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Balam Labs
ISCO-08 8171

Pulp and papermaking plant 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 pulp and papermaking plant 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 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 time11.8%

390th of 433 · interval 8.1–16.5

Evidence25

task statements rated by two models and weighted by importance and frequency. World employment: 0.4 million.

Task weight by level

How the tasks rate

71%
29%
L0No meaningful role · 70.8%L1Augmentation · 29.2%L2Partial delegation · 0.0%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence100%
Accountability4%
Trust and care0%
Access to systems72%

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

25 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Examine completed work to detect defects and verify conformance to work orders, and adjust machinery as necessary to correct production problems.Paper Goods Machine Setters, Operators, and Tenders5.5%L1L1L225%25 minPhysical presence, Access to systems
Monitor finished cartons as they drop from forming machines into rotating hoppers and into gravity feed chutes to prevent jamming.Paper Goods Machine Setters, Operators, and Tenders · supplemental task4.9%L0L0L05%16 minPhysical presence, Access to systems
Observe operation of various machines to detect and correct machine malfunctions such as improper forming, glue flow, or pasteboard tension.Paper Goods Machine Setters, Operators, and Tenders4.9%L1L1L118%25 minPhysical presence, Access to systems
Install attachments to machines for gluing, folding, printing, or cutting.Paper Goods Machine Setters, Operators, and Tenders · supplemental task4.5%L0L0L16%52 minPhysical presence
Place rolls of paper or cardboard on machine feed tracks, and thread paper through gluing, coating, and slitting rollers.Paper Goods Machine Setters, Operators, and Tenders · supplemental task4.5%L0L0L04%20 minPhysical presence, Access to systems
Stamp products with information such as dates, using hand stamps or automatic stamping devices.Paper Goods Machine Setters, Operators, and Tenders · supplemental task4.4%L0L0L02%4 minPhysical presence, Access to systems
Adjust guide assemblies, forming bars, and folding mechanisms according to specifications, using hand tools.Paper Goods Machine Setters, Operators, and Tenders · supplemental task4.3%L0L0L16%30 minPhysical presence, Access to systems
Observe machine operations, gauges, or thermometers, and adjust controls to maintain specified conditions.Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders4.1%L1L1L230%4.3 hPhysical presence, Access to systems
Cut products to specified dimensions, using hand or power cutters.Paper Goods Machine Setters, Operators, and Tenders · supplemental task4.1%L0L0L16%22 minPhysical presence, Access to systems
Operate or tend machines to wash and remove impurities from items such as barrels or kegs, glass products, tin plate surfaces, dried fruit, pulp, animal stock, coal, manufactured articles, plastic, or rubber.Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders4.1%L0L0L18%2.2 hPhysical presence, Access to systems
Remove finished cores, and stack or place them on conveyors for transfer to other work areas.Paper Goods Machine Setters, Operators, and Tenders · supplemental task4.0%L0L0L04%6 minPhysical presence
Lift tote boxes of finished cartons, and dump cartons into feed hoppers.Paper Goods Machine Setters, Operators, and Tenders · supplemental task4.0%L0L0L01%9 minPhysical presence
Start machines and move controls to regulate tension on pressure rolls, to synchronize speed of machine components, and to adjust temperatures of glue or paraffin.Paper Goods Machine Setters, Operators, and Tenders4.0%L0L0L16%25 minPhysical presence, Access to systems
Measure, space, and set saw blades, cutters, and perforators, according to product specifications.Paper Goods Machine Setters, Operators, and Tenders · supplemental task4.0%L0L0L110%32 minPhysical presence, Access to systems
Set controls to regulate temperature and length of cycles, and start conveyors, pumps, agitators, and machines.Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders3.9%L1L1L122%10 minPhysical presence, Access to systems
Show the other 10 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Draw samples for laboratory analysis, or test solutions for conformance to specifications, such as acidity or specific gravity.Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders · supplemental task3.7%L0L0L118%18 minPhysical presence, Access to systems
Fill glue and paraffin reservoirs, and position rollers to dispense glue onto paperboard.Paper Goods Machine Setters, Operators, and Tenders · supplemental task3.7%L0L0L04%18 minPhysical presence, Access to systems
Record gauge readings, materials used, processing times, or test results in production logs.Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders3.7%L1L1L242%15 minPhysical presence, Accountability, Access to systems
Add specified amounts of chemicals to equipment at required times to maintain solution levels and concentrations.Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders3.6%L1L1L225%18 minPhysical presence, Accountability, Access to systems
Examine and inspect machines to detect malfunctions.Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders3.5%L1L1L118%22 minPhysical presence, Access to systems
Adjust, clean, and lubricate mechanical parts of machines, using hand tools and grease guns.Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders · supplemental task3.5%L0L0L04%25 minPhysical presence, Access to systems
Load machines with objects to be processed and unload them after cleaning, placing them on conveyors or racks.Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders · supplemental task3.5%L0L0L04%15 minPhysical presence, Access to systems
Drain, clean, and refill machines or tanks at designated intervals, using cleaning solutions or water.Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders3.4%L0L0L06%38 minPhysical presence, Access to systems
Disassemble machines to maintain, repair, or replace broken or worn parts, using hand or power tools.Paper Goods Machine Setters, Operators, and Tenders3.1%L0L0L110%1.5 hPhysical presence, Access to systems
Measure, weigh, or mix cleaning solutions, using measuring tanks, calibrated rods or suction tubes.Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders3.0%L0L0L110%18 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 β0.0375
Felten et al. (2021), AI occupational exposure-0.98122
Webb (2020), AI patent exposure83.480
Eisfeldt et al. (2026), generative AI exposure0.03621
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: pulp and papermaking plant 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: Pulp and papermaking plant operators (ISCO-08 8171), https://balamlabs.org/adi/occupations/8171

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: Pulp and papermaking plant operators (ISCO-08 8171)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/8171.json.