O*NET-SOC code
29-2051.00

Assist in the provision of food service and nutritional programs, under the supervision of a dietitian. May plan and produce meals based on established guidelines, teach principles of food and nutrition, or counsel individuals.

  • Data source: BLSPublished: 2026-08

    High· relative

    LowFour relative bandsVery high

    Group-level value

    Scale, basis and source

    Four relative bands (Low / Moderate / High / Very high)

    831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band

    Source dataset (XLSX download)

  • Data source: AnthropicPublished: 2026-03

    0.245

    0.000Range of values carried here0.745
    Scale, basis and source

    Observed exposure index, 0–1 as published

    Mapped onto O*NET tasks

    Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value

    Source dataset (CSV download)

  • Data source: ILOPublished: 2025

    0.30

    0.09Range of values carried here0.70

    Group-level value

    Scale, basis and source

    Generative AI exposure index, 0–1 as published

    Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published

    Source dataset (PDF download)

What kind of figure this source publishes

The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.

Task-level exposure

Exposed tasks only

13 rated tasks · 12 tasks with β ≥ 0.5 (92.3%)

β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.

  • Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
  • All rated tasks are in the O*NET 31.0 task list.
Source
OpenAI "GPTs are GPTs" exposure rubric
Release
gh-main-0471612
License
MIT License, Copyright (c) 2024 OpenAI
Task (O*NET 20.1)Claude.aiRaw / share %APIRaw / share %
Plan menus or diets or guide individuals or families in food selection, preparation, or menu planning, based upon nutritional needs and established guidelines.

29-2051.00

0.044767.70.007751.4
Conduct nutritional assessments of individuals, including obtaining and evaluating individuals' dietary histories, to plan nutritional programs.

29-2051.00

0.017426.40.007348.6
Provide dietitians with assistance researching food, nutrition, or food service systems.

29-2051.00

0.00396.0—0
Not observed on any surface — 9 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states.
Observe patient food intake and report progress and dietary problems to dietician.
—0—0
Prepare a major meal, following recipes and determining group food quantities.
—0—0
Analyze menus or recipes, standardize recipes, or test new products.
—0—0
Supervise food production or service or assist dietitians or nutritionists in food service supervision or planning.
—0—0
Determine food and beverage costs and assist in implementing cost control procedures.
—0—0
Develop job specifications, job descriptions, or work schedules.
—0—0
Select, schedule, or conduct orientation or in-service education programs.
—0—0
Deliver speeches on diet, nutrition, or health to promote healthy eating habits and illness prevention and treatment.
—0—0
Refer patients to other relevant services to provide continuity of care.
—0—0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

All O*NET 31.0 task statements (13)

All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.

Task (O*NET 31.0)Type
Prepare a major meal, following recipes and determining group food quantities.Core
Analyze menus or recipes, standardize recipes, or test new products.Core
Supervise food production or service or assist dietitians or nutritionists in food service supervision or planning.Core
Plan menus or diets or guide individuals or families in food selection, preparation, or menu planning, based upon nutritional needs and established guidelines.Core
Develop job specifications, job descriptions, or work schedules.Core
Select, schedule, or conduct orientation or in-service education programs.Core
Provide dietitians with assistance researching food, nutrition, or food service systems.Core
Conduct nutritional assessments of individuals, including obtaining and evaluating individuals' dietary histories, to plan nutritional programs.Core
Observe and monitor patient food intake and body weight, and report changes, progress, and dietary problems to dietician.Core
Attend interdisciplinary meetings with other health care professionals to discuss patient care.Core
Determine food and beverage costs and assist in implementing cost control procedures.Supplemental
Deliver speeches on diet, nutrition, or health to promote healthy eating habits and illness prevention and treatment.Supplemental
Refer patients to other relevant services to provide continuity of care.Supplemental

Occupation information

Employment outlook (BLS)

Employment, 2025
32K
Projected employment, 2035
33K
Change (2025–35)
+2.7%
Median annual wage, 2025
$37,640
Typical education needed for entry
Associate's degree
lowest $30,890median wage across 825 detailed occupations, BLS EP 2025–35highest $559,030

Source: U.S. Bureau of Labor Statistics, Employment Projections 2025–35 — Employment by detailed occupation, 2025 and projected 2035

Korea classification links (KSCO)

Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.

