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Balam Labs
ISCO-08 9622

Odd job persons

23.8%
ADI · 274th of 433 · 95% interval 13.3–35.6

An AI agent can at least partly carry out 23.8% of the task time of odd job persons, 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 full23.8%

274th of 433 · interval 13.3–35.6

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time24.7%

276th of 433 · interval 19.6–30.6

Evidence67

task statements rated by two models and weighted by importance and frequency. World employment: 6.7 million.

Task weight by level

How the tasks rate

40%
36%
24%
L0No meaningful role · 40.1%L1Augmentation · 36.1%L2Partial delegation · 23.8%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence90%
Accountability36%
Trust and care3%
Access to systems65%

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

67 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Install or replace machinery, equipment, and new or replacement parts and instruments, using hand or power tools.Helpers--Installation, Maintenance, and Repair Workers2.5%L0L0L110%1.5 hPhysical presence, Access to systems
Examine and test machinery, equipment, components, and parts for defects to ensure proper functioning.Helpers--Installation, Maintenance, and Repair Workers2.5%L1L1L220%38 minPhysical presence, Accountability, Access to systems
Tend and observe equipment and machinery to verify efficient and safe operation.Helpers--Installation, Maintenance, and Repair Workers2.4%L1L1L225%45 minPhysical presence, Access to systems
Prepare and maintain logs, reports, or other documentation of work performed.Geothermal Technicians2.3%L2L2L372%52 minAccountability, Access to systems
Clean or lubricate vehicles, machinery, equipment, instruments, tools, work areas, and other objects, using hand tools, power tools, and cleaning equipment.Helpers--Installation, Maintenance, and Repair Workers2.3%L0L0L04%38 minPhysical presence, Access to systems
Adjust, connect, or disconnect wiring, piping, tubing, and other parts, using hand or power tools.Helpers--Installation, Maintenance, and Repair Workers2.3%L0L0L19%30 minPhysical presence, Accountability, Access to systems
Transfer tools, parts, equipment, and supplies to and from work stations and other areas.Helpers--Installation, Maintenance, and Repair Workers2.3%L0L0L04%18 minPhysical presence, Access to systems
Adjust power production systems to meet load and distribution demands.Geothermal Technicians · supplemental task2.2%L2L2L240%1.0 hPhysical presence, Accountability, Access to systems
Assemble and maintain physical structures, using hand or power tools.Helpers--Installation, Maintenance, and Repair Workers · supplemental task2.2%L0L0L19%2.0 hPhysical presence, Accountability, Access to systems
Position vehicles, machinery, equipment, physical structures, and other objects for assembly or installation, using hand tools, power tools, and moving equipment.Helpers--Installation, Maintenance, and Repair Workers2.2%L0L0L16%38 minPhysical presence, Accountability, Access to systems
Hold or supply tools, parts, equipment, and supplies for other workers.Helpers--Installation, Maintenance, and Repair Workers2.2%L0L0L06%45 minPhysical presence, Access to systems
Diagnose electrical problems and install and rewire electrical components.Helpers--Installation, Maintenance, and Repair Workers2.1%L1L1L218%2.0 hPhysical presence, Accountability, Access to systems
Monitor and adjust operations of geothermal power plant equipment or systems.Geothermal Technicians2.1%L2L2L248%2.3 hPhysical presence, Accountability, Access to systems
Adjust, maintain, and repair tools, equipment, and machines, and assist more skilled workers with similar tasks.Helpers--Installation, Maintenance, and Repair Workers2.0%L0L0L18%1.5 hPhysical presence, Access to systems
Collect and record data associated with operating geothermal power plants or well fields.Geothermal Technicians2.0%L2L2L248%2.5 hPhysical presence, Access to systems
Show the other 52 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Identify and correct malfunctions of geothermal plant equipment, electrical systems, instrumentation, or controls.Geothermal Technicians1.9%L1L1L232%2.5 hPhysical presence, Accountability, Access to systems
Disassemble broken or defective equipment to facilitate repair and reassemble equipment when repairs are complete.Helpers--Installation, Maintenance, and Repair Workers1.9%L1L1L115%1.3 hPhysical presence
Order new parts to maintain inventory.Helpers--Installation, Maintenance, and Repair Workers1.9%L2L2L372%32 minPhysical presence, Access to systems
Perform routine maintenance, such as inspecting drives, motors, or belts, checking fluid levels, replacing filters, or doing other preventive maintenance actions.Maintenance and Repair Workers, General1.9%L1L1L112%1.0 hPhysical presence, Access to systems
Apply protective materials to equipment, components, and parts to prevent defects and corrosion.Helpers--Installation, Maintenance, and Repair Workers1.8%L0L0L16%38 minPhysical presence
Adjust functional parts of devices or control instruments, using hand tools, levels, plumb bobs, or straightedges.Maintenance and Repair Workers, General1.8%L0L0L04%30 minPhysical presence, Accountability, Access to systems
