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Balam Labs
ISCO-08 3412

Social work associate professionals

49.7%
ADI · 189th of 433 · 95% interval 27.8–72.2

An AI agent can at least partly carry out 49.7% of the task time of social work associate professionals, 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 full49.7%

189th of 433 · interval 27.8–72.2

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time40.8%

182nd of 433 · interval 32.5–49.7

Evidence19

task statements rated by two models and weighted by importance and frequency. World employment: 2.1 million.

Task weight by level

How the tasks rate

11%
39%
50%
L0No meaningful role · 11.5%L1Augmentation · 38.8%L2Partial delegation · 49.7%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence41%
Accountability24%
Trust and care84%
Access to systems75%

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

19 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Assess clients' cognitive abilities and physical and emotional needs to determine appropriate interventions.Social and Human Service Assistants8.6%L1L1L232%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Oversee day-to-day group activities of residents in institution.Social and Human Service Assistants · supplemental task8.3%L0L0L110%2.5 hPhysical presence, Accountability, Trust and care
Keep records or prepare reports for owner or management concerning visits with clients.Social and Human Service Assistants7.8%L2L2L265%30 minAccess to systems
Submit reports and review reports or problems with superior.Social and Human Service Assistants7.0%L2L2L255%52 minTrust and care, Access to systems
Develop and implement behavioral management and care plans for clients.Social and Human Service Assistants6.8%L1L1L238%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Visit individuals in homes or attend group meetings to provide information on agency services, requirements, or procedures.Social and Human Service Assistants6.7%L1L1L225%1.0 hPhysical presence, Trust and care, Access to systems
Provide information or refer individuals to public or private agencies or community services for assistance.Social and Human Service Assistants5.7%L2L2L262%30 minTrust and care, Access to systems
Interview individuals or family members to compile information on social, educational, criminal, institutional, or drug history.Social and Human Service Assistants5.6%L2L2L240%1.3 hAccountability, Trust and care, Access to systems
Advise clients regarding food stamps, child care, food, money management, sanitation, or housekeeping.Social and Human Service Assistants5.2%L2L2L252%45 minTrust and care, Access to systems
Demonstrate use and care of equipment for tenant use.Social and Human Service Assistants · supplemental task5.1%L1L1L115%45 minPhysical presence, Trust and care, Access to systems
Assist in locating housing for displaced individuals.Social and Human Service Assistants · supplemental task5.1%L2L2L252%2.5 hPhysical presence, Trust and care, Access to systems
Consult with supervisor concerning programs for individual families.Social and Human Service Assistants · supplemental task4.7%L1L2L138%45 minAccountability, Trust and care, Access to systems
Explain rules established by owner or management, such as sanitation or maintenance requirements or parking regulations.Social and Human Service Assistants · supplemental task4.0%L2L2L258%20 minTrust and care
Observe clients' food selections and recommend alternate economical and nutritional food choices.Social and Human Service Assistants · supplemental task3.6%L1L1L232%30 minPhysical presence, Trust and care, Access to systems
Observe and discuss meal preparation and suggest alternate methods of food preparation.Social and Human Service Assistants · supplemental task3.4%L1L1L122%52 minPhysical presence, Trust and care, Access to systems
Show the other 4 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Assist in planning food budgets, using charts or sample budgets.Social and Human Service Assistants · supplemental task3.3%L2L2L370%1.0 hTrust and care
Transport and accompany clients to shopping areas or to appointments, using automobile.Social and Human Service Assistants · supplemental task3.2%L0L0L05%1.3 hPhysical presence, Accountability, Trust and care, Access to systems
Assist clients with preparation of forms, such as tax or rent forms.Social and Human Service Assistants · supplemental task3.2%L2L2L260%52 minAccountability, Trust and care, Access to systems
Inform tenants of facilities, such as laundries or playgrounds.Social and Human Service Assistants · supplemental task2.8%L2L2L262%30 minTrust 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

MeasureValuePercentile
ADI (this index)49.7%57
Eloundou et al. (2024), GPT exposure β0.38758
Felten et al. (2021), AI occupational exposure0.46564
Webb (2020), AI patent exposure2113
Eisfeldt et al. (2026), generative AI exposure0.2562
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 (34)

Neighbouring occupations

Dashed line: social work associate professionals (49.7%).

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: Social work associate professionals (ISCO-08 3412), https://balamlabs.org/adi/occupations/3412

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: Social work associate professionals (ISCO-08 3412)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/3412.json.