Agricultural Inspectors
Farming, Fishing, and Forestry Occupations- O*NET-SOC 代码
- 45-2011.00
Inspect agricultural commodities, processing equipment, and facilities, and fish and logging operations, to ensure compliance with regulations and laws governing health, quality, and safety.
- 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
0.000
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
0.24–0.36· ISCO-08 职业组 3 个
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。
各关联 ISCO-08 职业组的 ILO 数值
- ISCO-08 3257Environmental and Occupational Health Inspectors and Associates0.24
- ISCO-08 3359Government Regulatory AssociatePprofessionals Not Elsewhere Classified0.36
- ISCO-08 7515Food and Beverage Tasters and Graders0.31
Task-level exposure
仅显示有暴露的工作已评分任务 22 项 · β ≥ 0.5 的任务 11 项（50.0%）
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
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 |
|---|---|
Write reports of findings and recommendations and advise farmers, growers, or processors of corrective action to be taken.O*NET Task ID 14851 | 1.0 |
Compare product recipes with government-approved formulas or recipes to determine acceptability.O*NET Task ID 14864 | 1.0 |
Interpret and enforce government acts and regulations and explain required standards to agricultural workers.O*NET Task ID 14850 | 0.5 |
Label and seal graded products and issue official grading certificates.O*NET Task ID 14857 | 0.5 |
Set standards for the production of meat or poultry products or for food ingredients, additives, or compounds used to prepare or package products.O*NET Task ID 14859 | 0.5 |
Inquire about pesticides or chemicals to which animals may have been exposed.O*NET Task ID 14861 | 0.5 |
Set labeling standards and approve labels for meat or poultry products.O*NET Task ID 14862 | 0.5 |
Examine, weigh, and measure commodities, such as poultry, eggs, meat, or seafood to certify qualities, grades, and weights.O*NET Task ID 14863 | 0.5 |
Review and monitor foreign product inspection systems in countries of origin to ensure equivalence to the U.S. system.O*NET Task ID 14865 | 0.5 |
Provide consultative services in areas such as equipment or product evaluation, plant construction or layout, or food safety systems.O*NET Task ID 14866 | 0.5 |
Advise farmers or growers of development programs or new equipment or techniques to aid in quality production.O*NET Task ID 14867 | 0.5 |
Inspect agricultural commodities or related operations, as well as fish or logging operations, for compliance with laws and regulations governing health, quality, and safety.O*NET Task ID 14846 | 0.0 |
Inspect or test horticultural products or livestock to detect harmful diseases, chemical residues, or infestations and to determine the quality of products or animals.O*NET Task ID 14847 | 0.0 |
Verify that transportation and handling procedures meet regulatory requirements.O*NET Task ID 14848 | 0.0 |
Collect samples from animals, plants, or products and route them to laboratories for microbiological assessment, ingredient verification, or other testing.O*NET Task ID 14849 | 0.0 |
Inspect the cleanliness and practices of establishment employees.O*NET Task ID 14852 | 0.0 |
Monitor the operations and sanitary conditions of slaughtering or meat processing plants.O*NET Task ID 14853 | 0.0 |
Inspect food products and processing procedures to determine whether products are safe to eat.O*NET Task ID 14854 | 0.0 |
Take emergency actions, such as closing production facilities, if product safety is compromised.O*NET Task ID 14855 | 0.0 |
Monitor the grading performed by company employees to verify conformance to standards.O*NET Task ID 14856 | 0.0 |
Direct or monitor the quarantine and treatment or destruction of plants or plant products.O*NET Task ID 14860 | 0.0 |
Testify in legal proceedings.O*NET Task ID 14868 | 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®, Eloundou et al. (2023): see full notices on the Credits page
O*NET 31.0 全部任务（22 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 |
|---|---|
| Inspect agricultural commodities or related operations, as well as fish or logging operations, for compliance with laws and regulations governing health, quality, and safety. | 核心 |
| Verify that transportation and handling procedures meet regulatory requirements. | 核心 |
| Collect samples from animals, plants, or products and route them to laboratories for microbiological assessment, ingredient verification, or other testing. | 核心 |
| Interpret and enforce government acts and regulations and explain required standards to agricultural workers. | 核心 |
| Write reports of findings and recommendations and advise farmers, growers, or processors of corrective action to be taken. | 核心 |
| Inspect the cleanliness and practices of establishment employees. | 核心 |
| Examine, weigh, and measure commodities, such as poultry, eggs, meat, or seafood to certify qualities, grades, and weights. | 核心 |
| Provide consultative services in areas such as equipment or product evaluation, plant construction or layout, or food safety systems. | 核心 |
| Inspect or test horticultural products or livestock to detect harmful diseases, chemical residues, or infestations and to determine the quality of products or animals. | 补充 |
| Monitor the operations and sanitary conditions of slaughtering or meat processing plants. | 补充 |
| Inspect food products and processing procedures to determine whether products are safe to eat. | 补充 |
| Take emergency actions, such as closing production facilities, if product safety is compromised. | 补充 |
| Monitor the grading performed by company employees to verify conformance to standards. | 补充 |
