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An AI agent can at least partly carry out 63.1% of the task time of judges, 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 full63.1%

149th of 433 · interval 45.8–77.8

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time49.9%

125th of 433 · interval 44.1–55.3

Evidence35

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

37%
63%
L0No meaningful role · 0.0%L1Augmentation · 36.9%L2Partial delegation · 63.1%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence7%
Accountability96%
Trust and care43%
Access to systems51%

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

35 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Authorize payment of valid claims and determine method of payment.Administrative Law Judges, Adjudicators, and Hearing Officers4.3%L2L2L268%30 minAccountability, Access to systems
Monitor proceedings to ensure that all applicable rules and procedures are followed.Judges, Magistrate Judges, and Magistrates4.2%L1L1L240%2.0 hPhysical presence, Accountability, Trust and care, Access to systems
Review and evaluate data on documents, such as claim applications, birth or death certificates, or physician or employer records.Administrative Law Judges, Adjudicators, and Hearing Officers4.2%L2L2L270%45 minAccountability, Access to systems
Determine existence and amount of liability according to current laws, administrative and judicial precedents, and available evidence.Administrative Law Judges, Adjudicators, and Hearing Officers4.0%L2L2L258%3.5 hAccountability, Trust and care, Access to systems
Conduct hearings to review and decide claims regarding issues, such as social program eligibility, environmental protection, or enforcement of health and safety regulations.Administrative Law Judges, Adjudicators, and Hearing Officers3.9%L2L2L240%4.0 hAccountability, Trust and care, Access to systems
Monitor and direct the activities of trials and hearings to ensure that they are conducted fairly and that courts administer justice while safeguarding the legal rights of all involved parties.Administrative Law Judges, Adjudicators, and Hearing Officers3.9%L1L1L225%2.5 hAccountability, Trust and care, Access to systems
Prepare written opinions and decisions.Administrative Law Judges, Adjudicators, and Hearing Officers3.9%L2L2L268%6.0 hAccountability, Access to systems
Read documents on pleadings and motions to ascertain facts and issues.Judges, Magistrate Judges, and Magistrates3.7%L2L2L270%1.3 hAccountability, Access to systems
Research and analyze laws, regulations, policies, and precedent decisions to prepare for hearings and to determine conclusions.Administrative Law Judges, Adjudicators, and Hearing Officers3.7%L2L2L268%3.3 hAccountability
Recommend the acceptance or rejection of claims or compromise settlements according to laws, regulations, policies, and precedent decisions.Administrative Law Judges, Adjudicators, and Hearing Officers3.7%L2L2L265%2.3 hAccountability, Trust and care, Access to systems
Confer with individuals or organizations involved in cases to obtain relevant information.Administrative Law Judges, Adjudicators, and Hearing Officers3.5%L2L2L240%1.0 hAccountability, Trust and care
Explain to claimants how they can appeal rulings that go against them.Administrative Law Judges, Adjudicators, and Hearing Officers3.5%L2L2L265%32 minAccountability, Trust and care
Schedule hearings.Administrative Law Judges, Adjudicators, and Hearing Officers · supplemental task3.4%L2L2L272%45 minAccountability, Access to systems
Advise attorneys, juries, litigants, and court personnel regarding conduct, issues, and proceedings.Judges, Magistrate Judges, and Magistrates3.2%L1L1L230%30 minAccountability, Trust and care, Access to systems
Rule on exceptions, motions, and admissibility of evidence.Administrative Law Judges, Adjudicators, and Hearing Officers3.1%L2L2L260%1.1 hAccountability
Show the other 20 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Interpret and enforce rules of procedure or establish new rules in situations where there are no procedures already established by law.Judges, Magistrate Judges, and Magistrates2.9%L1L1L232%1.5 hAccountability
