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Balam Labs
ISCO-08 8131

Chemical products plant and machine operators

19.9%
ADI · 299th of 433 · 95% interval 10.5–31.0

An AI agent can at least partly carry out 19.9% of the task time of chemical products plant and 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 full19.9%

299th of 433 · interval 10.5–31.0

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time21.5%

299th of 433 · interval 17.1–26.2

Evidence122

task statements rated by two models and weighted by importance and frequency. World employment: 2.1 million.

Task weight by level

How the tasks rate

45%
35%
20%
L0No meaningful role · 45.4%L1Augmentation · 34.6%L2Partial delegation · 19.9%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence93%
Accountability27%
Trust and care3%
Access to systems72%

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

122 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Record operational data, such as temperatures, pressures, ingredients used, processing times, or test results.Chemical Equipment Operators and Tenders2.6%L2L2L260%18 minPhysical presence, Accountability, Access to systems
Control or operate equipment in which chemical changes or reactions take place during the processing of industrial or consumer products.Chemical Equipment Operators and Tenders2.5%L1L1L122%4.5 hPhysical presence, Accountability, Access to systems
Monitor gauges, recording instruments, flowmeters, or products to ensure that specified conditions are maintained.Chemical Equipment Operators and Tenders2.5%L2L2L248%2.3 hPhysical presence, Accountability, Access to systems
Adjust controls to regulate temperature, pressure, feed, or flow of liquids or gases and times of prescribed reactions, according to knowledge of equipment and processes.Chemical Equipment Operators and Tenders2.5%L2L2L240%30 minPhysical presence, Accountability, Access to systems
Observe safety precautions to prevent fires or explosions.Chemical Equipment Operators and Tenders2.4%L0L0L110%25 minPhysical presence, Accountability, Access to systems
Patrol work areas to detect leaks or equipment malfunctions or to monitor operating conditions.Chemical Equipment Operators and Tenders2.4%L1L1L230%1.0 hPhysical presence, Accountability, Access to systems
Draw samples of products at specified stages so that analyses can be performed.Chemical Equipment Operators and Tenders2.4%L0L0L111%20 minPhysical presence, Accountability, Access to systems
Open valves or start pumps, agitators, reactors, blowers, or automatic feed of materials.Chemical Equipment Operators and Tenders2.3%L1L1L230%10 minPhysical presence, Accountability, Access to systems
Test product samples for specific gravity, chemical characteristics, pH levels, concentrations, or viscosities, or send them to laboratories for testing.Chemical Equipment Operators and Tenders2.2%L1L1L120%28 minPhysical presence, Access to systems
Inspect equipment or units to detect leaks or malfunctions, shutting equipment down, if necessary.Chemical Equipment Operators and Tenders2.1%L1L1L228%38 minPhysical presence, Accountability, Access to systems
Measure, weigh, and mix chemical ingredients, according to specifications.Chemical Equipment Operators and Tenders2.1%L1L1L112%38 minPhysical presence, Accountability, Access to systems
Read plant specifications to determine products, ingredients, or prescribed modifications of plant procedures.Chemical Equipment Operators and Tenders2.1%L2L2L268%22 minAccountability, Access to systems
Dump or scoop prescribed solid, granular, or powdered materials into equipment.Chemical Equipment Operators and Tenders1.9%L0L0L04%12 minPhysical presence, Accountability, Access to systems
Add treating or neutralizing agents to products, and pump products through filters or centrifuges to remove impurities or to precipitate products.Chemical Equipment Operators and Tenders1.9%L1L1L115%1.1 hPhysical presence, Accountability, Access to systems
Estimate materials required for production and manufacturing of products.Chemical Equipment Operators and Tenders1.9%L2L2L265%52 minAccess to systems
Show the other 107 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Observe and compare colors and consistencies of products to instrument readings and to laboratory and standard test results.Chemical Equipment Operators and Tenders1.9%L1L1L232%15 minPhysical presence, Access to systems
Direct activities of workers assisting in control or verification of processes or in unloading of materials.Chemical Equipment Operators and Tenders1.8%L1L1L118%45 minPhysical presence, Accountability, Trust and care, Access to systems
Notify maintenance engineers of equipment malfunctions.Chemical Equipment Operators and Tenders1.7%L2L2L255%10 minPhysical presence, Access to systems
Drain equipment, and pump water or other solutions through to flush and clean tanks or equipment.Chemical Equipment Operators and Tenders1.5%L0L0L19%1.3 hPhysical presence, Accountability, Access to systems
