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Balam Labs
ISCO-08 3411

Legal and related associate professionals

70.3%
ADI · 135th of 433 · 95% interval 60.4–80.0

An AI agent can at least partly carry out 70.3% of the task time of legal and related associate professionals, and finish 2.3% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full70.3%

135th of 433 · interval 60.4–80.0

ADI3 · full delegation2.3%

112th of 433 · interval 0.0–5.9

ADIs · share of time49.2%

129th of 433 · interval 43.5–54.5

Evidence83

task statements rated by two models and weighted by importance and frequency. World employment: 2.6 million.

Task weight by level

How the tasks rate

16%
14%
68%
L0No meaningful role · 16.2%L1Augmentation · 13.5%L2Partial delegation · 68.0%L3Full delegation · 2.3%
Barriers

What stops the agent

Physical presence36%
Accountability63%
Trust and care33%
Access to systems85%

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

83 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Prepare affidavits or other documents, such as legal correspondence, and organize and maintain documents in paper or electronic filing system.Paralegals and Legal Assistants2.6%L2L2L265%2.0 hAccountability, Access to systems
Prepare, edit, or review legal documents, including legislation, briefs, pleadings, appeals, wills, contracts, and real estate closing statements.Paralegals and Legal Assistants2.4%L2L2L265%2.5 hAccountability, Access to systems
Write reports or case summaries to document investigations.Private Detectives and Investigators2.1%L2L2L272%2.0 hAccountability, Access to systems
Conduct private investigations on a paid basis.Private Detectives and Investigators1.9%L2L2L238%25 hPhysical presence, Accountability, Trust and care, Access to systems
Research laws, court decisions, documents, opinions, briefs, or other information related to cases before the court.Judicial Law Clerks1.9%L2L2L272%3.5 hAccess to systems
Investigate facts and law of cases and search pertinent sources, such as public records and internet sources, to determine causes of action and to prepare cases.Paralegals and Legal Assistants1.9%L2L2L268%4.0 hAccountability, Access to systems
Prepare briefs, legal memoranda, or statements of issues involved in cases, including appropriate suggestions or recommendations.Judicial Law Clerks1.9%L2L2L270%4.5 hAccountability, Access to systems
Search computer databases, credit reports, public records, tax or legal filings, or other resources to locate persons or to compile information for investigations.Private Detectives and Investigators1.9%L2L2L265%2.0 hAccountability, Access to systems
Screen persons entering courthouse using magnetometers, x-ray machines, and other devices to collect and retain unauthorized firearms and other contraband.Bailiffs1.9%L0L0L04%6 minPhysical presence, Accountability, Trust and care, Access to systems
Gather and analyze research data, such as statutes, decisions, and legal articles, codes, and documents.Paralegals and Legal Assistants1.8%L2L2L272%2.5 hAccess to systems
Escort prisoners to and from courthouse and maintain custody of prisoners during court proceedings.Bailiffs1.8%L0L0L04%2.8 hPhysical presence, Accountability, Trust and care, Access to systems
Meet with clients and other professionals to discuss details of cases.Paralegals and Legal Assistants1.8%L1L1L228%1.0 hTrust and care, Access to systems
Draft or proofread judicial opinions, decisions, or citations.Judicial Law Clerks1.7%L2L2L270%3.5 hAccountability, Access to systems
Review complaints, petitions, motions, or pleadings that have been filed to determine issues involved or basis for relief.Judicial Law Clerks1.7%L2L2L272%1.5 hAccountability, Access to systems
File pleadings with court clerks.Paralegals and Legal Assistants · supplemental task1.6%L2L2L262%38 minAccountability, Access to systems
Show the other 68 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Conduct personal background investigations, such as pre-employment checks, to obtain information about an individual's character, financial status, or personal history.Private Detectives and Investigators1.6%L2L2L262%4.0 hAccountability, Access to systems
Enforce courtroom rules of behavior and warn persons not to smoke or disturb court procedure.Bailiffs1.6%L0L0L02%8 minPhysical presence, Accountability, Trust and care, Access to systems
Confer with judges concerning legal questions, construction of documents, or granting of orders.Judicial Law Clerks1.6%L1L1L238%1.0 hAccountability, Trust and care, Access to systems
