First-Line Supervisors of Farming, Fishing, and Forestry Workers
Farming, Fishing, and Forestry Occupations- O*NET-SOC 代码
- 45-1011.00
Directly supervise and coordinate the activities of agricultural, forestry, aquacultural, and related workers.
- 数据来源: BLS发布时间: 2026-08
低· 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
0.09–0.22· ISCO-08 职业组 13 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 6111Field Crop and Vegetable Growers0.18
- ISCO-08 6112Tree and Shrub Crop Growers0.17
- ISCO-08 6114Mixed Crop Growers0.17
- ISCO-08 6121Livestock and Dairy Producers0.17
- ISCO-08 6122Poultry Producers0.19
- ISCO-08 6123Apiarists and Sericulturists0.22
- ISCO-08 6129Animal Producers Not Elsewhere Classified0.20
- ISCO-08 6130Mixed Crop and Animal Producers0.19
- ISCO-08 6210Forestry and Related Workers0.12
- ISCO-08 6221Aquaculture Workers0.22
- ISCO-08 6222Inland and Coastal Waters Fishery Workers0.17
- ISCO-08 6223Deep-sea Fishery Workers0.18
- ISCO-08 6224Hunters and Trappers0.09
Task-level exposure
显示隐藏的 57 项工作已评分任务 30 项 · β ≥ 0.5 的任务 13 项（43.3%）
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
以下为 O*NET-SOC 2010 职业 45-1011.06 First-Line Supervisors of Aquacultural Workers; 45-1011.07 First-Line Supervisors of Agricultural Crop and Horticultural Workers; 45-1011.08 First-Line Supervisors of Animal Husbandry and Animal Care Workers 的工作任务，由本站依据 O*NET-SOC 2010→2019 官方对照表关联到此职业
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Review employees' work to evaluate quality and quantity.45-1011.07 | 0.002352.9 |
Inspect facilities to determine maintenance needs.45-1011.07 | 0.002147.1 |
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 |
|---|---|
Record the numbers and types of fish or shellfish reared, harvested, released, sold, and shipped.O*NET Task ID 23341 | 1.0 |
Communicate with forestry personnel regarding forest harvesting or forest management plans, procedures, or schedules.O*NET Task ID 23350 | 1.0 |
Read inventory records, customer orders, or shipping schedules to determine required activities.O*NET Task ID 23359 | 1.0 |
Prepare and maintain time or payroll reports, as well as details of personnel actions, such as performance evaluations, hires, promotions, or disciplinary actions.O*NET Task ID 23362 | 1.0 |
Observe fish and beds or ponds to detect diseases, monitor fish growth, determine quality of fish, or determine completeness of harvesting.O*NET Task ID 23344 | 0.5 |
Inspect crops, fields, or plant stock to determine conditions and need for cultivating, spraying, weeding, or harvesting.O*NET Task ID 23351 | 0.5 |
Schedule work crews, equipment, or transportation for several different work locations.O*NET Task ID 23354 | 0.5 |
Perform both supervisory and management functions, such as accounting, marketing, and personnel work.O*NET Task ID 23356 | 0.5 |
Confer with managers to determine production requirements, conditions of equipment and supplies, and work schedules.O*NET Task ID 23361 | 0.5 |
Requisition or purchase supplies, such as insecticides, machine parts or lubricants, or tools.O*NET Task ID 23363 | 0.5 |
Calculate or monitor budgets for maintenance or development of collections, grounds, or infrastructure.O*NET Task ID 23366 | 0.5 |
Monitor operations to identify and solve problems, improve work methods, and ensure compliance with safety, company, and government regulations.O*NET Task ID 23368 | 0.5 |
Plan work schedules according to personnel and equipment availability.O*NET Task ID 23369 | 0.5 |
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（30 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 |
|---|---|
| Assign tasks such as feeding and treatment of animals, and cleaning and maintenance of animal quarters. | 核心 |
| Record the numbers and types of fish or shellfish reared, harvested, released, sold, and shipped. | 核心 |
| Monitor workers to ensure that safety regulations are followed, warning or disciplining those who violate safety regulations. | 核心 |
| Observe animals for signs of illness, injury, or unusual behavior, notifying veterinarians or managers as warranted. | 核心 |
| Observe fish and beds or ponds to detect diseases, monitor fish growth, determine quality of fish, or determine completeness of harvesting. | 核心 |
| Train workers in tree felling or bucking, operation of tractors or loading machines, yarding or loading techniques, or safety regulations. | 核心 |
| Treat animal illnesses or injuries, following experience or instructions of veterinarians. | 核心 |
| Train workers in spawning, rearing, cultivating, and harvesting methods, and in the use of equipment. | 核心 |
| Train workers in techniques such as planting, harvesting, weeding, or insect identification and in the use of safety measures. | 核心 |
| Confer with managers to evaluate weather or soil conditions, to develop plans or procedures, or to discuss issues such as changes in fertilizers, herbicides, or cultivating techniques. | 核心 |
| Communicate with forestry personnel regarding forest harvesting or forest management plans, procedures, or schedules. | 核心 |
| Inspect crops, fields, or plant stock to determine conditions and need for cultivating, spraying, weeding, or harvesting. | 核心 |
| Coordinate dismantling, moving, and setting up equipment at new work sites. | 核心 |