Monitor material flow or instruments, such as temperature or pressure gauges, indicators, or meters, to ensure optimal processing conditions.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.5%L2L2L242%4.3 hPhysical presence, Access to systems
Make minor repairs, lubricate, and maintain equipment, using hand tools.Chemical Equipment Operators and Tenders1.5%L0L0L110%45 minPhysical presence, Accountability, Access to systems
Dump, pour, or load specified amounts of refined or unrefined materials into equipment or containers for further processing or storage.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.4%L0L0L18%18 minPhysical presence, Accountability, Access to systems
Set up or adjust machine controls to regulate conditions such as material flow, temperature, or pressure.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.4%L1L1L120%25 minPhysical presence, Access to systems
Operate machines to process materials in compliance with applicable safety, energy, or environmental regulations.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.4%L1L1L222%4.5 hPhysical presence, Accountability, Access to systems
Inventory supplies received and consumed.Chemical Equipment Operators and Tenders1.4%L2L2L252%45 minPhysical presence, Access to systems
Examine samples to verify qualities such as clarity, cleanliness, consistency, dryness, or texture.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.4%L1L1L110%12 minPhysical presence, Access to systems
Turn valves or move controls to admit, drain, separate, filter, clarify, mix, or transfer materials.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.4%L1L1L112%18 minPhysical presence, Accountability, Access to systems
Flush or clean equipment, using steam hoses or mechanical reamers.Chemical Equipment Operators and Tenders1.4%L0L0L03%52 minPhysical presence, Accountability, Access to systems
Collect samples of materials or products for laboratory analysis.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.3%L0L0L110%20 minPhysical presence, Accountability, Access to systems
Start agitators, shakers, conveyors, pumps, or centrifuge machines.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.3%L1L1L115%5 minPhysical presence, Accountability, Access to systems
Measure or weigh materials to be refined, mixed, transferred, stored, or otherwise processed.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders · supplemental task1.3%L1L1L115%20 minPhysical presence, Accountability, Access to systems
Implement appropriate industrial emergency response procedures.Chemical Equipment Operators and Tenders1.3%L0L0L220%1.1 hPhysical presence, Accountability, Trust and care, Access to systems
Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.2%L1L1L228%30 minPhysical presence, Accountability, Access to systems
Maintain logs of instrument readings, test results, or shift production for entry in computer databases.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.2%L2L2L370%30 minPhysical presence, Accountability, Access to systems
Test samples to determine viscosity, acidity, specific gravity, or degree of concentration, using test equipment such as viscometers, pH meters, or hydrometers.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders · supplemental task1.2%L1L1L112%18 minPhysical presence, Accountability, Access to systems
Communicate processing instructions to other workers.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.1%L2L2L250%22 minPhysical presence, Trust and care, Access to systems
Turn valves to pump sterilizing solutions or rinse water through pipes or equipment or to spray vats with atomizers.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders1.1%L0L0L04%18 minPhysical presence, Accountability, Access to systems
Remove clogs, defects, or impurities from machines, tanks, conveyors, screens, or other processing equipment.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders0.9%L0L0L04%30 minPhysical presence, Accountability, Access to systems
Clean or sterilize tanks, screens, inflow pipes, production areas, or equipment, using hoses, brushes, scrapers, or chemical solutions.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders0.9%L0L0L16%1.3 hPhysical presence, Accountability, Access to systems
Install, maintain, or repair hoses, pumps, filters, or screens to maintain processing equipment, using hand tools.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders · supplemental task0.9%L0L0L18%1.1 hPhysical presence, Access to systems
Connect pipes between vats and processing equipment.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders · supplemental task0.8%L0L0L16%38 minPhysical presence, Accountability, Access to systems
Assemble fittings, valves, bowls, plates, disks, impeller shafts, or other parts to prepare equipment for operation.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders · supplemental task0.8%L0L0L04%1.3 hPhysical presence, Accountability, Access to systems