Provide security by patrolling interior and exterior of courthouse and escorting judges and other court employees.Bailiffs1.6%L0L0L04%4.3 hPhysical presence, Accountability, Trust and care, Access to systems
Examine documentation such as mortgages, liens, judgments, easements, plat books, maps, contracts, and agreements to verify factors such as properties' legal descriptions, ownership, or restrictions.Title Examiners, Abstractors, and Searchers1.5%L2L2L265%2.5 hAccountability, Access to systems
Provide assistance to the public, such as directions to court offices.Bailiffs1.5%L1L1L240%6 minPhysical presence, Trust and care, Access to systems
Examine individual titles to determine if restrictions, such as delinquent taxes, will affect titles and limit property use.Title Examiners, Abstractors, and Searchers1.4%L2L2L262%1.8 hAccountability, Access to systems
Obtain and analyze information on suspects, crimes, or disturbances to solve cases, to identify criminal activity, or to gather information for court cases.Private Detectives and Investigators1.4%L2L2L250%6.0 hPhysical presence, Accountability, Trust and care, Access to systems
Question persons to obtain evidence for cases of divorce, child custody, or missing persons or information about individuals' character or financial status.Private Detectives and Investigators1.4%L1L1L225%2.3 hPhysical presence, Accountability, Trust and care, Access to systems
Announce entrance of judge.Bailiffs1.4%L0L0L02%1 minPhysical presence, Accountability, Trust and care
Maintain court docket.Bailiffs · supplemental task1.4%L2L2L262%52 minAccountability, Access to systems
Prepare reports describing any title encumbrances encountered during searching activities and outlining actions needed to clear titles.Title Examiners, Abstractors, and Searchers1.4%L2L2L265%1.5 hAccountability, Access to systems
Copy or summarize recorded documents, such as mortgages, trust deeds, and contracts, that affect property titles.Title Examiners, Abstractors, and Searchers1.4%L2L2L272%52 minAccess to systems
Prepare for trial by performing tasks such as organizing exhibits.Paralegals and Legal Assistants1.4%L2L2L260%6.0 hPhysical presence, Accountability, Access to systems
Direct and coordinate law office activity, including delivery of subpoenas.Paralegals and Legal Assistants · supplemental task1.3%L1L1L238%3.0 hPhysical presence, Accountability, Access to systems
Prepare lists of all legal instruments applying to a specific piece of land and the buildings on it.Title Examiners, Abstractors, and Searchers1.3%L2L2L268%3.5 hAccountability, Access to systems
Expose fraudulent insurance claims or stolen funds.Private Detectives and Investigators1.3%L2L2L250%13 hPhysical presence, Accountability, Trust and care, Access to systems
Develop and maintain log of surveillance observations.Gambling Surveillance Officers and Gambling Investigators1.3%L2L2L258%38 minAccountability, Access to systems
Monitor establishment activities to ensure adherence to all state gaming regulations and company policies and procedures.Gambling Surveillance Officers and Gambling Investigators1.3%L1L1L238%4.5 hPhysical presence, Accountability, Trust and care, Access to systems
Observe casino or casino hotel operations for irregular activities, such as cheating or theft by employees or patrons, using audio and video equipment and one-way mirrors.Gambling Surveillance Officers and Gambling Investigators1.3%L2L2L252%4.4 hPhysical presence, Accountability, Access to systems
Observe and document activities of individuals to detect unlawful acts or to obtain evidence for cases, using binoculars and still or video cameras.Private Detectives and Investigators1.3%L0L0L115%3.5 hPhysical presence, Accountability, Access to systems
Check courtroom for security and cleanliness and assure availability of sundry supplies, such as notepads, for use by judge, jurors, and attorneys.Bailiffs1.3%L0L0L19%30 minPhysical presence, Accountability, Access to systems
Arbitrate disputes between parties and assist in the real estate closing process, such as by reviewing title searches.Paralegals and Legal Assistants · supplemental task1.3%L2L2L250%3.5 hAccountability, Trust and care, Access to systems
Read search requests to ascertain types of title evidence required and to obtain descriptions of properties and names of involved parties.Title Examiners, Abstractors, and Searchers1.2%L3L3L388%18 min–
