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Balam Labs
ISCO-08 8152

Weaving and knitting machine operators

5.4%
ADI · 390th of 433 · 95% interval 0.0–16.5

An AI agent can at least partly carry out 5.4% of the task time of weaving and knitting machine operators, 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 full5.4%

390th of 433 · interval 0.0–16.5

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time20.2%

314th of 433 · interval 14.3–26.3

Evidence19

task statements rated by two models and weighted by importance and frequency. World employment: 0.5 million.

Task weight by level

How the tasks rate

36%
59%
L0No meaningful role · 36.1%L1Augmentation · 58.5%L2Partial delegation · 5.4%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence98%
Accountability0%
Trust and care2%
Access to systems78%

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

19 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Thread yarn, thread, and fabric through guides, needles, and rollers of machines for weaving, knitting, or other processing.Textile Knitting and Weaving Machine Setters, Operators, and Tenders6.6%L0L0L04%28 minPhysical presence
Observe woven cloth to detect weaving defects.Textile Knitting and Weaving Machine Setters, Operators, and Tenders6.5%L1L1L228%18 minPhysical presence, Access to systems
Examine looms to determine causes of loom stoppage, such as warp filling, harness breaks, or mechanical defects.Textile Knitting and Weaving Machine Setters, Operators, and Tenders6.1%L1L1L115%18 minPhysical presence, Access to systems
Inspect products to ensure that specifications are met and to determine if machines need adjustment.Textile Knitting and Weaving Machine Setters, Operators, and Tenders6.0%L1L1L230%15 minPhysical presence, Access to systems
Remove defects in cloth by cutting and pulling out filling.Textile Knitting and Weaving Machine Setters, Operators, and Tenders5.8%L0L0L02%12 minPhysical presence
Start machines, monitor operations, and make adjustments as needed.Textile Knitting and Weaving Machine Setters, Operators, and Tenders5.7%L1L1L118%4.3 hPhysical presence, Access to systems
Set up, or set up and operate textile machines that perform textile processing and manufacturing operations such as winding, twisting, knitting, weaving, bonding, or stretching.Textile Knitting and Weaving Machine Setters, Operators, and Tenders · supplemental task5.6%L0L0L112%1.3 hPhysical presence, Access to systems
Program electronic equipment.Textile Knitting and Weaving Machine Setters, Operators, and Tenders · supplemental task5.4%L2L2L245%45 minPhysical presence, Access to systems
Inspect machinery to determine whether repairs are needed.Textile Knitting and Weaving Machine Setters, Operators, and Tenders5.3%L1L1L120%20 minPhysical presence, Access to systems
Record information about work completed and machine settings.Textile Knitting and Weaving Machine Setters, Operators, and Tenders · supplemental task5.3%L1L1L245%12 minPhysical presence, Access to systems
Notify supervisors or repair staff of mechanical malfunctions.Textile Knitting and Weaving Machine Setters, Operators, and Tenders5.2%L1L1L238%8 minPhysical presence, Access to systems
Install, level, and align machine components such as gears, chains, guides, dies, cutters, or needles to set up machinery for operation.Textile Knitting and Weaving Machine Setters, Operators, and Tenders · supplemental task4.9%L0L0L110%1.3 hPhysical presence, Access to systems
Stop machines when specified amounts of product have been produced.Textile Knitting and Weaving Machine Setters, Operators, and Tenders4.8%L1L1L115%5 minPhysical presence, Access to systems
Study guides, loom patterns, samples, charts, or specification sheets, or confer with supervisors or engineering staff to determine setup requirements.Textile Knitting and Weaving Machine Setters, Operators, and Tenders · supplemental task4.7%L1L1L242%32 minPhysical presence, Access to systems
Confer with co-workers to obtain information about orders, processes, or problems.Textile Knitting and Weaving Machine Setters, Operators, and Tenders4.7%L1L1L225%15 minPhysical presence, Trust and care, Access to systems
Show the other 4 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Repair or replace worn or defective needles and other components, using hand tools.Textile Knitting and Weaving Machine Setters, Operators, and Tenders · supplemental task4.7%L0L0L16%25 minPhysical presence, Access to systems
Clean, oil, and lubricate machines, using air hoses, cleaning solutions, rags, oil cans, or grease guns.Textile Knitting and Weaving Machine Setters, Operators, and Tenders · supplemental task4.6%L0L0L04%30 minPhysical presence, Access to systems
Adjust machine heating mechanisms, tensions, and speeds to produce specified products.Textile Knitting and Weaving Machine Setters, Operators, and Tenders · supplemental task4.1%L1L1L112%28 minPhysical presence, Access to systems
Operate machines for test runs to verify adjustments and to obtain product samples.Textile Knitting and Weaving Machine Setters, Operators, and Tenders3.9%L0L0L112%45 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

MeasureValuePercentile
ADI (this index)5.4%10
Eloundou et al. (2024), GPT exposure β0.18733
Felten et al. (2021), AI occupational exposure-1.24210
Webb (2020), AI patent exposure10099
Eisfeldt et al. (2026), generative AI exposure0.1547
Anthropic Economic Index, observed use0.03255

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 (81)

Neighbouring occupations

Dashed line: weaving and knitting machine operators (5.4%).

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: Weaving and knitting machine operators (ISCO-08 8152), https://balamlabs.org/adi/occupations/8152

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: Weaving and knitting machine operators (ISCO-08 8152)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/8152.json.