Cooks, Restaurant
Food Preparation and Serving Related Occupations- O*NET-SOC 代码
- 35-2014.00
Prepare, season, and cook dishes such as soups, meats, vegetables, or desserts in restaurants. May order supplies, keep records and accounts, price items on menu, or plan menu.
- 数据来源: BLS发布时间: 2026-08
中等· 相对
低四级相对区间很高职业群单位数值
尺度 · 母数 · 来源
四级相对类别(低 / 中等 / 高 / 很高)
以BLS就业预测表中831个细分职业为基数。取值按 NEM(全国就业矩阵)代码给定,因此共用同一 NEM 代码的职业得到相同分档
- 数据来源: Anthropic发布时间: 2026-03
0.012
0.000此处所载数值的范围0.745尺度 · 母数 · 来源
- 数据来源: ILO发布时间: 2025
0.18
0.09此处所载数值的范围0.70职业群单位数值
尺度 · 母数 · 来源
生成式AI暴露度指数,按发布原值0–1
按 ISCO-08 细类(4 位)发布的数值。按原样应用美国劳工统计局(BLS)的官方对照表(ISCO-08→2010 SOC、2010 SOC→2018 SOC)关联到本职业,对应关系为全部或部分对应
该来源发布的是什么性质的数值
BLS的类别是相对排位而非绝对水平,也不是一手测量:它把多项已发表研究给出的职业百分位排名归并为四个等级。它不是就业或工资预测,不是采用概率,也不区分自动化与增强。
Task-level exposure
仅显示有暴露的工作已评分任务 20 项 · β ≥ 0.5 的任务 4 项(20.0%)
β = 直接暴露(E1)+ 0.5 × 借助工具时的暴露(E2),依据原始代码库的定义。
- 原始单位:O*NET 27.2 任务 → O*NET 31.0 职业代码
- 所有已评分任务均在 O*NET 31.0 任务列表中。
- 来源
- OpenAI "GPTs are GPTs" exposure rubric
- 版本
- gh-main-0471612
- 许可
- MIT License, Copyright (c) 2024 OpenAI
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment.35-2014.00 | 0.037444.2 |
Plan and price menu items.35-2014.00 | 0.023627.9 |
Bake, roast, broil, and steam meats, fish, vegetables, and other foods.35-2014.00 | 0.015718.6 |
Turn or stir foods to ensure even cooking.35-2014.00 | 0.00799.3 |
| Not observed on any surface — 16 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. | |
Season and cook food according to recipes or personal judgment and experience. | —0 |
Observe and test foods to determine if they have been cooked sufficiently, using methods such as tasting, smelling, or piercing them with utensils. | —0 |
Portion, arrange, and garnish food, and serve food to waiters or patrons. | —0 |
Substitute for or assist other cooks during emergencies or rush periods. | —0 |
Wash, peel, cut, and seed fruits and vegetables to prepare them for consumption. | —0 |
Carve and trim meats such as beef, veal, ham, pork, and lamb for hot or cold service, or for sandwiches. | —0 |
Inspect and clean food preparation areas, such as equipment and work surfaces, or serving areas to ensure safe and sanitary food-handling practices. | —0 |
Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters. | —0 |
Ensure freshness of food and ingredients by checking for quality, keeping track of old and new items, and rotating stock. | —0 |
Estimate expected food consumption, requisition or purchase supplies, or procure food from storage. | —0 |
Coordinate and supervise work of kitchen staff. | —0 |
Consult with supervisory staff to plan menus, taking into consideration factors such as costs and special event needs. | —0 |
Butcher and dress animals, fowl, or shellfish, or cut and bone meat prior to cooking. | —0 |
Bake breads, rolls, cakes, and pastries. | —0 |
Prepare relishes and hors d'oeuvres. | —0 |
Keep records and accounts. | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Keep records and accounts.O*NET Task ID 2185 | 1.0 |
Estimate expected food consumption, requisition or purchase supplies, or procure food from storage.O*NET Task ID 2178 | 0.5 |
Consult with supervisory staff to plan menus, taking into consideration factors such as costs and special event needs.O*NET Task ID 2181 | 0.5 |
Plan and price menu items.O*NET Task ID 2186 | 0.5 |
Turn or stir foods to ensure even cooking.O*NET Task ID 2169 | 0.0 |