Remove full containers from discharge outlets and replace them with empty containers.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders · supplemental task0.7%L0L0L04%4 minPhysical presence, Access to systems
Place glass into dies or molds of presses and control presses to form products, such as glassware components or optical blanks.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.6%L0L0L04%10 minPhysical presence, Access to systems
Verify depths and dimensions of cuts or carvings to ensure adherence to specifications, blueprints, or models, using measuring instruments.Stone Cutters and Carvers, Manufacturing0.6%L0L0L115%15 minPhysical presence, Access to systems
Spray or swab molds with oil solutions to prevent adhesion of glass.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.6%L0L0L02%5 minPhysical presence
Move fingers over surfaces of carvings to ensure smoothness of finish.Stone Cutters and Carvers, Manufacturing0.6%L0L0L02%10 minPhysical presence, Access to systems
Heat glass to pliable stage, using gas flames or ovens and rotating glass to heat it uniformly.Glass Blowers, Molders, Benders, and Finishers0.6%L0L0L02%18 minPhysical presence, Access to systems
Inspect, weigh, and measure products to verify conformance to specifications, using instruments such as micrometers, calipers, magnifiers, or rulers.Glass Blowers, Molders, Benders, and Finishers0.6%L0L0L05%8 minPhysical presence, Access to systems
Blow tubing into specified shapes to prevent glass from collapsing, using compressed air or own breath, or blow and rotate gathers in molds or on boards to obtain final shapes.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.6%L0L0L02%18 minPhysical presence
Cut, shape, and finish rough blocks of building or monumental stone, according to diagrams or patterns.Stone Cutters and Carvers, Manufacturing0.6%L0L0L16%6.0 hPhysical presence
Shape, trim, or touch up roughed-out designs with appropriate tools to finish carvings.Stone Cutters and Carvers, Manufacturing0.6%L0L0L04%1.5 hPhysical presence
Adjust wheel speeds according to the feel of the clay as pieces enlarge and walls become thinner.Potters, Manufacturing0.5%L0L0L02%15 minPhysical presence
Position balls of clay in centers of potters' wheels, and start motors or pump treadles with feet to revolve wheels.Potters, Manufacturing0.5%L0L0L00%2 minPhysical presence
Study artistic objects or graphic materials, such as models, sketches, or blueprints, to plan carving or cutting techniques.Stone Cutters and Carvers, Manufacturing · supplemental task0.5%L1L1L242%1.1 hPhysical presence
Shape, bend, or join sections of glass, using paddles, pressing and flattening hand tools, or cork.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.5%L0L0L02%25 minPhysical presence
Carve designs or figures in full or bas relief on stone, employing knowledge of stone carving techniques and sense of artistry to produce carvings consistent with designers' plans.Stone Cutters and Carvers, Manufacturing · supplemental task0.5%L0L0L19%6.5 hPhysical presence
Lay out designs or dimensions from sketches or blueprints on stone surfaces, freehand or by transferring them from tracing paper, using scribes or chalk and measuring instruments.Stone Cutters and Carvers, Manufacturing0.5%L1L1L112%38 minPhysical presence
Record manufacturing information, such as quantities, sizes, or types of goods produced.Glass Blowers, Molders, Benders, and Finishers0.5%L1L1L250%10 minPhysical presence, Access to systems
Raise and shape clay into wares, such as vases and pitchers, on revolving wheels, using hands, fingers, and thumbs.Potters, Manufacturing0.5%L0L0L02%20 minPhysical presence
Drill holes and cut or carve moldings and grooves in stone, according to diagrams and patterns.Stone Cutters and Carvers, Manufacturing0.5%L0L0L110%1.8 hPhysical presence
Move pieces from wheels so that they can dry.Potters, Manufacturing0.5%L0L0L01%2 minPhysical presence
Set up and adjust machine press stroke lengths and pressures and regulate oven temperatures, according to glass types to be processed.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.5%L1L1L118%38 minPhysical presence, Access to systems
Determine types and quantities of glass required to fabricate products.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.5%L2L2L260%38 minAccess to systems
Press thumbs into centers of revolving clay to form hollows, and press on the inside and outside of emerging clay cylinders with hands and fingers, gradually raising and shaping clay to desired forms and sizes.Potters, Manufacturing0.5%L0L0L00%15 minPhysical presence
Design and create glass objects, using blowpipes and artisans' hand tools and equipment.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.5%L0L0L18%2.8 hPhysical presence
Operate and maintain finishing machines to grind, drill, sand, bevel, decorate, wash, or polish glass or glass products.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.5%L0L0L16%2.5 hPhysical presence, Access to systems
