine Servicers and Repairers2.9%L0L0L15%28 minPhysical presence
Report lost or broken keys.Meter Readers, Utilities · supplemental task2.7%L2L2L265%12 minAccess to systems
Adjust and repair coin, vending, or amusement machines and meters and replace defective mechanical and electrical parts, using hand tools, soldering irons, and diagrams.Coin, Vending, and Amusement Machine Servicers and Repairers2.6%L1L1L112%1.0 hPhysical presence, Access to systems
Replace malfunctioning parts, such as worn magnetic heads on automatic teller machine (ATM) card readers.Coin, Vending, and Amusement Machine Servicers and Repairers2.3%L0L0L110%52 minPhysical presence, Access to systems
Order parts needed for machine repairs.Coin, Vending, and Amusement Machine Servicers and Repairers2.3%L2L2L270%30 minAccess to systems
Disassemble and assemble machines, according to specifications and using hand and power tools.Coin, Vending, and Amusement Machine Servicers and Repairers · supplemental task2.1%L0L0L19%1.3 hPhysical presence
Refer to manuals and wiring diagrams to gather information needed to repair machines.Coin, Vending, and Amusement Machine Servicers and Repairers · supplemental task1.9%L2L2L265%25 minAccess to systems
Contact other repair personnel or make arrangements for the removal of machines in cases where major repairs are required.Coin, Vending, and Amusement Machine Servicers and Repairers · supplemental task1.6%L2L2L262%30 minAccess to systems
Install machines, making the necessary water and electrical connections in compliance with codes.Coin, Vending, and Amusement Machine Servicers and Repairers · supplemental task1.6%L0L0L110%2.0 hPhysical presence, Accountability, Access to systems
Transport machines to installation sites.Coin, Vending, and Amusement Machine Servicers and Repairers · supplemental task1.5%L1L1L112%1.5 hPhysical presence, 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)39.2%51
Eloundou et al. (2024), GPT exposure β0.35354
Felten et al. (2021), AI occupational exposure-0.84828
Webb (2020), AI patent exposure3324
Eisfeldt et al. (2026), generative AI exposure0.11741
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 (96)

Neighbouring occupations

Dashed line: meter readers and vending-machine collectors (39.2%).

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: Meter readers and vending-machine collectors (ISCO-08 9623), https://balamlabs.org/adi/occupations/9623

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: Meter readers and vending-machine collectors (ISCO-08 9623)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/9623.json.