| Label and seal graded products and issue official grading certificates. | 补充 |
| Set standards for the production of meat or poultry products or for food ingredients, additives, or compounds used to prepare or package products. | 补充 |
| Direct or monitor the quarantine and treatment or destruction of plants or plant products. | 补充 |
| Inquire about pesticides or chemicals to which animals may have been exposed. | 补充 |
| Set labeling standards and approve labels for meat or poultry products. | 补充 |
| Compare product recipes with government-approved formulas or recipes to determine acceptability. | 补充 |
| Review and monitor foreign product inspection systems in countries of origin to ensure equivalence to the U.S. system. | 补充 |
| Advise farmers or growers of development programs or new equipment or techniques to aid in quality production. | 补充 |
| Testify in legal proceedings. | 补充 |
0.15/ 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 |
|---|---|
| Inspect food products and processing procedures to determine whether products are safe to eat. | E0 机器人不可 |
| Inspect agricultural commodities or related operations, as well as fish or logging operations, for compliance with laws and regulations governing health, quality, and safety. | E0 机器人不可 |
| Inspect or test horticultural products or livestock to detect harmful diseases, chemical residues, or infestations and to determine the quality of products or animals. | E0 机器人不可 |
| Verify that transportation and handling procedures meet regulatory requirements. | E0 机器人不可 |
| Collect samples from animals, plants, or products and route them to laboratories for microbiological assessment, ingredient verification, or other testing. | E1 机器人专用设施 |
| Inspect the cleanliness and practices of establishment employees. | E0 机器人不可 |
| Monitor the operations and sanitary conditions of slaughtering or meat processing plants. | E0 机器人不可 |
| Monitor the grading performed by company employees to verify conformance to standards. | E1 机器人专用设施 |
| Label and seal graded products and issue official grading certificates. | E1 机器人专用设施 |
| Examine, weigh, and measure commodities, such as poultry, eggs, meat, or seafood to certify qualities, grades, and weights. | E1 机器人专用设施 |
职业信息
就业展望（BLS）
- 就业人数，2025
- 18K
- 预计就业人数，2035
- 18K
- 变化 (2025–35)
- +2.3%
- 年薪中位数，2025
- $49,940
- 入职通常所需学历
- Bachelor's degree
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 |
|---|---|---|---|
| 35290 | 그 외 정부 행정 사무원 | 相关，但不对应 | 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 3257Environmental and Occupational Health Inspectors and Associates
环境与职业卫生检查员及助理人员
- ISCO-08 3359Government Regulatory AssociatePprofessionals Not Elsewhere Classified
其他未列明的政府监管助理专业人员
- ISCO-08 7515Food and Beverage Tasters and Graders
食品和饮料品评员及分级员
自行翻译
自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。
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。
- agricultural inspectorESCO 3359.1范围相同
Agricultural inspectors monitor agricultural operations in farms and other agricultural facilities. They inspect activities such as health and safety measures, costs and production processes to ensure that workers and their activities comply with proper legislation and standards. Agricultural inspectors also analyse and report on their findings.
- farm milk controllerESCO 7515.2本职业范围更宽
Farm milk controllers are responsible for measuring and analysing the production and quality of the milk and providing advise accordingly.
- food safety inspectorESCO 3257.3本职业范围更宽
Food safety inspectors carry out inspections in food processing environments from a food safety standpoint. They are part of official control bodies who check and control food products and processes to ensure compliance with regulations and laws governing safety and health.
- food regulatory advisorESCO 3257.2有重叠，但不相同
Food regulatory advisors are extra-judicial or judiciary technical experts. They ensure food industry practices comply with the regulatory norms. They perform audits, make diagnosis and monitor activities of inspection. These experts have expertise in food processing, food analysis, quality, safety, certification, traceability. They update, review, and approve labelling designs, develop nutrition facts panels, and ensure that products and labels meet appropriate standards and regulations.
- forestry inspectorESCO 3359.4有重叠，但不相同
Forestry inspectors monitor forestry operations to ensure that workers and their activities comply with proper legislation and standards. They perform inspections to examine operations, wages, costs and health and safety measures. Forestry inspectors also analyse and report on their findings.
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 |
|---|---|---|
| A1302 | Agent / Agente de diagnostic et de contrôle en agriculture | 有重叠，但不相同暂定 |
| A1305 | Technicien / Technicienne des services vétérinaires | 有重叠，但不相同暂定 |
| K1411 | Inspecteur / Inspectrice vétérinaire | 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 |
|---|---|---|
| 3629 | Otros profesionales de apoyo de la Administración Pública para tareas de inspección y control y tareas similares | 本职业范围更窄 |
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 |
|---|---|---|
| 53333 | Berufe in der Lebensmittelkontrolle - komplexe Spezialistentätigkeiten | 有重叠，但不相同 |
| 53332 | Berufe in der Lebensmittelkontrolle - fachlich ausgerichtete Tätigkeiten | 有重叠，但不相同暂定 |
| 11233 | Berufe in der Imkerei - komplexe Spezialistentätigkeiten | 相关，但不对应暂定 |
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 |
|---|---|---|
| 061 | 農林水産技術者 | 本职业范围更窄 |
| 249 | 他に分類されない専門的職業従事者 | 相关，但不对应 |
| 469 | その他の農業従事者 | 相关，但不对应暂定 |
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