Select chisels, pneumatic or surfacing tools, or sandblasting nozzles, and determine sequence of use.Stone Cutters and Carvers, Manufacturing0.5%L1L1L232%22 minPhysical presence, Access to systems
Carve rough designs freehand or by chipping along marks on stone, using mallets and chisels or pneumatic tools.Stone Cutters and Carvers, Manufacturing · supplemental task0.5%L0L0L04%2.0 hPhysical presence
Smooth surfaces of carvings, using rubbing stones.Stone Cutters and Carvers, Manufacturing · supplemental task0.5%L0L0L00%1.4 hPhysical presence
Pull wires through bases of articles and wheels to separate finished pieces.Potters, Manufacturing0.4%L0L0L00%10 minPhysical presence
Smooth surfaces of finished pieces, using rubber scrapers and wet sponges.Potters, Manufacturing0.4%L0L0L12%15 minPhysical presence
Guide nozzles over stone, following stencil outlines, or chip along marks to create designs or to work surfaces down to specified finishes.Stone Cutters and Carvers, Manufacturing · supplemental task0.4%L0L0L02%1.5 hPhysical presence
Brush or spray mold surfaces with parting agents or insert paper into molds to ensure smoothness and prevent sticking or seepage.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.4%L0L0L02%10 minPhysical presence
Develop sketches of glass products into blueprint specifications, applying knowledge of glass technology and glass blowing.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.4%L2L2L260%2.5 h–
Verify accuracy of shapes and sizes of objects, using calipers and templates.Potters, Manufacturing0.4%L0L0L112%10 minPhysical presence
Load sandblasting equipment with abrasives, attach nozzles to hoses, and turn valves to admit compressed air and activate jets.Stone Cutters and Carvers, Manufacturing · supplemental task0.4%L0L0L02%15 minPhysical presence
Remove or add stencils during blasting to create differing cut depths, intricate designs, or rough, pitted finishes.Stone Cutters and Carvers, Manufacturing · supplemental task0.4%L0L0L19%38 minPhysical presence
Align and assemble parts to produce completed products, using gauges and hand tools.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.4%L0L0L04%30 minPhysical presence, Access to systems
Copy drawings on rough clay or plaster models.Stone Cutters and Carvers, Manufacturing · supplemental task0.4%L0L0L04%1.8 hPhysical presence
Superimpose bent tubing on asbestos patterns to ensure accuracy.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.4%L0L0L04%9 minPhysical presence
Load or stack filled molds in ovens, dryers, or curing boxes, or on storage racks or carts.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.4%L0L0L04%22 minPhysical presence
Clean, finish, and lubricate molds and mold parts.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.4%L0L0L04%38 minPhysical presence
Attach handles to pottery pieces.Potters, Manufacturing0.4%L0L0L04%9 minPhysical presence
Cut lengths of tubing to specified sizes, using files or cutting wheels.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.4%L0L0L04%8 minPhysical presence
Read work orders or examine parts to determine parts or sections of products to be produced.Molders, Shapers, and Casters, Except Metal and Plastic0.4%L1L1L245%12 minPhysical presence, Access to systems
Separate models or patterns from molds and examine products for accuracy.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.4%L0L0L16%18 minPhysical presence
Trim or remove excess material, using scrapers, knives, or band saws.Molders, Shapers, and Casters, Except Metal and Plastic0.3%L0L0L02%18 minPhysical presence
Dress stone surfaces, using bushhammers.Stone Cutters and Carvers, Manufacturing · supplemental task0.3%L0L0L02%1.4 hPhysical presence
Assemble, insert, and adjust wires, tubes, cores, fittings, rods, or patterns into molds, using hand tools and depth gauges.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L04%25 minPhysical presence, Access to systems
Operate and adjust controls of heating equipment to melt material or to cure, dry, or bake filled molds.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L110%40 minPhysical presence, Access to systems
Select sizes and types of molds according to instructions.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L1L1L242%20 minPhysical presence, Access to systems
Engrave or stamp identifying symbols, letters, or numbers on products.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L215%12 minPhysical presence, Access to systems
Remove excess materials and level and smooth wet mold mixtures.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L04%18 minPhysical presence
Start machine units and conveyors and observe lights and gauges on panel board to verify operational efficiency.Potters, Manufacturing · supplemental task0.3%L0L1L010%15 minPhysical presence, Access to systems
