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Balam Labs
ISCO-08 7312

Musical instrument makers and tuners

5.5%
ADI · 389th of 433 · 95% interval 2.8–9.5

An AI agent can at least partly carry out 5.5% of the task time of musical instrument makers and tuners, and finish 0.4% alone. Most of the rest requires physical presence.

ADI · partial or full5.5%

389th of 433 · interval 2.8–9.5

ADI3 · full delegation0.4%

185th of 433 · interval 0.0–1.2

ADIs · share of time10.8%

398th of 433 · interval 8.3–14.5

Evidence46

task statements rated by two models and weighted by importance and frequency. World employment: 0.8 million.

Task weight by level

How the tasks rate

80%
14%
L0No meaningful role · 80.4%L1Augmentation · 14.1%L2Partial delegation · 5.1%L3Full delegation · 0.3%
Barriers

What stops the agent

Physical presence96%
Accountability3%
Trust and care4%
Access to systems9%

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

46 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Align pads and keys on reed or wind instruments.Musical Instrument Repairers and Tuners · supplemental task7.1%L0L0L04%1.1 hPhysical presence
Adjust string tensions to tune instruments, using hand tools and electronic tuning devices.Musical Instrument Repairers and Tuners6.8%L0L0L16%38 minPhysical presence
Play instruments to evaluate their sound quality and to locate any defects.Musical Instrument Repairers and Tuners6.5%L0L0L04%25 minPhysical presence
Compare instrument pitches with tuning tool pitches to tune instruments.Musical Instrument Repairers and Tuners5.8%L1L1L118%25 minPhysical presence
Disassemble instruments and parts for repair and adjustment.Musical Instrument Repairers and Tuners5.6%L0L0L14%38 minPhysical presence
Remove dents and burrs from metal instruments, using mallets and burnishing tools.Musical Instrument Repairers and Tuners · supplemental task5.2%L0L0L03%52 minPhysical presence
Repair or replace musical instrument parts and components, such as strings, bridges, felts, and keys, using hand and power tools.Musical Instrument Repairers and Tuners5.1%L0L0L16%1.3 hPhysical presence
Reassemble instruments following repair, using hand tools and power tools and glue, hair, yarn, resin, or clamps, and lubricate instruments as necessary.Musical Instrument Repairers and Tuners5.1%L0L0L19%1.5 hPhysical presence
Inspect instruments to locate defects, and to determine their value or the level of restoration required.Musical Instrument Repairers and Tuners4.8%L1L1L225%42 minPhysical presence
Solder posts and parts to hold them in their proper places.Musical Instrument Repairers and Tuners · supplemental task4.5%L0L0L04%20 minPhysical presence
Adjust felt hammers on pianos to increase tonal mellowness or brilliance, using sanding paddles, lacquer, or needles.Musical Instrument Repairers and Tuners · supplemental task4.2%L0L0L16%1.5 hPhysical presence
Shape old parts and replacement parts to improve tone or intonation, using hand tools, lathes, or soldering irons.Musical Instrument Repairers and Tuners4.0%L0L0L110%1.4 hPhysical presence
Remove irregularities from tuning pins, strings, and hammers of pianos, using wood blocks or filing tools.Musical Instrument Repairers and Tuners · supplemental task4.0%L0L0L04%1.1 hPhysical presence
Polish instruments, using rags and polishing compounds, buffing wheels, or burnishing tools.Musical Instrument Repairers and Tuners3.6%L0L0L02%32 minPhysical presence
Mix and measure glue that will be used for instrument repair.Musical Instrument Repairers and Tuners2.9%L0L0L19%10 minPhysical presence
Show the other 31 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Strike wood, fiberglass, or metal bars of instruments, and use tuned blocks, stroboscopes, or electronic tuners to evaluate tones made by instruments.Musical Instrument Repairers and Tuners · supplemental task2.7%L0L0L05%45 minPhysical presence
String instruments, and adjust trusses and bridges of instruments to obtain specified string tensions and heights.Musical Instrument Repairers and Tuners2.6%L0L0L16%50 minPhysical presence
Repair cracks in wood or metal instruments, using pinning wire, lathes, fillers, clamps, or soldering irons.Musical Instrument Repairers and Tuners2.3%L0L0L19%1.5 hPhysical presence
Make wood replacement parts, using woodworking machines and hand tools.Musical Instrument Repairers and Tuners · supplemental task2.0%L0L0L114%2.3 hPhysical presence
Wash metal instruments in lacquer-stripping and cyanide solutions to remove lacquer and tarnish.Musical Instrument Repairers and Tuners · supplemental task1.8%L0L0L04%40 minPhysical presence, Accountability, Access to systems
Refinish instruments to protect and decorate them, using hand tools, buffing tools, and varnish.Musical Instrument Repairers and Tuners · supplemental task1.7%L0L0L18%5.5 hPhysical presence
Assemble and install new pipe organs and pianos in buildings.Musical Instrument Repairers and Tuners · supplemental task1.3%L0L0L18%12 hPhysical presence, Access to systems
Deliver pianos to purchasers or to locations of their use.Musical Instrument Repairers and Tuners · supplemental task1.1%L1L1L19%2.5 hPhysical presence, Trust and care, Access to systems
Refinish and polish piano cabinets or cases to prepare them for sale.Musical Instrument Repairers and Tuners · supplemental task1.1%L0L0L18%11 hPhysical presence
Monitor employees' work levels and review work performance.First-Line Supervisors of Mechanics, Installers, and Repairers0.5%L2L2L252%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Determine schedules, sequences, and assignments for work activities, based on work priority, quantity of equipment, and skill of personnel.First-Line Supervisors of Mechanics, Installers, and Repairers0.5%L2L2L265%1.0 hAccess to systems
Inspect and monitor work areas, examine tools and equipment, and provide employee safety training to prevent, detect, and correct unsafe conditions or violations of procedures and safety rules.First-Line Supervisors of Mechanics, Installers, and Repairers0.5%L1L1L228%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Inspect, test, and measure completed work, using devices such as hand tools or gauges to verify conformance to standards or repair requirements.First-Line Supervisors of Mechanics, Installers, and Repairers0.5%L1L1L115%30 minPhysical presence, Accountability, Access to systems
Monitor tool and part inventories and the condition and maintenance of shops to ensure adequate working conditions.First-Line Supervisors of Mechanics, Installers, and Repairers0.5%L2L2L242%1.0 hPhysical presence, Access to systems
Requisition materials and supplies, such as tools, equipment, or replacement parts.First-Line Supervisors of Mechanics, Installers, and Repairers0.4%L2L2L270%38 minAccess to systems
Perform skilled repair or maintenance operations, using equipment such as hand or power tools, hydraulic presses or shears, or welding equipment.First-Line Supervisors of Mechanics, Installers, and Repairers0.4%L0L0L04%1.5 hPhysical presence, Access to systems
Compute estimates and actual costs of factors such as materials, labor, or outside contractors.First-Line Supervisors of Mechanics, Installers, and Repairers0.4%L2L2L268%1.8 hAccess to systems
Examine objects, systems, or facilities and analyze information to determine needed installations, services, or repairs.First-Line Supervisors of Mechanics, Installers, and Repairers0.4%L1L1L238%1.3 hPhysical presence, Accountability, Access to systems
Interpret specifications, blueprints, or job orders to construct templates and lay out reference points for workers.First-Line Supervisors of Mechanics, Installers, and Repairers0.4%L1L1L232%1.0 hPhysical presence
Participate in budget preparation and administration, coordinating purchasing and documentation and monitoring departmental expenditures.First-Line Supervisors of Mechanics, Installers, and Repairers · supplemental task0.4%L2L2L260%3.0 hAccountability, Access to systems
Confer with personnel, such as management, engineering, quality control, customer, or union workers' representatives, to coordinate work activities, resolve employee grievances, or identify and review resource needs.First-Line Supervisors of Mechanics, Installers, and Repairers0.4%L2L2L238%1.0 hTrust and care, Access to systems
Develop or implement electronic maintenance programs or computer information management systems.First-Line Supervisors of Mechanics, Installers, and Repairers · supplemental task0.4%L2L2L258%6.0 hAccess to systems
Counsel employees about work-related issues and assist employees to correct job-skill deficiencies.First-Line Supervisors of Mechanics, Installers, and Repairers0.4%L1L1L235%52 minPhysical presence, Trust and care, Access to systems
Compile operational or personnel records, such as time and production records, inventory data, repair or maintenance statistics, or test results.First-Line Supervisors of Mechanics, Installers, and Repairers · supplemental task0.3%L3L3L382%1.3 hAccess to systems
Meet with vendors or suppliers to discuss products used in repair work.First-Line Supervisors of Mechanics, Installers, and Repairers0.3%L1L1L232%1.0 hTrust and care, Access to systems
Develop, implement, or evaluate maintenance policies and procedures.First-Line Supervisors of Mechanics, Installers, and Repairers0.3%L2L2L258%4.0 hAccountability, Trust and care, Access to systems
Review, evaluate, accept, and coordinate completion of work bid from contractors.First-Line Supervisors of Mechanics, Installers, and Repairers · supplemental task0.3%L2L2L255%2.0 hPhysical presence, Accountability, Trust and care, Access to systems
Conduct or arrange for worker training in safety, repair, or maintenance techniques, operational procedures, or equipment use.First-Line Supervisors of Mechanics, Installers, and Repairers0.3%L2L2L248%2.5 hPhysical presence, Accountability, Trust and care, Access to systems
Design equipment configurations to meet personnel needs.First-Line Supervisors of Mechanics, Installers, and Repairers · supplemental task0.3%L2L2L260%2.0 hAccess to systems
Recommend or initiate personnel actions, such as hires, promotions, transfers, discharges, or disciplinary measures.First-Line Supervisors of Mechanics, Installers, and Repairers0.2%L2L2L250%1.5 hAccountability, Trust and care, Access to systems
Investigate accidents or injuries and prepare reports of findings.First-Line Supervisors of Mechanics, Installers, and Repairers0.2%L2L2L245%4.0 hPhysical presence, Accountability, Trust and care, 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)5.5%10
Eloundou et al. (2024), GPT exposure β0.05910
Felten et al. (2021), AI occupational exposure-0.48840
Webb (2020), AI patent exposure5039
Eisfeldt et al. (2026), generative AI exposure0.02316
Anthropic Economic Index, observed use0.00840

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 (73)

Neighbouring occupations

Dashed line: musical instrument makers and tuners (5.5%).

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: Musical instrument makers and tuners (ISCO-08 7312), https://balamlabs.org/adi/occupations/7312

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: Musical instrument makers and tuners (ISCO-08 7312)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/7312.json.