Season and cook food according to recipes or personal judgment and experience.O*NET Task ID 2170 | 0.0 |
Observe and test foods to determine if they have been cooked sufficiently, using methods such as tasting, smelling, or piercing them with utensils.O*NET Task ID 2171 | 0.0 |
Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment.O*NET Task ID 2172 | 0.0 |
Portion, arrange, and garnish food, and serve food to waiters or patrons.O*NET Task ID 2173 | 0.0 |
Substitute for or assist other cooks during emergencies or rush periods.O*NET Task ID 2175 | 0.0 |
Bake, roast, broil, and steam meats, fish, vegetables, and other foods.O*NET Task ID 2176 | 0.0 |
Wash, peel, cut, and seed fruits and vegetables to prepare them for consumption.O*NET Task ID 2177 | 0.0 |
Carve and trim meats such as beef, veal, ham, pork, and lamb for hot or cold service, or for sandwiches.O*NET Task ID 2179 | 0.0 |
Coordinate and supervise work of kitchen staff.O*NET Task ID 2180 | 0.0 |
Butcher and dress animals, fowl, or shellfish, or cut and bone meat prior to cooking.O*NET Task ID 2182 | 0.0 |
Bake breads, rolls, cakes, and pastries.O*NET Task ID 2183 | 0.0 |
Prepare relishes and hors d'oeuvres.O*NET Task ID 2184 | 0.0 |
Inspect and clean food preparation areas, such as equipment, work surfaces, and serving areas, to ensure safe and sanitary food-handling practices.O*NET Task ID 18722 | 0.0 |
Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters.O*NET Task ID 18723 | 0.0 |
Ensure freshness of food and ingredients by checking for quality, keeping track of old and new items, and rotating stock.O*NET Task ID 18724 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
O*NET 31.0 全部任务(20 项)
本职业在 O*NET 31.0 中的全部任务(英文原文;任务类型为核心或补充)。暴露值不列在此清单中,而在上方表格里,位于各来源所用 O*NET 版本的任务表述旁。
| 任务(O*NET 31.0) | 类型 |
|---|---|
| Turn or stir foods to ensure even cooking. | 核心 |
| Season and cook food according to recipes or personal judgment and experience. | 核心 |
| Observe and test foods to determine if they have been cooked sufficiently, using methods such as tasting, smelling, or piercing them with utensils. | 核心 |
| Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment. | 核心 |
| Portion, arrange, and garnish food, and serve food to waiters or patrons. | 核心 |
| Substitute for or assist other cooks during emergencies or rush periods. | 核心 |
| Bake, roast, broil, and steam meats, fish, vegetables, and other foods. | 核心 |
| Wash, peel, cut, and seed fruits and vegetables to prepare them for consumption. | 核心 |
| Carve and trim meats such as beef, veal, ham, pork, and lamb for hot or cold service, or for sandwiches. | 核心 |
| Coordinate and supervise work of kitchen staff. | 核心 |
| Bake breads, rolls, cakes, and pastries. | 核心 |
| Inspect and clean food preparation areas, such as equipment, work surfaces, and serving areas, to ensure safe and sanitary food-handling practices. | 核心 |
| Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters. | 核心 |
| Ensure freshness of food and ingredients by checking for quality, keeping track of old and new items, and rotating stock. | 核心 |
| Estimate expected food consumption, requisition or purchase supplies, or procure food from storage. | 补充 |
| Consult with supervisory staff to plan menus, taking into consideration factors such as costs and special event needs. | 补充 |
| Butcher and dress animals, fowl, or shellfish, or cut and bone meat prior to cooking. | 补充 |