Report all violations and suspicious behaviors to supervisors, verbally or in writing.Gambling Surveillance Officers and Gambling Investigators1.2%L2L2L255%18 minPhysical presence, Accountability, Trust and care, Access to systems
Verify accuracy and completeness of land-related documents accepted for registration, preparing rejection notices when documents are not acceptable.Title Examiners, Abstractors, and Searchers1.2%L2L2L268%40 minAccountability, Access to systems
Prepare and issue title commitments and title insurance policies, based on information compiled from title searches.Title Examiners, Abstractors, and Searchers · supplemental task1.2%L2L2L265%1.8 hAccountability, Access to systems
Obtain maps or drawings delineating properties from company title plants, county surveyors, or assessors' offices.Title Examiners, Abstractors, and Searchers1.2%L2L2L255%45 minAccess to systems
Inspect and monitor audio or video surveillance equipment to ensure it is working appropriately.Gambling Surveillance Officers and Gambling Investigators1.1%L2L2L242%52 minPhysical presence, Accountability, Access to systems
Review video surveillance footage.Gambling Surveillance Officers and Gambling Investigators1.1%L2L2L260%1.4 hAccountability, Access to systems
Maintain order in courtroom during trial and guard jury from outside contact.Bailiffs1.1%L0L0L04%6.0 hPhysical presence, Accountability, Trust and care, Access to systems
Confer with realtors, lending institution personnel, buyers, sellers, contractors, surveyors, and courthouse personnel to exchange title-related information or to resolve problems.Title Examiners, Abstractors, and Searchers1.1%L2L2L250%30 minTrust and care, Access to systems
Act as oversight or security agents for management or customers.Gambling Surveillance Officers and Gambling Investigators1.1%L2L2L240%4.5 hPhysical presence, Accountability, Trust and care, Access to systems
Enter information into computerized court calendar, filing, or case management systems.Judicial Law Clerks · supplemental task1.1%L2L2L378%15 minAccountability, Access to systems
Enter into record-keeping systems appropriate data needed to create new title records or to update existing ones.Title Examiners, Abstractors, and Searchers1.1%L3L3L385%22 minAccess to systems
Direct activities of workers who search records and examine titles, assigning, scheduling, and evaluating work, and providing technical guidance as necessary.Title Examiners, Abstractors, and Searchers · supplemental task1.1%L2L2L250%1.4 hPhysical presence, Accountability, Trust and care, Access to systems
Investigate companies' financial standings, or locate funds stolen by embezzlers, using accounting skills.Private Detectives and Investigators · supplemental task1.1%L2L2L258%8.0 hAccountability, Trust and care, Access to systems
Alert appropriate personnel to suspects' locations.Private Detectives and Investigators · supplemental task1.0%L2L2L252%22 minAccountability, Access to systems
Retrieve and examine real estate closing files for accuracy and to ensure that information included is recorded and executed according to regulations.Title Examiners, Abstractors, and Searchers1.0%L2L2L270%1.4 hAccountability, Access to systems
Confer with establishment officials, security departments, police, or postal officials to identify problems, provide information, or receive instructions.Private Detectives and Investigators1.0%L2L2L240%45 minTrust and care, Access to systems
Appraise and inventory real and personal property for estate planning.Paralegals and Legal Assistants · supplemental task0.9%L2L2L255%4.0 hPhysical presence, Accountability, Access to systems
Review dockets of pending litigation to ensure adequate progress.Judicial Law Clerks0.9%L2L2L265%1.2 hAccess to systems
Attend court sessions to hear oral arguments or record necessary case information.Judicial Law Clerks0.9%L1L2L132%2.0 hPhysical presence, Accountability, Trust and care, Access to systems
Verify that all files, complaints, or other papers are available and in the proper order.Judicial Law Clerks · supplemental task0.9%L2L2L270%45 minAccess to systems
Arrest persons in court when arrest warrants have been issued.Bailiffs0.9%L0L0L04%22 minPhysical presence, Accountability, Trust and care, Access to systems
Respond to questions from judicial officers or court staff on general legal issues.Judicial Law Clerks0.9%L2L2L272%1.1 hAccountability
Screen, control, and handle evidence and exhibits during court proceedings.Bailiffs0.9%L0L0L112%1.4 hPhysical presence, Accountability, Trust and care, Access to systems
