Farmers, Ranchers, and Other Agricultural Managers
Management Occupations- O*NET-SOC 代码
- 11-9013.00
Plan, direct, or coordinate the management or operation of farms, ranches, greenhouses, aquacultural operations, nurseries, timber tracts, or other agricultural establishments. May hire, train, and supervise farm workers or contract for services to carry out the day-to-day activities of the managed operation. May engage in or supervise planting, cultivating, harvesting, and financial and marketing activities.
- 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
0.22–0.27· ISCO-08 职业组 2 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 1311Agricultural and Forestry Production Managers0.27
- ISCO-08 1312Aquaculture and Fisheries Production Managers0.22
Task-level exposure
显示隐藏的 59 项工作已评分任务 30 项 · β ≥ 0.5 的任务 22 项（73.3%）
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 11-9013.01 Nursery and Greenhouse Managers; 11-9013.02 Farm and Ranch Managers; 11-9013.03 Aquacultural Managers 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 % | APIRaw / share % |
|---|---|---|
Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, or harvesting.11-9013.02 | 0.014030.0 | 0.002542.9 |
Explain and enforce safety regulations and policies.11-9013.01 | 0.008518.2 | 0.003357.1 |
Plan crop activities based on factors such as crop maturity or weather conditions.11-9013.02 | 0.008317.8 | —0 |
Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.11-9013.01 | 0.008217.6 | —0 |
Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.11-9013.01 | 0.00429.0 | —0 |
Identify environmental requirements of a particular species, and select and oversee the preparation of sites for species cultivation.11-9013.03 | 0.00194.1 | —0 |
Prepare reports required by state and federal laws.11-9013.03 | 0.00153.2 | —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 |
|---|---|
Prepare reports required by state and federal laws.O*NET Task ID 21378 | 1.0 |
Collect and record growth, production, and environmental data.O*NET Task ID 21370 | 0.5 |
Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.O*NET Task ID 21374 | 0.5 |
Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.O*NET Task ID 21375 | 0.5 |
Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries.O*NET Task ID 21376 | 0.5 |
Position and regulate plant irrigation systems, and program environmental and irrigation control computers.O*NET Task ID 21377 | 0.5 |
Maintain financial, operational, production, or employment records for farms or ranches.O*NET Task ID 21380 | 0.5 |
Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.O*NET Task ID 21381 | 0.5 |
Negotiate with buyers for the sale, storage, or shipment of crops or livestock.O*NET Task ID 21383 | 0.5 |
Analyze soil to determine types or quantities of fertilizer required for maximum crop production.O*NET Task ID 21385 | 0.5 |
Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.O*NET Task ID 21386 | 0.5 |
Analyze market conditions to determine acreage allocations.O*NET Task ID 21387 | 0.5 |
Replace chemical insecticides with environmentally friendly practices, such as adding pest-repelling plants to fields.O*NET Task ID 21389 | 0.5 |
Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation.O*NET Task ID 21390 | 0.5 |
Conduct or supervise stock examinations to identify diseases or parasites.O*NET Task ID 21391 | 0.5 |
Determine types or quantities of crops, plants, or livestock to be grown and raised, based on budgets, federal incentives, market conditions, executive directives, projected sales volumes, or soil conditions.O*NET Task ID 21392 | 0.5 |
Determine, administer, and execute policies relating to operations administration and standards, facility maintenance, and safety.O*NET Task ID 21393 | 0.5 |
Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting.O*NET Task ID 21394 | 0.5 |
Evaluate marketing or sales alternatives for products.O*NET Task ID 21395 | 0.5 |
Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards.O*NET Task ID 21397 | 0.5 |
Monitor environments to ensure maintenance of optimum animal or plant life.O*NET Task ID 21398 | 0.5 |
Obtain financing for and purchase necessary machinery, land, supplies, or livestock.O*NET Task ID 21399 | 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 |
|---|---|
| Collect and record growth, production, and environmental data. | 核心 |
| Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research. | 核心 |
| Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques. | 核心 |
| Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks. | 核心 |
| Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire. | 核心 |
| Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules. | 核心 |
| Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries. | 核心 |
| Position and regulate plant irrigation systems, and program environmental and irrigation control computers. | 核心 |
| Prepare reports required by state and federal laws. | 核心 |
| Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work. | 核心 |
| Maintain financial, operational, production, or employment records for farms or ranches. | 核心 |
| Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities. | 核心 |
| Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement. | 核心 |
| Negotiate with buyers for the sale, storage, or shipment of crops or livestock. | 核心 |
| Coordinate the selection and maintenance of brood stock. | 核心 |
| Analyze soil to determine types or quantities of fertilizer required for maximum crop production. | 核心 |
| Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns. | 核心 |
| Analyze market conditions to determine acreage allocations. | 核心 |
| Supervise the construction of farm or ranch structures, such as buildings, fences, drainage systems, wells, or roads. | 核心 |
| Replace chemical insecticides with environmentally friendly practices, such as adding pest-repelling plants to fields. | 补充 |
| Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation. | — |
| Conduct or supervise stock examinations to identify diseases or parasites. | — |
| Determine types or quantities of crops, plants, or livestock to be grown and raised, based on budgets, federal incentives, market conditions, executive directives, projected sales volumes, or soil conditions. | — |
| Determine, administer, and execute policies relating to operations administration and standards, facility maintenance, and safety. | — |
| Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting. | — |
| Evaluate marketing or sales alternatives for products. | — |
| Hire, supervise, and train support workers. | — |
| Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards. | — |
| Monitor environments to ensure maintenance of optimum animal or plant life. | — |
| Obtain financing for and purchase necessary machinery, land, supplies, or livestock. | — |
0.69/ 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 |
|---|---|
| Collect and record growth, production, and environmental data. | E3 非结构化环境 |
| Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques. | E1 机器人专用设施 |
| Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries. | E1 机器人专用设施 |
| Position and regulate plant irrigation systems, and program environmental and irrigation control computers. | E3 非结构化环境 |
| Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work. | E0 机器人不可 |
| Coordinate the selection and maintenance of brood stock. | E0 机器人不可 |
| Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation. | E2 受管理的设施 |
| Conduct or supervise stock examinations to identify diseases or parasites. | E0 机器人不可 |
| Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting. | E2 受管理的设施 |
| Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards. | E0 机器人不可 |
| Monitor environments to ensure maintenance of optimum animal or plant life. | E2 受管理的设施 |
职业信息
就业展望（BLS）
- 就业人数，2025
- 789K
- 预计就业人数，2035
- 762K
- 变化 (2025–35)
- -3.4%
- 年薪中位数，2025
- $89,900
- 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 | 本职业范围更宽 | 已确认 |
| 61110 | 곡식작물 재배원 | 本职业范围更宽 | 已确认 |
| 61130 | 과수작물 재배원 | 本职业范围更宽 | 已确认 |
| 61121 | 채소작물 재배원 | 相关，但不对应 | 已确认 |
| 61122 | 특용작물 재배원 | 相关，但不对应 | 已确认 |
| 61311 | 젖소 사육원 | 相关，但不对应 | 已确认 |
| 63012 | 해조류 양식원 | 相关，但不对应 | 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 1311Agricultural and Forestry Production Managers
农业和林业生产经理
- ISCO-08 1312Aquaculture and Fisheries Production Managers
水产养殖和渔业生产经理
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。
- aquaculture hatchery managerESCO 6221.3本职业范围更宽
Aquaculture hatchery managers plan, direct, and coordinate the production in large-scale aquaculture operations to breed fish and shellfish, developing aquaculture breeding strategies using various types of spawning techniques. They control the reproduction and the early life cycle stages of cultured species. They supervise incubation, early feeding and rearing techniques of the cultured species.
- aquaculture mooring managerESCO 6221.8本职业范围更宽
Aquaculture mooring managers carry out and supervise the mooring of cages in stable stations, drifting cages or even self-propelled and semi-submerged cages. They safely operate and moor a variety of different types of large-scale cages, manage conditions such as currents, wave climate and seabed profile, in open or semi-open water areas.
- aquaculture production managerESCO 1312.3本职业范围更宽
Aquaculture production managers plan, direct and coordinate the production of fish, shellfish or other forms of aquatic life such as cash crops, in large-scale aquaculture operations to culture and harvest or for release into fresh, brackish or salt water.
- aquaculture recirculation managerESCO 2132.3本职业范围更宽
Aquaculture recirculation managers control the production of aquatic organisms in land-based recirculation systems, manage water re-use processes and supervise complex circulation, aeration and biofilter systems.
- crop production managerESCO 6114.1本职业范围更宽
Crop production managers plan the production, manage the enterprise and participate in the production process of crop production facilities.
- horticulture production managerESCO 6113.2本职业范围更宽
Horticultural production managers plan the production, manage the enterprise and participate in the production
- vineyard managerESCO 6112.6本职业范围更宽
Vineyard managers orchestrate the conduct of the vineyard and the winery, in some cases also the administration and marketing.
- mixed farmerESCO 6130.2有重叠，但不相同
Mixed farmers are responsible for managing all aspects of livestock and crop production as a small enterprise or for self-sufficiency.
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 |
|---|---|---|
| A1404 | Aquaculteur / Aquacultrice | 本职业范围更宽 |
| A1407 | Eleveur / Eleveuse de bovins | 本职业范围更宽 |
| A1408 | Eleveur / Eleveuse d'animaux sauvages | 本职业范围更宽 |
| A1414 | Horticulteur / Horticultrice | 本职业范围更宽 |
| A1416 | Exploitant / Exploitante agricole | 本职业范围更宽 |
| A1420 | Chef / Cheffe de culture responsable d'unité de production agricole | 本职业范围更宽 |
| A1424 | Pisciculteur / Piscicultrice | 本职业范围更宽 |
| A1428 | Algoculteur / Algocultrice | 本职业范围更宽 |
| A1429 | Apiculteur / Apicultrice | 本职业范围更宽 |
| A1405 | Arboriculteur / Arboricultrice | 本职业范围更宽暂定 |
| A1409 | Aviculteur / Avicultrice | 本职业范围更宽暂定 |
| A1410 | Eleveur / Eleveuse d'ovins | 本职业范围更宽暂定 |
| A1411 | Eleveur / Eleveuse de porcins | 本职业范围更宽暂定 |
| A1432 | Osiériculteur / Osiéricultrice | 本职业范围更宽暂定 |
| A1433 | Maraîcher / Maraîchère | 本职业范围更宽暂定 |
| A1434 | Tabaculteur / Tabacultrice | 本职业范围更宽暂定 |
| A1437 | Champignonniste | 本职业范围更宽暂定 |
| A1439 | Eleveur / Eleveuse d'équidés | 本职业范围更宽暂定 |
| A1440 | Cultivateur urbain / Cultivatrice urbaine | 本职业范围更宽暂定 |
| A1441 | Pépiniériste | 本职业范围更宽暂定 |
| A1442 | Eleveur / Eleveuse de lapins | 本职业范围更宽暂定 |
| A1309 | Technicien / Technicienne d'élevage équin | 相关，但不对应 |
| A1417 | Saliculteur / Salicultrice | 相关，但不对应 |
| A1418 | Viticulteur / Viticultrice | 相关，但不对应 |
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 |
|---|---|---|
| 1311 | Directores de producción de explotaciones agropecuarias y forestales | 范围相同暂定 |
| 1312 | Directores de producción de explotaciones pesqueras y acuícolas | 本职业范围更宽暂定 |
| 6110 | Trabajadores cualificados en actividades agrícolas (excepto en huertas, invernaderos, viveros y jardines) | 相关，但不对应暂定 |
| 6202 | Trabajadores cualificados en actividades ganaderas de ovino y caprino | 相关，但不对应暂定 |
| 6203 | Trabajadores cualificados en actividades ganaderas de porcino | 相关，但不对应暂定 |
| 6204 | Trabajadores cualificados en apicultura y sericicultura | 相关，但不对应暂定 |
| 6300 | Trabajadores cualificados en actividades agropecuarias mixtas | 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 |
|---|---|---|
| 11194 | Führungskräfte - Landwirtschaft | 本职业范围更宽 |
| 11294 | Führungskräfte - Tierwirtschaft | 本职业范围更宽 |
| 11494 | Führungskräfte - Fischwirtschaft | 本职业范围更宽 |
| 12194 | Führungskräfte - Gartenbau | 本职业范围更宽 |
| 11394 | Führungskräfte - Pferdewirtschaft | 本职业范围更宽暂定 |
| 11694 | Führungskräfte - Weinbau | 本职业范围更宽暂定 |
| 11794 | Führungskräfte - Forst- und Jagdwirtschaft, Landschaftspflege | 本职业范围更宽暂定 |
| 11102 | Berufe in der Landwirtschaft (ohne Spezialisierung) - fachlich ausgerichtete Tätigkeiten | 有重叠，但不相同 |
| 11193 | Aufsichtskräfte - Landwirtschaft | 相关，但不对应 |
| 11602 | Berufe im Weinbau - fachlich ausgerichtete Tätigkeiten | 相关，但不对应暂定 |
| 11693 | Aufsichtskräfte - Weinbau | 相关，但不对应暂定 |
| 12112 | Berufe im Obst- und Gemüsebau - fachlich ausgerichtete Tätigkeiten | 相关，但不对应暂定 |
| 12122 | Berufe in Baumschule, Staudengärtnerei und Zierpflanzenbau - fachlich ausgerichtete Tätigkeiten | 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 | 有重叠，但不相同 |
| 462 | 養畜従事者 | 相关，但不对应 |
| 484 | 水産養殖従事者 | 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