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Balam Labs
ISCO-08 8157

Laundry machine operators

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 laundry machine operators, and finish 0.0% alone. Most of the rest requires physical presence.

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 time6.4%

428th of 433 · interval 3.7–10.8

Evidence23

task statements rated by two models and weighted by importance and frequency. World employment: 1.5 million.

Task weight by level

How the tasks rate

92%
8%
L0No meaningful role · 92.0%L1Augmentation · 8.0%L2Partial delegation · 0.0%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence98%
Accountability2%
Trust and care0%
Access to systems19%

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

23 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Load articles into washers or dry-cleaning machines, or direct other workers to perform loading.Laundry and Dry-Cleaning Workers5.5%L0L0L05%10 minPhysical presence
Start washers, dry cleaners, driers, or extractors, and turn valves or levers to regulate machine processes and the volume of soap, detergent, water, bleach, starch, and other additives.Laundry and Dry-Cleaning Workers5.3%L0L0L04%9 minPhysical presence, Access to systems
Apply bleaching powders to spots and spray them with steam to remove stains from fabrics that do not respond to other cleaning solvents.Laundry and Dry-Cleaning Workers · supplemental task5.3%L0L0L02%10 minPhysical presence, Access to systems
Sort and count articles removed from dryers, and fold, wrap, or hang them.Laundry and Dry-Cleaning Workers5.2%L0L0L04%22 minPhysical presence
Remove items from washers or dry-cleaning machines, or direct other workers to do so.Laundry and Dry-Cleaning Workers5.1%L0L0L04%12 minPhysical presence
Operate extractors and driers, or direct their operation.Laundry and Dry-Cleaning Workers5.1%L0L0L04%38 minPhysical presence, Access to systems
Spray steam, water, or air over spots to flush out chemicals, dry material, raise naps, or brighten colors.Laundry and Dry-Cleaning Workers · supplemental task4.8%L0L0L02%4 minPhysical presence
Examine and sort into lots articles to be cleaned, according to color, fabric, dirt content, and cleaning technique required.Laundry and Dry-Cleaning Workers4.8%L0L0L19%18 minPhysical presence
Clean machine filters, and lubricate equipment.Laundry and Dry-Cleaning Workers4.6%L0L0L04%22 minPhysical presence, Access to systems
Receive and mark articles for laundry or dry cleaning with identifying code numbers or names, using hand or machine markers.Laundry and Dry-Cleaning Workers4.5%L0L0L04%2 minPhysical presence
Determine spotting procedures and proper solvents, based on fabric and stain types.Laundry and Dry-Cleaning Workers · supplemental task4.5%L1L1L245%12 minPhysical presence
Match sample colors, applying knowledge of bleaching agent and dye properties, and types, construction, conditions, and colors of articles.Laundry and Dry-Cleaning Workers · supplemental task4.4%L0L0L112%25 minPhysical presence, Access to systems
Inspect soiled articles to determine sources of stains, to locate color imperfections, and to identify items requiring special treatment.Laundry and Dry-Cleaning Workers · supplemental task4.2%L0L0L110%4 minPhysical presence
Mix and add detergents, dyes, bleaches, starches, and other solutions and chemicals to clean, color, dry, or stiffen articles.Laundry and Dry-Cleaning Workers · supplemental task4.1%L0L0L16%15 minPhysical presence, Accountability
Operate machines that comb, dry and polish furs, clean, sterilize and fluff feathers and blankets, or roll and package towels.Laundry and Dry-Cleaning Workers · supplemental task4.1%L0L0L04%38 minPhysical presence, Access to systems
Show the other 8 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Sprinkle chemical solvents over stains, and pat areas with brushes or sponges to remove stains.Laundry and Dry-Cleaning Workers · supplemental task4.0%L0L0L02%4 minPhysical presence
Mix bleaching agents with hot water in vats, and soak material until it is bleached.Laundry and Dry-Cleaning Workers · supplemental task3.9%L0L0L04%32 minPhysical presence
Pre-soak, sterilize, scrub, spot-clean, and dry contaminated or stained articles, using neutralizer solutions and portable machines.Laundry and Dry-Cleaning Workers · supplemental task3.8%L0L0L04%15 minPhysical presence
Iron or press articles, fabrics, and furs, using hand irons or pressing machines.Laundry and Dry-Cleaning Workers · supplemental task3.7%L0L0L02%5 minPhysical presence
Identify articles' fabrics and original dyes by sight and touch, or by testing samples with fire or chemical reagents.Laundry and Dry-Cleaning Workers · supplemental task3.5%L1L1L111%8 minPhysical presence
Hang curtains, drapes, blankets, pants, and other garments on stretch frames to dry.Laundry and Dry-Cleaning Workers · supplemental task3.3%L0L0L02%9 minPhysical presence
Spread soiled articles on work tables, and position stained portions over vacuum heads or on marble slabs.Laundry and Dry-Cleaning Workers · supplemental task3.2%L0L0L00%4 minPhysical presence
Immerse articles in bleaching baths to strip colors.Laundry and Dry-Cleaning Workers · supplemental task3.0%L0L0L04%32 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)0.0%4
Eloundou et al. (2024), GPT exposure β0.08817
Felten et al. (2021), AI occupational exposure-1.05418
Webb (2020), AI patent exposure6356
Eisfeldt et al. (2026), generative AI exposure04
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 (81)

Neighbouring occupations

Dashed line: laundry machine operators (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: Laundry machine operators (ISCO-08 8157), https://balamlabs.org/adi/occupations/8157

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: Laundry machine operators (ISCO-08 8157)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/8157.json.