| Coordinate the selection and movement of logs from storage areas, according to transportation schedules or production requirements. | 核心 |
| Schedule work crews, equipment, or transportation for several different work locations. | 核心 |
| Drive or operate farm machinery, such as trucks, tractors, or self-propelled harvesters, to transport workers or supplies or to cultivate or harvest fields. | 核心 |
| Perform both supervisory and management functions, such as accounting, marketing, and personnel work. | 核心 |
| Transport or arrange for transport of animals, equipment, food, animal feed, and other supplies to and from work sites. | 核心 |
| Inspect buildings, fences, fields or ranges, supplies, and equipment to determine work to be performed. | 核心 |
| Read inventory records, customer orders, or shipping schedules to determine required activities. | 核心 |
| Inspect facilities to determine maintenance needs. | 核心 |
| Confer with managers to determine production requirements, conditions of equipment and supplies, and work schedules. | 核心 |
| Prepare and maintain time or payroll reports, as well as details of personnel actions, such as performance evaluations, hires, promotions, or disciplinary actions. | 核心 |
| Requisition or purchase supplies, such as insecticides, machine parts or lubricants, or tools. | 核心 |
| Monitor or oversee construction projects, such as horticultural buildings or irrigation systems. | 核心 |
| Issue equipment, such as farm implements, machinery, ladders, or containers to workers, and collect equipment when work is complete. | 核心 |
| Calculate or monitor budgets for maintenance or development of collections, grounds, or infrastructure. | 核心 |
| Direct or assist with the adjustment or repair of equipment or machinery. | — |
| Monitor operations to identify and solve problems, improve work methods, and ensure compliance with safety, company, and government regulations. | — |
| Plan work schedules according to personnel and equipment availability. | — |
0.72/ 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 |
|---|---|
| Observe animals for signs of illness, injury, or unusual behavior, notifying veterinarians or managers as warranted. | E2 受管理的设施 |
| Observe fish and beds or ponds to detect diseases, monitor fish growth, determine quality of fish, or determine completeness of harvesting. | E1 机器人专用设施 |
| Treat animal illnesses or injuries, following experience or instructions of veterinarians. | E0 机器人不可 |
| Inspect crops, fields, or plant stock to determine conditions and need for cultivating, spraying, weeding, or harvesting. | E3 非结构化环境 |
| Coordinate dismantling, moving, and setting up equipment at new work sites. | E1 机器人专用设施 |
| Drive or operate farm machinery, such as trucks, tractors, or self-propelled harvesters, to transport workers or supplies or to cultivate or harvest fields. | E2 受管理的设施 |
| Transport or arrange for transport of animals, equipment, food, animal feed, and other supplies to and from work sites. | E2 受管理的设施 |
| Inspect buildings, fences, fields or ranges, supplies, and equipment to determine work to be performed. | E2 受管理的设施 |
| Inspect facilities to determine maintenance needs. | E2 受管理的设施 |
| Monitor or oversee construction projects, such as horticultural buildings or irrigation systems. | E0 机器人不可 |
| Issue equipment, such as farm implements, machinery, ladders, or containers to workers, and collect equipment when work is complete. | E1 机器人专用设施 |
| Direct or assist with the adjustment or repair of equipment or machinery. | E0 机器人不可 |
职业信息
就业展望（BLS）
- 就业人数，2025
- 58K
- 预计就业人数，2035
- 60K
- 变化 (2025–35)
- +3.8%
- 年薪中位数，2025
- $59,320
- 入职通常所需学历
- High school diploma or equivalent
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 |
|---|---|---|---|
| 14901 | 농림어업 관련 관리자 | 有重叠，但不相同 | 已审核 |
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 6111Field Crop and Vegetable Growers
大田作物和蔬菜种植人员
- ISCO-08 6112Tree and Shrub Crop Growers
乔木和灌木作物种植人员
- ISCO-08 6114Mixed Crop Growers
混合作物种植人员
- ISCO-08 6121Livestock and Dairy Producers
家畜和乳品生产人员
- ISCO-08 6122Poultry Producers
家禽生产人员
- ISCO-08 6123Apiarists and Sericulturists
养蜂和养蚕人员
- ISCO-08 6129Animal Producers Not Elsewhere Classified
其他未列明的动物养殖人员
- ISCO-08 6130Mixed Crop and Animal Producers
农牧混合生产人员
- ISCO-08 6210Forestry and Related Workers
林业及有关工作人员
- ISCO-08 6221Aquaculture Workers
水产养殖工作人员
- ISCO-08 6222Inland and Coastal Waters Fishery Workers
内陆和沿海水域捕捞工作人员
- ISCO-08 6223Deep-sea Fishery Workers
远洋捕捞工作人员
- ISCO-08 6224Hunters and Trappers
狩猎和捕兽人员
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。
- agronomic crop production team leaderESCO 6111.1本职业范围更宽
Agronomic crop production team leaders are responsible for leading and working with a team of crop production workers. They organise the the daily work schedules for crop production and participate in the production
- aquaculture site supervisorESCO 3142.1.2本职业范围更宽
Aquaculture site supervisors supervise production processes in large-scale aquaculture operations and inspect aquaculture sites to maintain and improve performance. They maintain the health, safety and security of the workplace, develop management plans to reduce the risks from pests, predators and diseases and supervise both the disposal of bio and chemical waste and the maintenance of equipment and machinery.
