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Balam Labs
ISCO-08 7532

Garment and related pattern-makers and cutters

31.0%
ADI · 244th of 433 · 95% interval 16.9–44.6

An AI agent can at least partly carry out 31.0% of the task time of garment and related pattern-makers and cutters, 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 full31.0%

244th of 433 · interval 16.9–44.6

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time28.8%

247th of 433 · interval 21.9–34.9

Evidence52

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

38%
31%
31%
L0No meaningful role · 37.7%L1Augmentation · 31.3%L2Partial delegation · 31.0%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence76%
Accountability0%
Trust and care1%
Access to systems62%

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

52 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Input specifications into computers to assist with pattern design and pattern cutting.Fabric and Apparel Patternmakers3.0%L2L2L262%52 minAccess to systems
Thread yarn, thread, or fabric through guides, needles, and rollers of machines.Textile Cutting Machine Setters, Operators, and Tenders · supplemental task2.9%L0L0L04%15 minPhysical presence
Draw details on outlined parts to indicate where parts are to be joined, as well as the positions of pleats, pockets, buttonholes, and other features, using computers or drafting instruments.Fabric and Apparel Patternmakers2.9%L2L2L258%52 minAccess to systems
Inspect products to ensure that the quality standards and specifications are met.Textile Cutting Machine Setters, Operators, and Tenders2.8%L1L1L120%12 minPhysical presence, Access to systems
Create a master pattern for each size within a range of garment sizes, using charts, drafting instruments, computers, or grading devices.Fabric and Apparel Patternmakers2.8%L2L2L258%4.0 hAccess to systems
Mark samples and finished patterns with information, such as garment size, section, style, identification, and sewing instructions.Fabric and Apparel Patternmakers2.8%L1L1L232%30 minPhysical presence
Make adjustments to patterns after fittings.Fabric and Apparel Patternmakers2.8%L1L1L245%1.1 hPhysical presence, Access to systems
Position and cut out master or sample patterns, using scissors and knives, or print out copies of patterns, using computers.Fabric and Apparel Patternmakers2.8%L1L1L230%1.3 hPhysical presence, Access to systems
Compute dimensions of patterns according to sizes, considering stretching of material.Fabric and Apparel Patternmakers2.7%L2L2L265%1.0 hAccess to systems
Adjust cutting techniques to types of fabrics and styles of garments.Textile Cutting Machine Setters, Operators, and Tenders · supplemental task2.6%L1L1L225%25 minPhysical presence, Access to systems
Draw outlines of pattern parts by adapting or copying existing patterns, or by drafting new patterns.Fabric and Apparel Patternmakers2.6%L2L2L255%1.8 hAccess to systems
Operate machines to cut multiple layers of fabric into parts for articles such as canvas goods, house furnishings, garments, hats, or stuffed toys.Textile Cutting Machine Setters, Operators, and Tenders · supplemental task2.6%L1L1L112%52 minPhysical presence, Access to systems
Place patterns on top of layers of fabric and cut fabric following patterns, using electric or manual knives, cutters, or computer numerically controlled cutting devices.Textile Cutting Machine Setters, Operators, and Tenders2.6%L1L1L112%30 minPhysical presence, Access to systems
Start machines, monitor operations, and make adjustments as needed.Textile Cutting Machine Setters, Operators, and Tenders2.5%L0L0L112%2.2 hPhysical presence, Access to systems
Stop machines when specified amounts of product have been produced.Textile Cutting Machine Setters, Operators, and Tenders · supplemental task2.4%L0L1L012%8 minPhysical presence, Access to systems
Show the other 37 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Examine sketches, sample articles, and design specifications to determine quantities, shapes, and sizes of pattern parts, and to determine the amount of material or fabric required to make a product.Fabric and Apparel Patternmakers2.4%L2L2L255%1.5 hPhysical presence, Access to systems
Program electronic equipment.Textile Cutting Machine Setters, Operators, and Tenders · supplemental task2.4%L1L1L242%45 minPhysical presence, Access to systems
Discuss design specifications with designers, and convert their original models of garments into patterns of separate parts that can be laid out on a length of fabric.Fabric and Apparel Patternmakers2.4%L2L2L255%3.5 hPhysical presence, Access to systems
Create a paper pattern from which to mass-produce a design concept.Fabric and Apparel Patternmakers2.4%L2L2L258%4.0 hPhysical presence, Access to systems
Record information about work completed and machine settings.Textile Cutting Machine Setters, Operators, and Tenders2.4%L2L2L252%12 minPhysical presence, Access to systems
Adjust machine controls, such as heating mechanisms, tensions, or speeds, to produce specified products.Textile Cutting Machine Setters, Operators, and Tenders2.4%L1L1L118%22 minPhysical presence, Access to systems
Test patterns by making and fitting sample garments.Fabric and Apparel Patternmakers2.3%L1L1L118%3.5 hPhysical presence
Determine the best layout of pattern pieces to minimize waste of material, and mark fabric accordingly.Fabric and Apparel Patternmakers2.3%L2L2L265%1.1 hPhysical presence, Access to systems
Confer with coworkers to obtain information about orders, processes, or problems.Textile Cutting Machine Setters, Operators, and Tenders2.3%L1L1L225%18 minPhysical presence, Trust and care, Access to systems
