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Balam Labs
ISCO-08 4132

Data entry clerks

93.0%
ADI · 42nd of 433 · 95% interval 75.5–100.0

An AI agent can at least partly carry out 93.0% of the task time of data entry clerks, and finish 38.6% alone.

ADI · partial or full93.0%

42nd of 433 · interval 75.5–100.0

ADI3 · full delegation38.6%

7th of 433 · interval 0.0–68.5

ADIs · share of time72.2%

7th of 433 · interval 56.5–82.3

Evidence9

task statements rated by two models and weighted by importance and frequency. World employment: 2.4 million.

Task weight by level

How the tasks rate

54%
39%
L0No meaningful role · 7.0%L1Augmentation · 0.0%L2Partial delegation · 54.5%L3Full delegation · 38.6%
Barriers

What stops the agent

Physical presence16%
Accountability0%
Trust and care0%
Access to systems50%

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

9 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Locate and correct data entry errors, or report them to supervisors.Data Entry Keyers13.0%L2L3L278%25 minAccess to systems
Compile, sort, and verify the accuracy of data before it is entered.Data Entry Keyers12.9%L3L3L382%42 minAccess to systems
Compare data with source documents, or re-enter data in verification format to detect errors.Data Entry Keyers12.8%L3L3L388%20 minAccess to systems
Read source documents such as canceled checks, sales reports, or bills, and enter data in specific data fields or onto tapes or disks for subsequent entry, using keyboards or scanners.Data Entry Keyers · supplemental task12.8%L3L3L390%19 minAccess to systems
Store completed documents in appropriate locations.Data Entry Keyers12.1%L2L2L380%8 minAccess to systems
Select materials needed to complete work assignments.Data Entry Keyers11.7%L2L2L260%10 minPhysical presence
Maintain logs of activities and completed work.Data Entry Keyers · supplemental task11.3%L2L2L375%25 minAccess to systems
Load machines with required input or output media, such as paper, cards, disks, tape, or Braille media.Data Entry Keyers · supplemental task7.0%L0L0L03%4 minPhysical presence
Resolve garbled or indecipherable messages, using cryptographic procedures and equipment.Data Entry Keyers · supplemental task6.4%L2L2L252%38 minPhysical 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

MeasureValuePercentilePct
ADI (this index)93.0%91
Eloundou et al. (2024), GPT exposure β0.86699
Felten et al. (2021), AI occupational exposure0.31160
Webb (2020), AI patent exposure9494
Eisfeldt et al. (2026), generative AI exposure0.72298
Anthropic Economic Index, observed use0.671100

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 (41)

Neighbouring occupations

Dashed line: data entry clerks (93.0%).

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: Data entry clerks (ISCO-08 4132), https://balamlabs.org/adi/occupations/4132

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: Data entry clerks (ISCO-08 4132)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/4132.json.