| Prepare relishes and hors d'oeuvres. | 补充 |
| Keep records and accounts. | 补充 |
| Plan and price menu items. | 补充 |
0.89/ 3· 机器人暴露指数
尺度 · 母数 · 来源
对每项体力任务,按已实际部署、销售或演示的机器人能够完成它的环境评定 0–3 级(0 不可 · 1 围栏式机器单元、灌装线等机器人专用设施 · 2 医院药房、集装箱港口等受管理的设施 · 3 私人住宅、建筑工地等非结构化环境),再按工作时间占比求平均
以该职业 O*NET 29.3 任务中的体力任务为准
等级与时间占比由 Anthropic 使用 Claude Opus 5(网络搜索)估算(截至 2026 年)。
机器人暴露指数与本站的 AI 暴露度是不同的指标,不能相加或相互比较。该指数不代表实际采用情况或成本竞争力,0 也包括没有体力任务的职业。
每项体力任务的等级
机器人环境等级(E0–E3)
E0 机器人不可详情
评定为已实际部署、销售或演示的机器人即使在机器人专用设施中也无法完成
E1 机器人专用设施详情
评定为可在围绕机器搭建的设施中完成,例如围栏式机器单元或灌装线
E2 受管理的设施详情
评定为可在由机构按工作标准维护的人类工作设施中完成,例如医院药房或集装箱港口
E3 非结构化环境详情
评定为可在没有机构按工作标准维护的环境中完成,例如私人住宅或建筑工地
仅列出被归类为体力任务的任务;其他任务在来源中没有等级。
| 任务(O*NET 29.3) | 机器人环境等级 |
|---|---|
| Turn or stir foods to ensure even cooking. | E1 机器人专用设施 |
| Season and cook food according to recipes or personal judgment and experience. | E1 机器人专用设施 |
| Observe and test foods to determine if they have been cooked sufficiently, using methods such as tasting, smelling, or piercing them with utensils. | E1 机器人专用设施 |
| Weigh, measure, and mix ingredients according to recipes or personal judgment, using various kitchen utensils and equipment. | E1 机器人专用设施 |
| Portion, arrange, and garnish food, and serve food to waiters or patrons. | E1 机器人专用设施 |
| Substitute for or assist other cooks during emergencies or rush periods. | E0 机器人不可 |
| Bake, roast, broil, and steam meats, fish, vegetables, and other foods. | E1 机器人专用设施 |
| Wash, peel, cut, and seed fruits and vegetables to prepare them for consumption. | E1 机器人专用设施 |
| Estimate expected food consumption, requisition or purchase supplies, or procure food from storage. | E1 机器人专用设施 |
| Carve and trim meats such as beef, veal, ham, pork, and lamb for hot or cold service, or for sandwiches. | E1 机器人专用设施 |
| Bake breads, rolls, cakes, and pastries. | E1 机器人专用设施 |
| Prepare relishes and hors d'oeuvres. | E1 机器人专用设施 |
| Inspect and clean food preparation areas, such as equipment, work surfaces, and serving areas, to ensure safe and sanitary food-handling practices. | E1 机器人专用设施 |
| Ensure food is stored and cooked at correct temperature by regulating temperature of ovens, broilers, grills, and roasters. | E1 机器人专用设施 |
| Ensure freshness of food and ingredients by checking for quality, keeping track of old and new items, and rotating stock. | E1 机器人专用设施 |
| Butcher and dress animals, fowl, or shellfish, or cut and bone meat prior to cooking. | E1 机器人专用设施 |
职业信息
就业展望(BLS)
- 就业人数,2025
- 1.4M
- 预计就业人数,2035
- 1.6M
- 变化 (2025–35)
- +12.1%
- 年薪中位数,2025
- $37,390
- 入职通常所需学历
- No formal educational credential
韩国职业分类关联(KSCO)
来自 AI Changing Work 制作的 Korea Occupation Direct Crosswalk v1.1 当前版本的关联。关系值从 O*NET-SOC 职业一侧解读。
| KSCO 代码 | KSCO 名称 | 关系 | 状态 |
|---|---|---|---|
| 45110 | 한식 조리사 | 本职业范围更宽 | 已确认 |
| 45120 | 중식 조리사 | 本职业范围更宽 | 已确认 |
| 45130 | 양식 조리사 | 本职业范围更宽 | 已确认 |
| 45140 | 일식 조리사 | 本职业范围更宽 | 已确认 |
关系与状态的定义(kr-direct v1.1)
国际劳工组织(ILO)职业说明
以下 ISCO-08 职业组由 AI Changing Work 原样套用美国劳工统计局(BLS)发布的对照表(2018 SOC→2010 SOC、2010 SOC→ISCO-08)、不逐案取舍,与本职业相关联;每项关联可能是完全对应,也可能是部分对应。
- ISCO-08 5120Cooks
厨师
自行翻译
自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。
以下定义、任务和职业示例是 ILO 对该 ISCO-08 职业组的描述,而不是对本职业的描述。
Cooks plan, organize, prepare and cook meals, according to recipes or under the supervision of chefs, in hotels, restaurants and other eating places, on board ships, on passenger trains and in private households.
