AI exposure: Textile Bleaching and Dyeing Machine Operators and Tenders
Operate or tend machines to bleach, shrink, wash, dye, or finish textiles or synthetic or glass fibers.
Reading this score
computedAt 19.9% of weighted task load, Textile Bleaching and Dyeing Machine Operators and Tenders sits at the 36th percentile, below the point where a job's centre of gravity has moved. 70.2% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is embodiment. Across this occupation's 23 tasks it averages 2.43 out of 3, the highest of the five friction dimensions. In plain terms, the work has to happen in physical space. A language model cannot move matter. Until the robotics to do this work is both good enough and cheap enough to deploy widely, capability in software does not reach it.
The most exposed thing this job does is Record production information such as fabric yardage processed, temperature readings, fabric..., at 73.3%. The least is Install, level, and align components such as gears, chains, dies, cutters, and needles, at 0.0%. A gap of 73.3% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within production occupations, this one is more exposed than most. The median across the 107 roles in the group is 16.1%, and only 27 of them score higher than this. Occupational families are not uniform, and the spread inside them is often wider than the gap between them.
What would move this score. Of 23 tasks, 7 are currently banded exposed, 0 assisted and 16 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.12 | 0-4 |
| Embodiment | 2.43 | 0-3 |
| Presence | 0.36 | 0-3 |
| Accountability | 0.50 | 0-3 |
| Context | 1.03 | 0-3 |
| Verification cost | 0.72 | 0-3 |
Task by task
23 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Record production information such as fabric yardage processed, temperature readings, fabric tensions, and machine speeds. | 73.3% | 26.7% | 0.0% | 4.16 | exposed |
| Confer with coworkers to get information about order details, processing plans, or problems that occur. | 60.0% | 15.0% | 25.0% | 4.06 | exposed |
| Key in processing instructions to program electronic equipment. | 55.0% | 20.0% | 25.0% | 4.37 | exposed |
| Notify supervisors or mechanics of equipment malfunctions. | 45.0% | 30.0% | 25.0% | 4.53 | exposed |
| Study guides, charts, and specification sheets, and confer with supervisors to determine machine setup requirements. | 43.8% | 18.8% | 37.5% | 4.38 | exposed |
| Observe display screens, control panels, equipment, and cloth entering or exiting processes to determine if equipment is operating correctly. | 30.0% | 20.0% | 50.0% | 4.55 | exposed |
| Monitor factors such as temperatures and dye flow rates to ensure that they are within specified ranges. | 30.0% | 20.0% | 50.0% | 4.53 | exposed |
| Examine and feel products to identify defects and variations from coloring and other processing standards. | 18.3% | 6.7% | 75.0% | 4.45 | untouched |
| Soak specified textile products for designated times. | 18.3% | 6.7% | 75.0% | 4.39 | untouched |
| Adjust equipment controls to maintain specified heat, tension, and speed. | 17.5% | 7.5% | 75.0% | 4.45 | untouched |
| Inspect machinery to determine necessary adjustments and repairs. | 13.3% | 11.7% | 75.0% | 4.06 | untouched |
| Prepare dyeing machines for production runs, and conduct test runs of machines to ensure their proper operation. | 11.7% | 13.3% | 75.0% | 4.37 | untouched |
| Test solutions used to process textile goods to detect variations from standards. | 11.7% | 13.3% | 75.0% | 4.37 | untouched |
| Perform machine maintenance, such as cleaning and oiling equipment, and repair or replace worn or defective parts. | 4.3% | 4.1% | 91.7% | 3.71 | untouched |
| Weigh ingredients, such as dye, to be mixed together for use in textile processing. | 0.0% | 0.0% | 100.0% | 4.64 | untouched |
| Start and control machines and equipment to wash, bleach, dye, or otherwise process and finish fabric, yarn, thread, or other textile goods. | 0.0% | 0.0% | 100.0% | 4.58 | untouched |
| Add dyes, water, detergents, or chemicals to tanks to dilute or strengthen solutions, according to established formulas and solution test results. | 0.0% | 0.0% | 100.0% | 4.52 | untouched |
| Sew ends of cloth together, by hand or using machines, to form endless lengths of cloth to facilitate processing. | 0.0% | 0.0% | 100.0% | 4.53 | untouched |
| Ravel seams that connect cloth ends when processing is completed. | 0.0% | 0.0% | 100.0% | 4.47 | untouched |
| Remove dyed articles from tanks and machines for drying and further processing. | 0.0% | 0.0% | 100.0% | 4.46 | untouched |
| Thread ends of cloth or twine through specified sections of equipment prior to processing. | 0.0% | 0.0% | 100.0% | 4.14 | untouched |
| Mount rolls of cloth on machines, using hoists, or place textile goods in machines or pieces of equipment. | 0.0% | 0.0% | 100.0% | 3.92 | untouched |
| Install, level, and align components such as gears, chains, dies, cutters, and needles. | 0.0% | 0.0% | 100.0% | 3.82 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.