- equine yard managerESCO 6121.2本职业范围更宽
Equine yard managers are responsible for the day to day running of the yard including managing staff, care of the horses, all aspects of health and safety and dealing with clients and owners.
- forestry technicianESCO 3143.1本职业范围更宽
Forestry technicians assist and support the forest manager and implement their decisions. They supervise a team of forestry equipment operators and support and supervise forestry and environmental protection through research and data collection. They also manage resource conservation and harvesting plans.
- fruit production team leaderESCO 6112.2本职业范围更宽
Fruit production team leaders are responsible for leading and working with a team. They organise daily work schedules for the production of fruit crops and participate in the production processes.
- vineyard supervisorESCO 6112.2.1本职业范围更宽
Vineyard supervisors supervise the work done in the vineyards, organise all work related to the vineyard in order to obtain good quality grapes produced in respect of the environment. They are responsible for the technical management of the vineyard and the wine frames and seasonal staff agents.
- aquaculture harvesting managerESCO 1312.1有重叠，但不相同
Aquaculture harvesting managers control harvesting operations of aquatic organisms which entails understanding and knowledge of techniques and equipment used in harvesting processes.
- aquaculture husbandry managerESCO 1312.2有重叠，但不相同
Aquaculture husbandry managers specialise in the husbandry of ongrowing aquatic species, especially in the feeding, growth, and stock management processes.
- crop production managerESCO 6114.1有重叠，但不相同
Crop production managers plan the production, manage the enterprise and participate in the production process of crop production facilities.
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 |
|---|---|---|
| A1207 | Chef / Cheffe d'équipe de travaux de milieux naturels | 本职业范围更宽暂定 |
| A1212 | Chef / Cheffe d'équipe de travaux forestiers | 本职业范围更宽暂定 |
| A1420 | Chef / Cheffe de culture responsable d'unité de production agricole | 本职业范围更宽暂定 |
| A1436 | Conducteur / Conductrice de travaux en entreprise de travaux agricoles | 本职业范围更宽暂定 |
| A1213 | Conducteur / Conductrice de travaux forestiers | 相关，但不对应暂定 |
| A1433 | Maraîcher / Maraîchère | 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 |
|---|---|---|
| 3142 | Técnicos agropecuarios | 本职业范围更窄 |
| 6110 | Trabajadores cualificados en actividades agrícolas (excepto en huertas, invernaderos, viveros y jardines) | 相关，但不对应 |
| 6410 | Trabajadores cualificados en actividades forestales y del medio natural | 相关，但不对应 |
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 |
|---|---|---|
| 11193 | Aufsichtskräfte - Landwirtschaft | 本职业范围更宽暂定 |
| 11293 | Aufsichtskräfte - Tierwirtschaft | 本职业范围更宽暂定 |
| 11493 | Aufsichtskräfte - Fischwirtschaft | 本职业范围更宽暂定 |
| 11693 | Aufsichtskräfte - Weinbau | 本职业范围更宽暂定 |
| 11793 | Aufsichtskräfte - Forst- und Jagdwirtschaft, Landschaftspflege | 本职业范围更宽暂定 |
| 12193 | Aufsichtskräfte - Gartenbau | 本职业范围更宽暂定 |
| 11283 | Berufe in der Tierwirtschaft (sonstige spezifische Tätigkeitsangabe) - komplexe Spezialistentätigkeiten | 相关，但不对应暂定 |
| 11393 | Aufsichtskräfte - Pferdewirtschaft | 相关，但不对应暂定 |
| 11423 | Berufe in der Fischerei - komplexe Spezialistentätigkeiten | 相关，但不对应暂定 |
| 11593 | Aufsichtskräfte - Tierpflege | 相关，但不对应暂定 |
| 11603 | Berufe im Weinbau - komplexe Spezialistentätigkeiten | 相关，但不对应暂定 |
| 12102 | Berufe im Gartenbau (ohne Spezialisierung) - fachlich ausgerichtete Tätigkeiten | 相关，但不对应暂定 |
| 12103 | Berufe im Gartenbau (ohne Spezialisierung) - komplexe Spezialistentätigkeiten | 相关，但不对应暂定 |
| 12113 | Berufe im Obst- und Gemüsebau - komplexe Spezialistentätigkeiten | 相关，但不对应暂定 |
| 12123 | Berufe in Baumschule, Staudengärtnerei und Zierpflanzenbau - 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 |
|---|---|---|
| 461 | 農耕従事者 | 相关，但不对应 |
| 462 | 養畜従事者 | 相关，但不对应 |
| 472 | 伐木・造材・集材従事者 | 相关，但不对应 |
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