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Balam Labs
ISCO-08 8172

Wood processing plant operators

4.2%
ADI · 404th of 433 · 95% interval 0.0–13.2

An AI agent can at least partly carry out 4.2% of the task time of wood processing 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 full4.2%

404th of 433 · interval 0.0–13.2

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time10.1%

404th of 433 · interval 5.3–16.3

Evidence22

task statements rated by two models and weighted by importance and frequency. World employment: 0.5 million.

Task weight by level

How the tasks rate

81%
15%
L0No meaningful role · 80.9%L1Augmentation · 14.8%L2Partial delegation · 4.2%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence96%
Accountability2%
Trust and care0%
Access to systems54%

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

22 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Inspect and measure workpieces to mark for cuts and to verify the accuracy of cuts, using rulers, squares, or caliper rules.Sawing Machine Setters, Operators, and Tenders, Wood5.7%L0L0L16%4 minPhysical presence
Inspect stock for imperfections or to estimate grades or qualities of stock or workpieces.Sawing Machine Setters, Operators, and Tenders, Wood5.3%L1L1L115%8 minPhysical presence, Access to systems
Set up, operate, or tend saws or machines that cut or trim wood to specified dimensions, such as circular saws, band saws, multiple-blade sawing machines, scroll saws, ripsaws, or crozer machines.Sawing Machine Setters, Operators, and Tenders, Wood5.3%L0L0L16%45 minPhysical presence, Access to systems
Adjust bolts, clamps, stops, guides, or table angles or heights, using hand tools.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task5.2%L0L0L16%10 minPhysical presence
Examine logs or lumber to plan the best cuts.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task5.2%L1L1L230%15 minPhysical presence, Access to systems
Trim lumber to straighten rough edges or remove defects, using circular saws.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task5.0%L0L0L14%4 minPhysical presence, Access to systems
Adjust saw blades, using wrenches and rulers, or by turning handwheels or pressing pedals, levers, or panel buttons.Sawing Machine Setters, Operators, and Tenders, Wood4.9%L0L0L04%12 minPhysical presence, Access to systems
Count, sort, or stack finished workpieces.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task4.8%L0L0L04%12 minPhysical presence, Access to systems
Monitor sawing machines, adjusting speed and tension and clearing jams to ensure proper operation.Sawing Machine Setters, Operators, and Tenders, Wood4.8%L0L0L110%25 minPhysical presence, Access to systems
Guide workpieces against saws, saw over workpieces by hand, or operate automatic feeding devices to guide cuts.Sawing Machine Setters, Operators, and Tenders, Wood4.8%L0L0L02%16 minPhysical presence
Position and clamp stock on tables, conveyors, or carriages, using hoists, guides, stops, dogs, wedges, or wrenches.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task4.8%L0L0L04%4 minPhysical presence, Access to systems
Operate panelboards of saw or conveyor systems to move stock through processes or to cut stock to specified dimensions.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task4.7%L0L0L04%40 minPhysical presence, Access to systems
Unclamp and remove finished workpieces from tables.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task4.6%L0L0L00%2 minPhysical presence
Measure and mark stock for cuts.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task4.5%L0L0L110%12 minPhysical presence, Access to systems
Select saw blades, types or grades of stock, or cutting procedures to be used, according to work orders or supervisors' instructions.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task4.3%L1L1L232%10 minPhysical presence, Access to systems
Show the other 7 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Examine blueprints, drawings, work orders, or patterns to determine equipment set-up or selection details, procedures to be used, or dimensions of final products.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task4.2%L2L2L260%15 minAccess to systems
Cut grooves, bevels, or miters, saw curved or irregular designs, and sever or shape metals, according to specifications or work orders.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task4.2%L0L0L04%25 minPhysical presence, Access to systems
Mount and bolt sawing blades or attachments to machine shafts.Sawing Machine Setters, Operators, and Tenders, Wood4.0%L0L0L04%18 minPhysical presence
Clear machine jams, using hand tools.Sawing Machine Setters, Operators, and Tenders, Wood3.6%L0L0L04%12 minPhysical presence, Accountability, Access to systems
Sharpen blades, or replace defective or worn blades or bands, using hand tools.Sawing Machine Setters, Operators, and Tenders, Wood3.5%L0L0L03%32 minPhysical presence
Dispose of waste material after completing work assignments.Sawing Machine Setters, Operators, and Tenders, Wood · supplemental task3.3%L0L0L04%12 minPhysical presence
Lubricate or clean machines, using wrenches, grease guns, or solvents.Sawing Machine Setters, Operators, and Tenders, Wood3.3%L0L0L04%25 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)4.2%7
Eloundou et al. (2024), GPT exposure β0.07312
Felten et al. (2021), AI occupational exposure-1.16513
Webb (2020), AI patent exposure4332
Eisfeldt et al. (2026), generative AI exposure04
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: wood processing plant operators (4.2%).

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: Wood processing plant operators (ISCO-08 8172), https://balamlabs.org/adi/occupations/8172

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: Wood processing plant operators (ISCO-08 8172)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/8172.json.