Rule on admissibility of evidence and methods of conducting testimony.Judges, Magistrate Judges, and Magistrates2.8%L1L1L242%55 minAccountability, Access to systems
Rule on custody and access disputes, and enforce court orders regarding custody and support of children.Judges, Magistrate Judges, and Magistrates · supplemental task2.7%L1L1L235%3.3 hAccountability, Trust and care, Access to systems
Write decisions on cases.Judges, Magistrate Judges, and Magistrates2.6%L2L2L262%4.0 hAccountability, Access to systems
Preside over hearings and listen to allegations made by plaintiffs to determine whether the evidence supports the charges.Judges, Magistrate Judges, and Magistrates2.6%L1L1L120%2.0 hPhysical presence, Accountability, Trust and care, Access to systems
Supervise other judges, court officers, and the court's administrative staff.Judges, Magistrate Judges, and Magistrates2.5%L1L1L122%1.5 hAccountability, Trust and care, Access to systems
Issue arrest warrants.Judges, Magistrate Judges, and Magistrates2.5%L2L2L252%30 minAccountability, Access to systems
Conduct studies of appeals procedures in field agencies to ensure adherence to legal requirements and to facilitate determination of cases.Administrative Law Judges, Adjudicators, and Hearing Officers · supplemental task2.5%L2L2L258%23 hAccountability, Access to systems
Settle disputes between opposing attorneys.Judges, Magistrate Judges, and Magistrates2.5%L1L1L238%1.5 hAccountability, Trust and care, Access to systems
Issue subpoenas and administer oaths in preparation for formal hearings.Administrative Law Judges, Adjudicators, and Hearing Officers2.5%L2L2L252%38 minAccountability, Trust and care, Access to systems
Research legal issues and write opinions on the issues.Judges, Magistrate Judges, and Magistrates2.4%L2L2L265%7.0 hAccountability
Conduct preliminary hearings to decide issues, such as whether there is reasonable and probable cause to hold defendants in felony cases.Judges, Magistrate Judges, and Magistrates · supplemental task2.3%L1L1L230%1.1 hPhysical presence, Accountability, Trust and care, Access to systems
Grant divorces and divide assets between spouses.Judges, Magistrate Judges, and Magistrates · supplemental task2.2%L2L2L252%3.0 hAccountability, Trust and care, Access to systems
Sentence defendants in criminal cases, on conviction by jury, according to applicable government statutes.Judges, Magistrate Judges, and Magistrates2.1%L1L1L240%2.0 hAccountability, Trust and care, Access to systems
Participate in judicial tribunals to help resolve disputes.Judges, Magistrate Judges, and Magistrates · supplemental task2.1%L1L1L230%3.5 hAccountability, Trust and care, Access to systems
Award compensation for damages to litigants in civil cases in relation to findings by juries or by the court.Judges, Magistrate Judges, and Magistrates1.8%L2L2L255%2.8 hAccountability, Access to systems
Impose restrictions upon parties in civil cases until trials can be held.Judges, Magistrate Judges, and Magistrates1.6%L2L2L252%2.0 hAccountability, Trust and care, Access to systems
Instruct juries on applicable laws, direct juries to deduce the facts from the evidence presented, and hear their verdicts.Judges, Magistrate Judges, and Magistrates1.6%L1L1L230%52 minPhysical presence, Accountability, Trust and care, Access to systems
Provide information regarding the judicial system or other legal issues through the media and public speeches.Judges, Magistrate Judges, and Magistrates · supplemental task0.8%L1L1L242%2.0 hPhysical presence, Accountability, Trust and care
Perform wedding ceremonies.Judges, Magistrate Judges, and Magistrates · supplemental task0.6%L1L1L115%38 minPhysical presence, Accountability, 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)63.1%66
Eloundou et al. (2024), GPT exposure β0.47172
Felten et al. (2021), AI occupational exposure1.436100
Webb (2020), AI patent exposure7972
Eisfeldt et al. (2026), generative AI exposure0.3169
Anthropic Economic Index, observed use0.30892

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: judges (63.1%).

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: Judges (ISCO-08 2612), https://balamlabs.org/adi/occupations/2612

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: Judges (ISCO-08 2612)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/2612.json.