任务
- (a) planning meals, preparing and cooking foodstuffs;
- (b) planning, supervising and coordinating the work of kitchen helpers;
- (c) checking the quality of food;
- (d) weighing, measuring and mixing ingredients according to recipes and personal judgement;
- (e) regulating the temperature of ovens, grills, roasters and other cooking equipment
- (f) inspecting and cleaning the kitchen, kitchen equipment and serving areas, to ensure safe and sanitary food handling practices;
- (g) operating large-volume cooking equipment such as grills, deep-fat fryers or griddles.
职业示例
Cook
Sources: ILO ISCO-08 — details: Credits
ESCO 职业词汇
以下每一项都是在已公开的ESCO-O*NET Crosswalk(第 1 版,2022 年)中与本职业逐项对应的。对应类型出自该对照表;表述出自 AI Changing Work。
- cookESCO 5120.1本职业范围更窄
cooks are culinary operatives who are able to prepare and present food, normally in domestic and institutional environments.
- diet cookESCO 5120.1.1本职业范围更宽
Diet cooks prepare and present meals according to special dietary or nutrition needs.
- fish cookESCO 5120.1.2本职业范围更宽
Fish cooks are responsible for preparing and presenting fish dishes using a variety of techniques. They may also prepare the accompanying sauces and purchase fresh fish for these dishes.
- grill cookESCO 5120.1.3本职业范围更宽
Grill cooks prepare and present meat, vegetables and fish using grill equipment such as grills and rotisseries.
- industrial cookESCO 5120.1.4本职业范围更宽
Industrial cooks create new food designs and recipes. They prepare, measure and mix ingredients to prepare foodstuff products. They control and regulate temperatures, monitor cooking process, assign specific baking tasks, and direct workers in task performance.
- pizzaioloESCO 9411.1本职业范围更宽
Pizzaiolos are responsible for preparing and cooking pizzas.
- chefESCO 3434.1有重叠,但不相同
Chefs are culinary professionals with a flair for creativity and innovation to provide a unique gastronomic experience.
- private chefESCO 3434.1.3有重叠,但不相同
Private chefs comply with food and sanitation rules to prepare meals for their employers. They take into consideration the employer’s intolerances to specific ingredients or their preferences and cook the meals in the employer's home. Private chefs may also be asked to organise small dinner parties or other types of celebrations for special occasions.
来源: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
许可: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
法国职业分类关联(ROME)
本职业与 ROME 4.0 职业条目(fiche)之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。标为「暂定」的关联仅凭同一模型系列(Claude)两位判定者的判定采纳,或对其判定适用运营方规则后采纳,因此其依据弱于已确认的关联。
| ROME 代码 | ROME 名称(法语) | 关系 |
|---|---|---|
| G1609 | Cuisinier / Cuisinière | 范围相同暂定 |
| G1602 | Commis / Commise de cuisine | 有重叠,但不相同暂定 |
| G1610 | Pâtissier / Pâtissière de restaurant | 相关,但不对应暂定 |
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)
西班牙职业分类关联(CNO-11)
本职业与 CNO-11 职业之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。
| CNO-11 代码 | CNO-11 名称(西班牙语) | 关系 |
|---|---|---|
| 5110 | Cocineros asalariados | 本职业范围更窄暂定 |
| 5000 | Camareros y cocineros propietarios | 相关,但不对应暂定 |
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)
德国职业分类关联(KldB)
本职业与 KldB 职业之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。
| KldB 代码 | KldB 名称(德语) | 关系 |
|---|---|---|
| 29302 | Köche/Köchinnen (ohne Spezialisierung) - fachlich ausgerichtete Tätigkeiten | 本职业范围更窄 |
| 29312 | Vor-, Kalt- und Süßspeisenköche/-köchinnen - fachlich ausgerichtete Tätigkeiten | 本职业范围更宽 |
| 29322 | Grill-, Braten- und Fischköche/-köchinnen - fachlich ausgerichtete Tätigkeiten | 本职业范围更宽 |
| 29382 | Köche/Köchinnen (sonstige spezifische Tätigkeitsangabe) - fachlich ausgerichtete Tätigkeiten | 本职业范围更宽暂定 |
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)
日本职业分类关联(JSCO)
本职业与 JSCO 职业之间的关联,由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。
| JSCO 代码 | JSCO 名称(日语) | 关系 |
|---|---|---|
| 391 | 調理人 | 本职业范围更窄暂定 |
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)
本页数据的来源与许可,以及 AI Changing Work 的修改与翻译说明:致谢与来源