Prepare work stations for use by mechanics and repairers.Helpers--Installation, Maintenance, and Repair Workers · supplemental task1.7%L0L0L19%30 minPhysical presence, Access to systems
Maintain electrical switchgear, process controls, transmitters, gauges, and control equipment in accordance with geothermal plant procedures.Geothermal Technicians · supplemental task1.7%L1L1L218%2.0 hPhysical presence, Accountability, Access to systems
Repair machines, equipment, or structures, using tools such as hammers, hoists, saws, drills, wrenches, or equipment such as precision measuring instruments or electrical or electronic testing devices.Maintenance and Repair Workers, General1.7%L1L1L115%2.0 hPhysical presence, Accountability, Access to systems
Inspect, operate, or test machinery or equipment to diagnose machine malfunctions.Maintenance and Repair Workers, General1.6%L1L1L228%1.0 hPhysical presence, Access to systems
Maintain, calibrate, or repair plant instrumentation, control, and electronic devices in geothermal plants.Geothermal Technicians · supplemental task1.6%L1L1L222%2.5 hPhysical presence, Accountability, Access to systems
Calculate heat loss and heat gain factors for residential properties to determine heating and cooling required by installed geothermal systems.Geothermal Technicians · supplemental task1.6%L2L2L270%1.8 hPhysical presence, Accountability, Access to systems
Record type and cost of maintenance or repair work.Maintenance and Repair Workers, General1.5%L2L2L262%15 minAccess to systems
Install and maintain geothermal system instrumentation or controls.Geothermal Technicians · supplemental task1.5%L1L1L225%3.5 hPhysical presence, Accountability, Access to systems
Order parts, supplies, or equipment from catalogs or suppliers.Maintenance and Repair Workers, General1.5%L2L2L375%30 minAccess to systems
Integrate hot water heater systems with geothermal heat exchange systems.Geothermal Technicians · supplemental task1.4%L1L1L225%8.0 hPhysical presence, Accountability, Access to systems
Diagnose mechanical problems and determine how to correct them, checking blueprints, repair manuals, or parts catalogs, as necessary.Maintenance and Repair Workers, General1.4%L1L1L238%1.0 hPhysical presence, Access to systems
Test water sources for factors, such as flow volume and contaminant presence.Geothermal Technicians · supplemental task1.4%L1L1L222%2.0 hPhysical presence, Accountability, Access to systems
Identify equipment options, such as compressors, and make appropriate selections.Geothermal Technicians1.4%L2L2L262%3.0 hAccountability, Access to systems
Determine whether emergency or auxiliary systems will be needed to keep properties heated or cooled in extreme weather conditions.Geothermal Technicians1.3%L2L2L258%1.3 hPhysical presence, Accountability, Access to systems
Clean or lubricate shafts, bearings, gears, or other parts of machinery.Maintenance and Repair Workers, General1.3%L0L0L16%35 minPhysical presence, Access to systems
Install and maintain geothermal plant electrical protection equipment.Geothermal Technicians · supplemental task1.3%L1L1L118%3.0 hPhysical presence, Accountability, Access to systems
Assemble, install, or repair wiring, electrical or electronic components, pipe systems, plumbing, machinery, or equipment.Maintenance and Repair Workers, General1.3%L1L1L110%1.8 hPhysical presence, Accountability, Trust and care, Access to systems
Weld piping, such as high density polyethylene (HDPE) piping, using techniques such as butt, socket, side-wall, and electro-fusion welding.Geothermal Technicians · supplemental task1.3%L0L0L04%1.1 hPhysical presence, Accountability, Access to systems
Design and lay out geothermal heat systems according to property characteristics, heating and cooling requirements, piping and equipment requirements, applicable regulations, or other factors.Geothermal Technicians · supplemental task1.3%L2L2L260%6.0 hPhysical presence, Accountability, Access to systems
Dismantle machines, equipment, or devices to access and remove defective parts, using hoists, cranes, hand tools, or power tools.Maintenance and Repair Workers, General1.3%L0L0L18%1.5 hPhysical presence, Accountability, Access to systems
Estimate costs to repair machinery, equipment, or building structures.Maintenance and Repair Workers, General1.3%L2L2L252%1.5 hPhysical presence, Access to systems
Perform general cleaning of buildings or properties.Maintenance and Repair Workers, General1.3%L0L0L17%1.8 hPhysical presence, Access to systems
Maintain or repair specialized equipment or machinery located in cafeterias, laundries, hospitals, stores, offices, or factories.Maintenance and Repair Workers, General1.2%L1L1L225%1.8 hPhysical presence, Accountability, Access to systems
Plan and lay out repair work, using diagrams, drawings, blueprints, maintenance manuals, or schematic diagrams.Maintenance and Repair Workers, General1.2%L2L2L258%1.1 hPhysical presence, Access to systems
Provide groundskeeping services, such as landscaping or snow removal.Maintenance and Repair Workers, General · supplemental task1.2%L0L0L18%1.8 hPhysical presence, Trust and care, Access to systems
