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Balam Labs
ISCO-08 2619

Legal professionals not elsewhere classified

80.8%
ADI · 111th of 433 · 95% interval 60.1–96.9

An AI agent can at least partly carry out 80.8% of the task time of legal professionals not elsewhere classified, and finish 4.8% alone.

ADI · partial or full80.8%

111th of 433 · interval 60.1–96.9

ADI3 · full delegation4.8%

75th of 433 · interval 0.0–15.3

ADIs · share of time55.0%

94th of 433 · interval 47.4–62.3

Evidence20

task statements rated by two models and weighted by importance and frequency. World employment: 0.1 million.

Task weight by level

How the tasks rate

19%
76%
L0No meaningful role · 0.0%L1Augmentation · 19.2%L2Partial delegation · 75.9%L3Full delegation · 4.8%
Barriers

What stops the agent

Physical presence4%
Accountability70%
Trust and care39%
Access to systems25%

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

20 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Prepare written opinions or decisions regarding cases.Arbitrators, Mediators, and Conciliators7.1%L2L2L265%7.0 hAccountability
Determine extent of liability according to evidence, laws, or administrative or judicial precedents.Arbitrators, Mediators, and Conciliators7.0%L2L2L258%3.5 hAccountability
Rule on exceptions, motions, or admissibility of evidence.Arbitrators, Mediators, and Conciliators6.7%L2L2L262%1.3 hAccountability
Apply relevant laws, regulations, policies, or precedents to reach conclusions.Arbitrators, Mediators, and Conciliators6.5%L2L2L270%3.3 hAccountability
Conduct hearings to obtain information or evidence relative to disposition of claims.Arbitrators, Mediators, and Conciliators6.2%L2L2L235%3.0 hAccountability, Trust and care
Research laws, regulations, policies, or precedent decisions to prepare for hearings.Arbitrators, Mediators, and Conciliators5.8%L2L2L375%4.0 hAccess to systems
Confer with disputants to clarify issues, identify underlying concerns, and develop an understanding of their respective needs and interests.Arbitrators, Mediators, and Conciliators5.7%L1L1L230%1.1 hTrust and care
Use mediation techniques to facilitate communication between disputants, to further parties' understanding of different perspectives, and to guide parties toward mutual agreement.Arbitrators, Mediators, and Conciliators5.6%L1L1L230%3.0 hTrust and care
Evaluate information from documents, such as claim applications, birth or death certificates, or physician or employer records.Arbitrators, Mediators, and Conciliators5.5%L2L2L268%1.3 hAccountability, Access to systems
Specialize in the negotiation and resolution of environmental conflicts involving issues such as natural resource allocation or regional development planning.Arbitrators, Mediators, and Conciliators · supplemental task5.1%L1L1L234%24 hPhysical presence, Accountability, Trust and care, Access to systems
Conduct initial meetings with disputants to outline the arbitration process, settle procedural matters, such as fees, or determine details, such as witness numbers or time requirements.Arbitrators, Mediators, and Conciliators5.1%L2L2L250%1.3 hAccountability, Trust and care
Set up appointments for parties to meet for mediation.Arbitrators, Mediators, and Conciliators4.8%L3L3L382%38 minAccess to systems
Interview claimants, agents, or witnesses to obtain information about disputed issues.Arbitrators, Mediators, and Conciliators · supplemental task4.4%L2L2L245%1.5 hTrust and care, Access to systems
Recommend acceptance or rejection of compromise settlement offers.Arbitrators, Mediators, and Conciliators4.1%L2L2L260%1.8 hAccountability, Trust and care
Issue subpoenas or administer oaths to prepare for formal hearings.Arbitrators, Mediators, and Conciliators4.1%L2L2L250%1.0 hAccountability, Access to systems
Show the other 5 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Prepare settlement agreements for disputants to sign.Arbitrators, Mediators, and Conciliators3.9%L2L2L270%2.0 hAccountability
Conduct studies of appeals procedures to ensure adherence to legal requirements or to facilitate disposition of cases.Arbitrators, Mediators, and Conciliators · supplemental task3.8%L2L2L268%4.0 hAccountability, Access to systems
Authorize payment of valid claims.Arbitrators, Mediators, and Conciliators3.6%L2L2L260%38 minAccountability, Access to systems
Participate in court proceedings.Arbitrators, Mediators, and Conciliators · supplemental task2.8%L1L1L225%3.5 hAccountability, Trust and care, Access to systems
Organize or deliver public presentations about mediation to organizations, such as community agencies or schools.Arbitrators, Mediators, and Conciliators · supplemental task2.2%L2L2L252%4.0 hPhysical presence, Trust and care

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)80.8%75
Eloundou et al. (2024), GPT exposure β0.51280
Felten et al. (2021), AI occupational exposure1.432100
Webb (2020), AI patent exposure7972
Eisfeldt et al. (2026), generative AI exposure0.52589
Anthropic Economic Index, observed use0.24388

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 (26)

Neighbouring occupations

Dashed line: legal professionals not elsewhere classified (80.8%).

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: Legal professionals not elsewhere classified (ISCO-08 2619), https://balamlabs.org/adi/occupations/2619

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: Legal professionals not elsewhere classified (ISCO-08 2619)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/2619.json.