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Balam Labs
ISCO-08 2265

Dieticians and nutritionists

87.0%
ADI · 85th of 433 · 95% interval 73.7–97.4

An AI agent can at least partly carry out 87.0% of the task time of dieticians and nutritionists, 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 full87.0%

85th of 433 · interval 73.7–97.4

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time54.1%

98th of 433 · interval 49.7–58.5

Evidence28

task statements rated by two models and weighted by importance and frequency. World employment: 0.6 million.

Task weight by level

How the tasks rate

13%
87%
L0No meaningful role · 0.0%L1Augmentation · 13.0%L2Partial delegation · 87.0%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence24%
Accountability77%
Trust and care57%
Access to systems71%

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

28 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Assess nutritional needs, diet restrictions, and current health plans to develop and implement dietary-care plans and provide nutritional counseling.Dietitians and Nutritionists7.6%L2L2L258%1.0 hAccountability, Trust and care, Access to systems
Evaluate laboratory tests in preparing nutrition recommendations.Dietitians and Nutritionists7.3%L2L2L268%30 minAccountability, Access to systems
Advise patients and their families on nutritional principles, dietary plans, diet modifications, and food selection and preparation.Dietitians and Nutritionists7.1%L2L2L252%52 minAccountability, Trust and care, Access to systems
Counsel individuals and groups on basic rules of good nutrition, healthy eating habits, and nutrition monitoring to improve their quality of life.Dietitians and Nutritionists7.0%L2L2L258%52 minAccountability, Trust and care
Incorporate patient cultural, ethnic, or religious preferences and needs in the development of nutrition plans.Dietitians and Nutritionists6.8%L2L2L260%45 minAccountability, Trust and care, Access to systems
Record and evaluate patient and family health and food history, including symptoms, environmental toxic exposure, allergies, medication factors, and preventive health-care measures.Dietitians and Nutritionists6.4%L2L2L255%52 minAccountability, Trust and care, Access to systems
Consult with physicians and health care personnel to determine nutritional needs and diet restrictions of patient or client.Dietitians and Nutritionists6.3%L2L2L248%30 minAccountability, Access to systems
Coordinate diet counseling services.Dietitians and Nutritionists4.7%L2L2L258%1.4 hAccountability, Trust and care, Access to systems
Select, train, and supervise workers who plan, prepare, and serve meals.Dietitians and Nutritionists · supplemental task3.9%L1L1L130%4.0 hPhysical presence, Trust and care, Access to systems
Develop recipes and menus to address special nutrition needs, such as low glycemic, low histamine, or gluten- or allergen-free.Dietitians and Nutritionists3.8%L2L2L270%1.8 hAccountability
Manage quantity food service departments or clinical and community nutrition services.Dietitians and Nutritionists · supplemental task3.6%L2L2L240%6.0 hPhysical presence, Accountability, Trust and care, Access to systems
Monitor food service operations to ensure conformance to nutritional, safety, sanitation and quality standards.Dietitians and Nutritionists · supplemental task3.2%L1L1L235%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Inspect meals served for conformance to prescribed diets and standards of palatability and appearance.Dietitians and Nutritionists · supplemental task3.1%L1L1L122%32 minPhysical presence, Access to systems
Purchase food in accordance with health and safety codes.Dietitians and Nutritionists · supplemental task3.1%L2L2L258%1.5 hPhysical presence, Accountability, Access to systems
Organize, develop, analyze, test, and prepare special meals, such as low-fat, low-cholesterol, or chemical-free meals.Dietitians and Nutritionists · supplemental task2.6%L2L2L248%3.0 hPhysical presence, Accountability
Show the other 13 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Develop curriculum and prepare manuals, visual aids, course outlines, and other materials used in teaching.Dietitians and Nutritionists2.5%L2L2L270%5.0 h–
Plan, conduct, and evaluate dietary, nutritional, and epidemiological research.Dietitians and Nutritionists2.4%L2L2L255%25 hPhysical presence, Accountability, Trust and care, Access to systems
Plan and conduct training programs in dietetics, nutrition, and institutional management and administration for medical students, health-care personnel, and the general public.Dietitians and Nutritionists2.4%L2L2L258%7.0 hTrust and care
Advise food service managers and organizations on sanitation, safety procedures, menu development, budgeting, and planning to assist with establishment, operation, and evaluation of food service facilities and nutrition programs.Dietitians and Nutritionists · supplemental task2.3%L2L2L260%3.5 hPhysical presence, Accountability, Trust and care, Access to systems
Prepare and administer budgets for food, equipment, and supplies.Dietitians and Nutritionists · supplemental task1.9%L2L2L268%4.0 hAccess to systems
Develop policies for food service or nutritional programs to assist in health promotion and disease control.Dietitians and Nutritionists · supplemental task1.9%L2L2L260%8.0 hAccountability, Trust and care, Access to systems
Plan, conduct, and evaluate nutrigenomic or nutrigenetic research.Dietitians and Nutritionists · supplemental task1.8%L2L2L255%60 hPhysical presence, Accountability, Trust and care, Access to systems
Test new food products and equipment.Dietitians and Nutritionists · supplemental task1.7%L1L1L232%5.5 hPhysical presence, Access to systems
Write research reports and other publications to document and communicate research findings.Dietitians and Nutritionists1.6%L2L2L272%6.5 hAccountability, Access to systems
Make recommendations regarding public policy, such as nutrition labeling, food fortification, or nutrition standards for school programs.Dietitians and Nutritionists · supplemental task1.5%L2L2L260%6.5 hTrust and care
Coordinate recipe development and standardization and develop new menus for independent food service operations.Dietitians and Nutritionists · supplemental task1.4%L2L2L258%6.0 hPhysical presence, Trust and care
Plan and prepare grant proposals to request program funding.Dietitians and Nutritionists · supplemental task1.1%L2L2L268%12 hAccountability, Access to systems
Confer with design, building, and equipment personnel to plan for construction and remodeling of food service units.Dietitians and Nutritionists · supplemental task1.0%L1L1L232%2.8 hTrust 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)87.0%81
Eloundou et al. (2024), GPT exposure β0.51580
Felten et al. (2021), AI occupational exposure1.34397
Webb (2020), AI patent exposure5446
Eisfeldt et al. (2026), generative AI exposure0.28666
Anthropic Economic Index, observed use0.13377

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 (22)

Neighbouring occupations

Dashed line: dieticians and nutritionists (87.0%).

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: Dieticians and nutritionists (ISCO-08 2265), https://balamlabs.org/adi/occupations/2265

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: Dieticians and nutritionists (ISCO-08 2265)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/2265.json.