Skip to content
Balam Labs
ISCO-08 7513

Dairy-products makers

13.9%
ADI · 331st of 433 · 95% interval 4.5–24.7

An AI agent can at least partly carry out 13.9% of the task time of dairy-products makers, 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 full13.9%

331st of 433 · interval 4.5–24.7

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time17.6%

331st of 433 · interval 13.2–22.4

Evidence45

task statements rated by two models and weighted by importance and frequency. World employment: 2.6 million.

Task weight by level

How the tasks rate

51%
35%
14%
L0No meaningful role · 51.3%L1Augmentation · 34.8%L2Partial delegation · 13.9%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence95%
Accountability35%
Trust and care3%
Access to systems81%

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

45 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
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 Tenders3.3%L2L2L242%4.3 hPhysical presence, 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 Tenders3.1%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 Tenders3.1%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 Tenders3.0%L1L1L222%4.5 hPhysical presence, Accountability, 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 Tenders3.0%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 Tenders3.0%L1L1L112%18 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 Tenders2.8%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 Tenders2.7%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 task2.7%L1L1L115%20 minPhysical presence, Accountability, 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 Tenders2.7%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 Tenders2.5%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 task2.5%L1L1L112%18 minPhysical presence, Accountability, Access to systems
Communicate processing instructions to other workers.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders2.5%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 Tenders2.3%L0L0L04%18 minPhysical presence, Accountability, Access to systems
Record production and test data for each food product batch, such as the ingredients used, temperature, test results, and time cycle.Food Batchmakers2.2%L2L2L250%20 minPhysical presence, Accountability, Access to systems
Show the other 30 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Manipulate products, by hand or using machines, to separate, spread, knead, spin, cast, cut, pull, or roll products.Food Batchmakers · supplemental task2.2%L0L0L04%40 minPhysical presence
Set up, operate, and tend equipment that cooks, mixes, blends, or processes ingredients in the manufacturing of food products, according to formulas or recipes.Food Batchmakers2.1%L0L0L110%2.5 hPhysical presence, Accountability, Access to systems
Fill processing or cooking containers, such as kettles, rotating cookers, pressure cookers, or vats, with ingredients, by opening valves, by starting pumps or injectors, or by hand.Food Batchmakers · supplemental task2.1%L0L1L08%18 minPhysical presence, Accountability, Access to systems
Mix or blend ingredients, according to recipes, using a paddle or an agitator, or by controlling vats that heat and mix ingredients.Food Batchmakers2.1%L0L0L110%45 minPhysical presence, Accountability, Access to systems
Give directions to other workers who are assisting in the batchmaking process.Food Batchmakers2.1%L1L1L228%18 minPhysical presence, Trust and care, Access to systems
Follow recipes to produce food products of specified flavor, texture, clarity, bouquet, or color.Food Batchmakers2.1%L0L0L115%1.8 hPhysical presence, Accountability, Access to systems
Test food product samples for moisture content, acidity level, specific gravity, or butter-fat content, and continue processing until desired levels are reached.Food Batchmakers · supplemental task2.1%L1L1L115%30 minPhysical presence, Accountability, Access to systems
Select and measure or weigh ingredients, using English or metric measures and balance scales.Food Batchmakers2.1%L0L0L18%15 minPhysical presence
Observe gauges and thermometers to determine if the mixing chamber temperature is within specified limits, and turn valves to control the temperature.Food Batchmakers2.1%L1L1L125%8 minPhysical presence, Access to systems
Press switches and turn knobs to start, adjust, and regulate equipment, such as beaters, extruders, discharge pipes, and salt pumps.Food Batchmakers2.0%L0L0L08%8 minPhysical presence, Accountability, Access to systems
Observe and listen to equipment to detect possible malfunctions, such as leaks or plugging, and report malfunctions or undesirable tastes to supervisors.Food Batchmakers2.0%L0L1L010%22 minPhysical presence, 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 Tenders2.0%L0L0L04%30 minPhysical presence, Accountability, Access to systems
Cool food product batches on slabs or in water-cooled kettles.Food Batchmakers · supplemental task2.0%L0L0L04%45 minPhysical presence, Accountability, Access to systems
Place products on carts or conveyors to transfer them to the next stage of processing.Food Batchmakers · supplemental task2.0%L0L0L02%16 minPhysical presence, Access to systems
Grade food products according to government regulations or according to type, color, bouquet, and moisture content.Food Batchmakers · supplemental task2.0%L1L1L115%25 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 Tenders2.0%L0L0L16%1.3 hPhysical presence, Accountability, Access to systems
Determine mixing sequences, based on knowledge of temperature effects and of the solubility of specific ingredients.Food Batchmakers2.0%L2L2L262%38 minAccountability, Access to systems
Operate refining machines to reduce the particle size of cooked batches.Food Batchmakers · supplemental task2.0%L0L0L08%52 minPhysical presence, Accountability, Access to systems
Inspect vats after cleaning to ensure that fermentable residue has been removed.Food Batchmakers · supplemental task2.0%L0L0L114%15 minPhysical presence, Accountability, Access to systems
Homogenize or pasteurize material to prevent separation or to obtain prescribed butterfat content, using a homogenizing device.Food Batchmakers · supplemental task1.9%L0L0L18%38 minPhysical presence, Accountability, Access to systems
Examine, feel, and taste product samples during production to evaluate quality, color, texture, flavor, and bouquet, and document the results.Food Batchmakers1.9%L1L1L120%12 minPhysical presence
Turn valve controls to start equipment and to adjust operation to maintain product quality.Food Batchmakers1.9%L0L0L05%15 minPhysical presence, Accountability, Access to systems
Clean and sterilize vats and factory processing areas.Food Batchmakers1.9%L0L0L04%1.3 hPhysical presence, Accountability, Access to systems
Modify cooking and forming operations based on the results of sampling processes, adjusting time cycles and ingredients to achieve desired qualities, such as firmness or texture.Food Batchmakers1.9%L1L1L225%25 minPhysical 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 task1.9%L0L0L18%1.1 hPhysical presence, Access to systems
Inspect and pack the final product.Food Batchmakers · supplemental task1.8%L0L0L18%30 minPhysical presence, Accountability, Access to systems
Connect pipes between vats and processing equipment.Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders · supplemental task1.8%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 task1.7%L0L0L04%1.3 hPhysical presence, Accountability, Access to systems
Formulate or modify recipes for specific kinds of food products.Food Batchmakers · supplemental task1.4%L2L2L255%3.5 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 task1.4%L0L0L04%4 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)13.9%24
Eloundou et al. (2024), GPT exposure β0.11421
Felten et al. (2021), AI occupational exposure-0.65935
Webb (2020), AI patent exposure7871
Eisfeldt et al. (2026), generative AI exposure0.11841
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 (75)

Neighbouring occupations

Dashed line: dairy-products makers (13.9%).

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: Dairy-products makers (ISCO-08 7513), https://balamlabs.org/adi/occupations/7513

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: Dairy-products makers (ISCO-08 7513)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/7513.json.