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Balam Labs
ISCO-08 3221

Nursing associate professionals

13.6%
ADI · 332nd of 433 · 95% interval 0.0–29.4

An AI agent can at least partly carry out 13.6% of the task time of nursing 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 full13.6%

332nd of 433 · interval 0.0–29.4

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time20.5%

310th of 433 · interval 13.4–27.7

Evidence22

task statements rated by two models and weighted by importance and frequency. World employment: 3.6 million.

Task weight by level

How the tasks rate

51%
35%
14%
L0No meaningful role · 51.4%L1Augmentation · 35.0%L2Partial delegation · 13.6%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence92%
Accountability75%
Trust and care71%
Access to systems70%

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

22 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Supervise nurses' aides or assistants.Licensed Practical and Licensed Vocational Nurses5.9%L1L1L225%4.3 hPhysical presence, Accountability, Trust and care, Access to systems
Observe patients, charting and reporting changes in patients' conditions, such as adverse reactions to medication or treatment, and taking any necessary action.Licensed Practical and Licensed Vocational Nurses5.8%L1L1L228%25 minPhysical presence, Accountability, Trust and care, Access to systems
Answer patients' calls and determine how to assist them.Licensed Practical and Licensed Vocational Nurses5.7%L2L2L252%8 minAccountability, Trust and care, Access to systems
Measure and record patients' vital signs, such as height, weight, temperature, blood pressure, pulse, or respiration.Licensed Practical and Licensed Vocational Nurses5.6%L0L0L112%9 minPhysical presence, Accountability, Trust and care, Access to systems
Administer prescribed medications or start intravenous fluids, noting times and amounts on patients' charts.Licensed Practical and Licensed Vocational Nurses5.6%L0L0L216%10 minPhysical presence, Accountability, Trust and care, Access to systems
Provide basic patient care or treatments, such as taking temperatures or blood pressures, dressing wounds, treating bedsores, giving enemas or douches, rubbing with alcohol, massaging, or performing catheterizations.Licensed Practical and Licensed Vocational Nurses5.5%L0L0L14%18 minPhysical presence, Accountability, Trust and care, Access to systems
Evaluate nursing intervention outcomes, conferring with other healthcare team members as necessary.Licensed Practical and Licensed Vocational Nurses5.0%L1L1L232%18 minPhysical presence, Accountability, Trust and care, Access to systems
Work as part of a healthcare team to assess patient needs, plan and modify care, and implement interventions.Licensed Practical and Licensed Vocational Nurses5.0%L1L1L222%4.4 hPhysical presence, Accountability, Trust and care, Access to systems
Provide medical treatment or personal care to patients in private home settings, such as cooking, keeping rooms orderly, seeing that patients are comfortable and in good spirits, or instructing family members in simple nursing tasks.Licensed Practical and Licensed Vocational Nurses · supplemental task4.8%L0L0L110%2.5 hPhysical presence, Accountability, Trust and care, Access to systems
Record food and fluid intake and output.Licensed Practical and Licensed Vocational Nurses4.8%L1L1L125%9 minPhysical presence, Accountability, Trust and care, Access to systems
Assemble and use equipment, such as catheters, tracheotomy tubes, or oxygen suppliers.Licensed Practical and Licensed Vocational Nurses4.6%L0L0L05%20 minPhysical presence, Accountability, Trust and care, Access to systems
Prepare or examine food trays for conformance to prescribed diet.Licensed Practical and Licensed Vocational Nurses4.6%L1L1L120%8 minPhysical presence, Accountability, Access to systems
Sterilize equipment and supplies, using germicides, sterilizer, or autoclave.Licensed Practical and Licensed Vocational Nurses · supplemental task4.6%L0L0L16%38 minPhysical presence, Accountability, Access to systems
Make appointments, keep records, or perform other clerical duties in doctors' offices or clinics.Licensed Practical and Licensed Vocational Nurses · supplemental task4.5%L2L2L268%30 minPhysical presence, Trust and care, Access to systems
Help patients with bathing, dressing, maintaining personal hygiene, moving in bed, or standing and walking.Licensed Practical and Licensed Vocational Nurses4.4%L0L0L15%38 minPhysical presence, Accountability, Trust and care
Show the other 7 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Set up equipment and prepare medical treatment rooms.Licensed Practical and Licensed Vocational Nurses · supplemental task4.1%L0L0L15%20 minPhysical presence, Accountability, Access to systems
Prepare patients for examinations, tests, or treatments and explain procedures.Licensed Practical and Licensed Vocational Nurses4.0%L1L1L222%20 minPhysical presence, Accountability, Trust and care, Access to systems
Apply compresses, ice bags, or hot water bottles.Licensed Practical and Licensed Vocational Nurses3.8%L0L0L04%10 minPhysical presence, Accountability, Trust and care
Collect samples, such as blood, urine, or sputum from patients, and perform routine laboratory tests on samples.Licensed Practical and Licensed Vocational Nurses3.5%L0L0L110%22 minPhysical presence, Accountability, Trust and care, Access to systems
Inventory and requisition supplies and instruments.Licensed Practical and Licensed Vocational Nurses · supplemental task3.4%L2L2L252%38 minPhysical presence, Access to systems
Clean rooms and make beds.Licensed Practical and Licensed Vocational Nurses · supplemental task3.3%L0L0L01%20 minPhysical presence, Access to systems
Wash and dress bodies of deceased persons.Licensed Practical and Licensed Vocational Nurses · supplemental task1.6%L0L0L02%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)13.6%24
Eloundou et al. (2024), GPT exposure β0.26344
Felten et al. (2021), AI occupational exposure-0.51439
Webb (2020), AI patent exposure2315
Eisfeldt et al. (2026), generative AI exposure0.1343
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 (32)

Neighbouring occupations

Dashed line: nursing associate professionals (13.6%).

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: Nursing associate professionals (ISCO-08 3221), https://balamlabs.org/adi/occupations/3221

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: Nursing associate professionals (ISCO-08 3221)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/3221.json.