Keep abreast of changes in the law and inform judges when cases are affected by such changes.Judicial Law Clerks0.8%L2L2L268%2.0 hAccess to systems
Stop people from entering courtroom while judge charges jury.Bailiffs0.8%L0L0L02%25 minPhysical presence, Accountability, Trust and care, Access to systems
Communicate with counsel regarding case management or procedural requirements.Judicial Law Clerks0.8%L2L2L260%25 minAccountability, Access to systems
Guard lodging of sequestered jury.Bailiffs0.8%L0L0L19%9.0 hPhysical presence, Accountability, Trust and care, Access to systems
Count cash and review transactions, sales checks, or register tapes to verify amounts or to identify shortages.Private Detectives and Investigators · supplemental task0.7%L2L2L255%1.4 hPhysical presence, Access to systems
Assess fees related to registration of property-related documents.Title Examiners, Abstractors, and Searchers · supplemental task0.7%L2L3L278%18 minAccountability, Access to systems
Testify at hearings or court trials to present evidence.Private Detectives and Investigators0.7%L1L1L110%2.5 hPhysical presence, Accountability, Trust and care, Access to systems
Perform undercover operations, such as evaluating the performance or honesty of employees by posing as customers or employees.Private Detectives and Investigators · supplemental task0.7%L1L1L224%5.0 hPhysical presence, Accountability, Trust and care, Access to systems
Determine whether land-related documents can be registered under the relevant legislation, such as the Land Titles Act.Title Examiners, Abstractors, and Searchers · supplemental task0.7%L2L2L262%52 minAccountability, Access to systems
Coordinate judges' meeting and appointment schedules.Judicial Law Clerks · supplemental task0.7%L2L2L268%28 minTrust and care, Access to systems
Provide jury escort to restaurant and other areas outside of courtroom to prevent jury contact with public.Bailiffs · supplemental task0.7%L0L0L04%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Report need for police or medical assistance to sheriff's office.Bailiffs0.7%L1L2L135%4 minPhysical presence, Access to systems
Call upon witnesses to testify at hearings.Paralegals and Legal Assistants · supplemental task0.7%L2L2L252%1.8 hPhysical presence, Accountability, Trust and care, Access to systems
Summarize pertinent legal or insurance details, or sections of statutes or case law from reference books for use in examinations or as proofs or ready reference.Title Examiners, Abstractors, and Searchers · supplemental task0.7%L2L3L278%52 minAccess to systems
Supervise or train surveillance observers.Gambling Surveillance Officers and Gambling Investigators0.7%L1L1L235%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Participate in conferences or discussions between trial attorneys and judges.Judicial Law Clerks · supplemental task0.6%L1L1L120%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Keep and monitor legal volumes to ensure that the law library is up-to-date.Paralegals and Legal Assistants · supplemental task0.5%L2L2L258%1.4 hPhysical presence, Access to systems
Prepare periodic reports on court proceedings, as required.Judicial Law Clerks · supplemental task0.5%L2L2L268%2.3 hAccountability, Access to systems
Supervise law students, volunteers, or other personnel assigned to the court.Judicial Law Clerks · supplemental task0.4%L1L1L230%1.0 hAccountability, Trust and care, Access to systems
Maintain judges' law libraries by assembling or updating appropriate documents.Judicial Law Clerks · supplemental task0.4%L2L2L268%1.8 hAccess to systems
Perform courtroom duties, including calling calendars, administering oaths, and swearing in jury panels and witnesses.Judicial Law Clerks · supplemental task0.3%L0L0L05%22 minPhysical 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)70.3%69
Eloundou et al. (2024), GPT exposure β0.44367
Felten et al. (2021), AI occupational exposure0.87672
Webb (2020), AI patent exposure48.72738
Eisfeldt et al. (2026), generative AI exposure0.3573
Anthropic Economic Index, observed use0.07868

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 (34)

Neighbouring occupations

Dashed line: legal and related associate professionals (70.3%).

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 and related associate professionals (ISCO-08 3411), https://balamlabs.org/adi/occupations/3411

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 and related associate professionals (ISCO-08 3411)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/3411.json.