Set the proper operating temperature for each casting.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L1L1L232%18 minPhysical presence, Access to systems
Withdraw cores or other loose mold members after castings solidify.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L02%15 minPhysical presence, Access to systems
Place rubber hoses on ends of tubing and charge tubing with gas.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.3%L0L0L02%12 minPhysical presence
Prepare work for sale or exhibition, and maintain relationships with retail, pottery, art, and resource networks that can facilitate sale or exhibition of work.Potters, Manufacturing0.3%L2L2L242%2.5 hPhysical presence, Trust and care
Operate drying chambers to dry or finish molded ceramic ware.Potters, Manufacturing · supplemental task0.3%L0L0L220%52 minPhysical presence, Access to systems
Repair broken scrolls by replacing them with new sections of tubing.Glass Blowers, Molders, Benders, and Finishers · supplemental task0.3%L0L0L04%1.1 hPhysical presence
Smooth surfaces of molds, using scraping tools or sandpaper.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L14%1.0 hPhysical presence
Operate gas or electric kilns to fire pottery pieces.Potters, Manufacturing0.3%L1L1L218%2.8 hPhysical presence, Access to systems
Examine finished ware for defects and measure dimensions, using rule and thickness gauge.Potters, Manufacturing0.3%L0L0L110%8 minPhysical presence
Measure and cut products to specified dimensions, using measuring and cutting instruments.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L04%15 minPhysical presence
Measure ingredients and mix molding, casting material, or sealing compounds to prescribed consistencies, according to formulas.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L110%30 minPhysical presence
Adjust pressures, temperatures, and trimming tool settings as required.Potters, Manufacturing · supplemental task0.3%L1L1L112%15 minPhysical presence, Access to systems
Mix and apply glazes to pottery pieces, using tools, such as spray guns.Potters, Manufacturing0.3%L0L0L19%52 minPhysical presence
Pour, pack, spread, or press plaster, concrete, or other materials into or around models or molds.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L04%38 minPhysical presence
Construct or form molds for use in casting clay or plaster objects, using plaster, fiberglass, rubber, casting machines, patterns, or flasks.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L110%2.5 hPhysical presence
Verify dimensions of products, using measuring instruments, such as calipers, vernier gauges, or protractors.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L110%8 minPhysical presence, Accountability
Patch broken edges or fractures, using clay or plaster.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L16%38 minPhysical presence
Tap or tilt molds to ensure uniform distribution of materials.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L01%5 minPhysical presence
Repair mold defects, such as cracks or broken edges, using patterns, mold boxes, or hand tools.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L16%30 minPhysical presence, Access to systems
Bore holes or cut grates, risers, or pouring spouts in molds, using power tools.Molders, Shapers, and Casters, Except Metal and Plastic · supplemental task0.3%L0L0L04%22 minPhysical presence
Pack and ship pottery to stores or galleries for retail sale.Potters, Manufacturing0.3%L1L1L225%1.0 hPhysical presence, Access to systems
Maintain supplies of tools, equipment, and materials, and order additional supplies as needed.Potters, Manufacturing0.3%L2L2L248%45 minPhysical presence, Access to systems
Operate pug mills to blend and extrude clay.Potters, Manufacturing0.3%L0L0L04%38 minPhysical presence, Access to systems
Design clay forms and molds, and decorations for forms.Potters, Manufacturing · supplemental task0.2%L1L1L232%3.5 hPhysical presence
Design spaces to display pottery for sale.Potters, Manufacturing0.2%L1L1L242%3.5 hPhysical presence, Access to systems
Perform test-fires of pottery to determine how to achieve specific colors and textures.Potters, Manufacturing0.2%L1L1L228%4.8 hPhysical presence
Teach pottery classes.Potters, Manufacturing · supplemental task0.1%L1L1L120%1.8 hPhysical presence, Trust and care

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)19.9%31
Eloundou et al. (2024), GPT exposure β0.12222
Felten et al. (2021), AI occupational exposure-0.81729
Webb (2020), AI patent exposure63.07757
Eisfeldt et al. (2026), generative AI exposure0.08434
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: chemical products plant and machine operators (19.9%).

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: Chemical products plant and machine operators (ISCO-08 8131), https://balamlabs.org/adi/occupations/8131

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: Chemical products plant and machine operators (ISCO-08 8131)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/8131.json.