Design new equipment to aid in the repair or maintenance of machines, mechanical equipment, or building structures.Maintenance and Repair Workers, General1.2%L2L2L250%4.0 hPhysical presence, Accountability, Access to systems
Design, weld, and fabricate parts, using blueprints or other mechanical plans.Helpers--Installation, Maintenance, and Repair Workers1.1%L1L1L225%2.0 hPhysical presence, Accountability
Set up and operate machine tools to repair or fabricate machine parts, jigs, fixtures, or tools.Maintenance and Repair Workers, General1.1%L1L1L225%1.8 hPhysical presence, Access to systems
Install, maintain, or repair ground or water source-coupled heat pumps to heat and cool residential or commercial building air or water.Geothermal Technicians · supplemental task1.1%L0L0L216%4.0 hPhysical presence, Accountability, Access to systems
Train or manage maintenance personnel or subcontractors.Maintenance and Repair Workers, General1.1%L1L1L238%2.0 hPhysical presence, Accountability, Trust and care
Operate cutting torches or welding equipment to cut or join metal parts.Maintenance and Repair Workers, General · supplemental task1.1%L0L0L04%45 minPhysical presence, Accountability, Access to systems
Perform routine maintenance on boilers, such as replacing burners or hoses, installing replacement parts, or reinforcing structural weaknesses to ensure optimal boiler efficiency.Maintenance and Repair Workers, General · supplemental task1.1%L0L0L112%2.5 hPhysical presence, Accountability, Access to systems
Align and balance new equipment after installation.Maintenance and Repair Workers, General1.1%L1L1L114%2.3 hPhysical presence, Accountability, Access to systems
Inspect used parts to determine changes in dimensional requirements, using rules, calipers, micrometers, or other measuring instruments.Maintenance and Repair Workers, General · supplemental task1.1%L1L1L112%18 minPhysical presence, Access to systems
Determine the type of geothermal loop system most suitable to a specific property and its heating and cooling needs.Geothermal Technicians · supplemental task1.1%L2L2L260%2.3 hPhysical presence, Accountability, Access to systems
Perform pre- and post-installation pressure, flow, and related tests of vertical and horizontal geothermal loop piping.Geothermal Technicians1.1%L0L0L112%2.0 hPhysical presence, Accountability, Access to systems
Prepare newly installed geothermal heat systems for operation by flushing, purging, or other actions.Geothermal Technicians · supplemental task1.0%L0L0L112%4.0 hPhysical presence, Accountability, Access to systems
Paint or repair roofs, windows, doors, floors, woodwork, plaster, drywall, or other parts of building structures.Maintenance and Repair Workers, General0.9%L0L0L18%3.3 hPhysical presence, Accountability, Access to systems
Assemble boilers at installation sites, using tools such as levels, plumb bobs, hammers, torches, or other hand tools.Maintenance and Repair Workers, General · supplemental task0.9%L0L0L05%6.0 hPhysical presence, Accountability, Access to systems
Fabricate or repair counters, benches, partitions, or other wooden structures, such as sheds or outbuildings.Maintenance and Repair Workers, General0.8%L1L1L216%5.0 hPhysical presence
Install equipment to improve the energy or operational efficiency of residential or commercial buildings.Maintenance and Repair Workers, General0.8%L0L0L112%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Apply coatings or operate systems to mitigate corrosion of geothermal plant equipment or structures.Geothermal Technicians · supplemental task0.8%L1L1L114%3.0 hPhysical presence, Accountability, Access to systems
Operate equipment, such as excavators, backhoes, rock hammers, trench compactors, pavement saws, grout mixers or pumps, geothermal loop reels, and coil tubing units (CTU).Geothermal Technicians · supplemental task0.7%L0L0L04%3.0 hPhysical presence, Accountability, Access to systems
Position, attach, or blow insulating materials to prevent energy losses from buildings, pipes, or other structures or objects.Maintenance and Repair Workers, General · supplemental task0.7%L0L0L05%2.5 hPhysical presence, Accountability, Access to systems
Dig trenches for system piping to appropriate depths and lay piping in trenches.Geothermal Technicians · supplemental task0.6%L0L0L04%6.0 hPhysical presence, Accountability, Access to systems
Backfill piping trenches to protect pipes from damage.Geothermal Technicians · supplemental task0.6%L0L0L04%3.5 hPhysical presence, Accountability, 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)23.8%37
Eloundou et al. (2024), GPT exposure β0.12423
Felten et al. (2021), AI occupational exposure-1.02620
Webb (2020), AI patent exposure50.82640
Eisfeldt et al. (2026), generative AI exposure0.10338
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 (96)

Neighbouring occupations

Dashed line: odd job persons (23.8%).

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: Odd job persons (ISCO-08 9622), https://balamlabs.org/adi/occupations/9622

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: Odd job persons (ISCO-08 9622)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/9622.json.