KSCO codeKSCO titleRelationStatus
24502일반 영양사Related, not a matchreviewed

Relation and status definitions(kr-direct v1.1)

ILO occupational description

AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.

  • ISCO-08 3259Health Associate Professionals Not Elsewhere Classified

The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.

This unit group covers health associate professionals not classified elsewhere in Sub-major Group 32: Health Associate Professionals. For instance, the group includes occupations such as HIV counsellor, family planning counsellor and other health associate professionals.

Tasks

  • In such cases tasks would include:
  • (a) interviewing and examining patients to obtain information on their health status and the nature and extent of injury, illness or other physical or mental health condition;
  • (b) providing information and counselling to patients and families about certain health conditions, prevention and treatment options, treatment adherence, and personal behaviours that can affect health outcomes;
  • (c) administering therapeutic care and treatment to patients;
  • (d ) performing certain basic clinical procedures, such as administration of HIV antibody tests or insertion of intrauterine devices;
  • (e) dispensing and advising on dietary supplements, antiretroviral and prophylaxis medications, and other healthcare products
  • (f) monitoring patients' progress through treatment plans, and identifying signs and symptoms requiring referral to a medical doctor or other health professional;
  • (g) recording information on patients' health status and responses to treatment in medical records-keeping systems;
  • (h) sharing information with other health care providers when required to ensure continuing and comprehensive care.

Example occupations

Anaesthesia technician · Family planning counsellor · HIV counsellor · Respiratory therapy technician

Sources: ILO ISCO-08 — details: Credits

ESCO occupational vocabulary

Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.

  • dietetic technicianESCO 3259.3Same scope

    Dietetic technicians assist dietitians in planning nutritional programmes and in planning menus for patients as part of an overall treatment plan under supervision of a dietitian. Under supervision of a dietitian, dietetic technicians assist dietitians in patient reviews, enteral feeding discharge planning, and clinical auditing which includes nutritional screening.

  • diet cookESCO 5120.1.1This occupation is broader

    Diet cooks prepare and present meals according to special dietary or nutrition needs.

  • prepared meals nutritionistESCO 2265.1.1This occupation is broader

    Prepared meals nutritionists value ingredients, manufacturing processes, and foodstuffs in order to assure nutritional quality and suitability of prepared meals and dishes. They study nutritional value of foodstuffs and dishes and advise on the composition of different meals or dishes for human feed (allergenic items, macro and micronutrients, ...)

Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

License: CC BY 4.0 (EU Reuse Notice)

View original

ESCO reuse terms and the modification notice are in Credits.

France classification links (ROME)

AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.

ROME codeROME title (French)Relation
G1607Employé / Employée de restauration collectiveRelated, not a matchprovisional
J1402Diététicien / DiététicienneRelated, not a matchprovisional

Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.

ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.

(AI Changing Work link release: fr-direct v1)

Spain classification links (CNO-11)

AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.

CNO-11 codeCNO-11 title (Spanish)Relation
3323Técnicos superiores en dietéticaSame scope

Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.

(AI Changing Work link release: es-direct v1)

Germany classification links (KldB)

AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.

KldB codeKldB title (German)Relation
81762Berufe in der Diät- und Ernährungstherapie - fachlich ausgerichtete TätigkeitenOverlapping, not the same
82232Berufe in der Ernährungsberatung - fachlich ausgerichtete TätigkeitenRelated, not a match

Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.

(AI Changing Work link release: de-direct v1)

Japan classification links (JSCO)

AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.

JSCO codeJSCO title (Japanese)Relation
151栄養士This occupation is narrower

Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.

(AI Changing Work link release: jp-direct v1)

Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources