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Balam Labs
ISCO-08 7234

Bicycle and related repairers

28.2%
ADI · 256th of 433 · 95% interval 6.9–52.2

An AI agent can at least partly carry out 28.2% of the task time of bicycle and related repairers, and finish 0.4% alone. Most of the rest requires physical presence.

ADI · partial or full28.2%

256th of 433 · interval 6.9–52.2

ADI3 · full delegation0.4%

185th of 433 · interval 0.0–1.4

ADIs · share of time21.4%

301st of 433 · interval 10.8–34.8

Evidence36

task statements rated by two models and weighted by importance and frequency. World employment: 1.0 million.

Task weight by level

How the tasks rate

69%
28%
L0No meaningful role · 69.3%L1Augmentation · 2.4%L2Partial delegation · 27.8%L3Full delegation · 0.3%
Barriers

What stops the agent

Physical presence89%
Accountability2%
Trust and care15%
Access to systems14%

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

36 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Install new tires and tubes.Bicycle Repairers8.6%L0L0L14%22 minPhysical presence
Help customers select bicycles that fit their body sizes and intended bicycle uses.Bicycle Repairers8.2%L2L2L258%30 minPhysical presence, Trust and care
Align wheels.Bicycle Repairers8.1%L0L0L16%25 minPhysical presence
Install and adjust brakes and brake pads.Bicycle Repairers8.0%L0L0L112%30 minPhysical presence
Install and adjust speed and gear mechanisms.Bicycle Repairers8.0%L0L0L16%35 minPhysical presence
Clean and lubricate bicycle parts.Bicycle Repairers8.0%L0L0L04%25 minPhysical presence
Sell bicycles and accessories.Bicycle Repairers7.9%L2L2L240%30 minPhysical presence, Trust and care, Access to systems
Install, repair, and replace equipment or accessories, such as handlebars, stands, lights, and seats.Bicycle Repairers7.6%L0L0L18%28 minPhysical presence
Assemble new bicycles.Bicycle Repairers7.4%L0L0L18%1.3 hPhysical presence
Order bicycle parts.Bicycle Repairers6.6%L2L2L378%25 minAccess to systems
Disassemble axles to repair, adjust, and replace defective parts, using hand tools.Bicycle Repairers5.3%L0L0L16%28 minPhysical presence
Shape replacement parts, using bench grinders.Bicycle Repairers2.9%L0L0L16%25 minPhysical presence
Build wheels by cutting and threading new spokes.Bicycle Repairers2.6%L0L0L19%52 minPhysical presence
Repair holes in tire tubes, using scrapers and patches.Bicycle Repairers · supplemental task2.4%L0L0L04%15 minPhysical 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
Show the other 21 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
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

MeasureValuePercentilePct
ADI (this index)28.2%41
Eloundou et al. (2024), GPT exposure β0.14927
Felten et al. (2021), AI occupational exposure-0.84728
Webb (2020), AI patent exposure30.7522
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 (72)

Neighbouring occupations

Dashed line: bicycle and related repairers (28.2%).

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: Bicycle and related repairers (ISCO-08 7234), https://balamlabs.org/adi/occupations/7234

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: Bicycle and related repairers (ISCO-08 7234)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/7234.json.