Inspect machinery to determine whether repairs are needed.Textile Cutting Machine Setters, Operators, and Tenders2.2%L0L0L112%22 minPhysical presence, Access to systems
Create design specifications to provide instructions on garment sewing and assembly.Fabric and Apparel Patternmakers2.1%L2L2L262%2.3 hAccess to systems
Trace outlines of specified patterns onto material, and cut fabric, using scissors.Fabric and Apparel Patternmakers1.9%L0L0L03%38 minPhysical presence
Study guides, samples, charts, and specification sheets or confer with supervisors or engineering staff to determine set-up requirements.Textile Cutting Machine Setters, Operators, and Tenders · supplemental task1.9%L2L2L252%32 minPhysical presence, Access to systems
Trace outlines of paper onto cardboard patterns, and cut patterns into parts to make templates.Fabric and Apparel Patternmakers1.9%L0L1L012%30 minPhysical presence
Notify supervisors of mechanical malfunctions.Textile Cutting Machine Setters, Operators, and Tenders1.8%L1L1L238%8 minPhysical presence, Access to systems
Install, level, and align components, such as gears, chains, guides, dies, cutters, or needles, to set up machinery for operation.Textile Cutting Machine Setters, Operators, and Tenders · supplemental task1.8%L0L0L110%52 minPhysical presence, Access to systems
Operate machines for test runs to verify adjustments and to obtain product samples.Textile Cutting Machine Setters, Operators, and Tenders · supplemental task1.6%L0L0L110%38 minPhysical presence, Access to systems
Clean, oil, and lubricate machines, using air hoses, cleaning solutions, rags, oilcans, and grease guns.Textile Cutting Machine Setters, Operators, and Tenders1.5%L0L0L14%25 minPhysical presence, Access to systems
Repair or replace worn or defective parts or components, using hand tools.Textile Cutting Machine Setters, Operators, and Tenders1.5%L0L0L110%38 minPhysical presence
Trim excess material or cut threads off finished products, such as cutting loose ends of plastic off a manufactured toy for a smoother finish.Cutters and Trimmers, Hand1.4%L0L0L04%2 minPhysical presence
Unroll, lay out, attach, or mount materials or items on cutting tables or machines.Cutters and Trimmers, Hand1.3%L0L0L04%12 minPhysical presence
Mark identification numbers, trademarks, grades, marketing data, sizes, or model numbers on products.Cutters and Trimmers, Hand1.3%L0L0L05%10 minPhysical presence, Access to systems
Fold or shape materials before or after cutting them.Cutters and Trimmers, Hand1.3%L0L0L02%10 minPhysical presence
Cut, shape, and trim materials, such as textiles, food, glass, stone, and metal, using knives, scissors, and other hand tools, portable power tools, or bench-mounted tools.Cutters and Trimmers, Hand1.3%L0L0L15%30 minPhysical presence
Mark cutting lines around patterns or templates, or follow layout points, using squares, rules, and straightedges, and chalk, pencils, or scribes.Cutters and Trimmers, Hand1.2%L0L0L04%15 minPhysical presence
Mark or discard items with defects such as spots, stains, scars, snags, chips, scratches, or unacceptable shapes or finishes.Cutters and Trimmers, Hand1.2%L0L1L08%4 minPhysical presence, Access to systems
Position templates or measure materials to locate specified points of cuts or to obtain maximum yields, using rules, scales, or patterns.Cutters and Trimmers, Hand1.2%L1L1L110%20 minPhysical presence
Read work orders to determine dimensions, cutting locations, and quantities to cut.Cutters and Trimmers, Hand1.2%L2L2L372%8 minPhysical presence, Access to systems
Separate materials or products according to size, weight, type, condition, color, or shade.Cutters and Trimmers, Hand1.2%L0L0L04%20 minPhysical presence, Access to systems
Stack cut items and load them on racks or conveyors or onto trucks.Cutters and Trimmers, Hand · supplemental task1.1%L0L0L02%20 minPhysical presence
Adjust guides and stops to control depths and widths of cuts.Cutters and Trimmers, Hand · supplemental task1.1%L0L0L04%8 minPhysical presence, Access to systems
Lower table-mounted cutters such as knife blades, cutting wheels, or saws to cut items to specified sizes.Cutters and Trimmers, Hand · supplemental task1.0%L0L0L02%18 minPhysical presence
Count or weigh and bundle items.Cutters and Trimmers, Hand · supplemental task1.0%L0L0L04%10 minPhysical presence
Clean, treat, buff, or polish finished items, using grinders, brushes, chisels, and cleaning solutions and polishing materials.Cutters and Trimmers, Hand · supplemental task0.9%L0L0L04%28 minPhysical presence
Transport items to work or storage areas, using carts.Cutters and Trimmers, Hand · supplemental task0.8%L0L0L00%10 minPhysical presence
Route items to provide cutouts for parts, using portable routers, grinders, and hand tools.Cutters and Trimmers, Hand · supplemental task0.8%L0L0L16%25 minPhysical presence
Replace or sharpen dulled cutting tools such as saws.Cutters and Trimmers, Hand0.7%L0L0L04%20 minPhysical presence

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)31.0%44
Eloundou et al. (2024), GPT exposure β0.26644
Felten et al. (2021), AI occupational exposure-0.63236
Webb (2020), AI patent exposure83.280
Eisfeldt et al. (2026), generative AI exposure0.11942
Anthropic Economic Index, observed use0.00637

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 (75)

Neighbouring occupations

Dashed line: garment and related pattern-makers and cutters (31.0%).

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: Garment and related pattern-makers and cutters (ISCO-08 7532), https://balamlabs.org/adi/occupations/7532

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: Garment and related pattern-makers and cutters (ISCO-08 7532)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/7532.json.