First-Line Supervisors of Non-Retail Sales Workers
Sales and Related Occupations- O*NET-SOC 代码
- 41-1012.00
Directly supervise and coordinate activities of sales workers other than retail sales workers. May perform duties such as budgeting, accounting, and personnel work, in addition to supervisory duties.
- 数据来源: BLS发布时间: 2026-08
很高· 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
0.230
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
0.35–0.63· ISCO-08 职业组 9 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 2433Technical and Medical Sales Professionals (excluding ICT)0.50
- ISCO-08 2434Information and Communications Technology Sales Professionals0.51
- ISCO-08 3311Securities and Finance Dealers and Brokers0.63
- ISCO-08 3321Insurance Representatives0.53
- ISCO-08 3322Commercial Sales Representatives0.49
- ISCO-08 3324Trade Brokers0.44
- ISCO-08 3334Real Estate Agents and Property Managers0.35
- ISCO-08 3339Business Services Agents Not Elsewhere Classified0.44
- ISCO-08 4221Travel Consultants and Clerks0.56
Task-level exposure
仅显示有暴露的工作已评分任务 18 项 · β ≥ 0.5 的任务 17 项(94.4%)
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 % |
|---|---|
Listen to and resolve customer complaints regarding services, products, or personnel.41-1012.00 | 0.022143.7 |
Confer with company officials to develop methods and procedures to increase sales, expand markets, and promote business.41-1012.00 | 0.012424.4 |
Monitor sales staff performance to ensure that goals are met.41-1012.00 | 0.00316.2 |
Examine merchandise to ensure correct pricing and display, and that it functions as advertised.41-1012.00 | 0.00305.9 |
Analyze details of sales territories to assess their growth potential and to set quotas.41-1012.00 | 0.00305.9 |
Provide staff with assistance in performing difficult or complicated duties.41-1012.00 | 0.00275.4 |
Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or performing specific services.41-1012.00 | 0.00224.4 |
Formulate pricing policies on merchandise according to profitability requirements.41-1012.00 | 0.00214.1 |
| Not observed on any surface — 10 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. | |
Hire, train, and evaluate personnel. | —0 |
Plan and prepare work schedules, and assign employees to specific duties. | —0 |
Attend company meetings to exchange product information and coordinate work activities with other departments. | —0 |
Prepare sales and inventory reports for management and budget departments. | —0 |
Visit retailers and sales representatives to promote products and gather information. | —0 |
Keep records pertaining to purchases, sales, and requisitions. | —0 |
Coordinate sales promotion activities, such as preparing merchandise displays and advertising copy. | —0 |
Prepare rental or lease agreements, specifying charges and payment procedures for use of machinery, tools, or other items. | —0 |
Inventory stock and reorder when inventories drop to specified levels. | —0 |
Examine products purchased for resale or received for storage to determine product condition. | —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 pertaining to purchases, sales, and requisitions.O*NET Task ID 9673 | 1.0 |
Prepare rental or lease agreements, specifying charges and payment procedures for use of machinery, tools, or other items.O*NET Task ID 9675 | 1.0 |
Listen to and resolve customer complaints regarding services, products, or personnel.O*NET Task ID 9660 | 0.5 |
Monitor sales staff performance to ensure that goals are met.O*NET Task ID 9661 | 0.5 |
Hire, train, and evaluate personnel.O*NET Task ID 9662 | 0.5 |
Confer with company officials to develop methods and procedures to increase sales, expand markets, and promote business.O*NET Task ID 9663 | 0.5 |
Provide staff with assistance in performing difficult or complicated duties.O*NET Task ID 9665 | 0.5 |
Plan and prepare work schedules, and assign employees to specific duties.O*NET Task ID 9666 | 0.5 |
Attend company meetings to exchange product information and coordinate work activities with other departments.O*NET Task ID 9667 | 0.5 |
Prepare sales and inventory reports for management and budget departments.O*NET Task ID 9668 | 0.5 |
Formulate pricing policies on merchandise according to profitability requirements.O*NET Task ID 9669 | 0.5 |
Examine merchandise to ensure correct pricing and display, and that it functions as advertised.O*NET Task ID 9670 | 0.5 |
Analyze details of sales territories to assess their growth potential and to set quotas.O*NET Task ID 9671 | 0.5 |
Coordinate sales promotion activities, such as preparing merchandise displays and advertising copy.O*NET Task ID 9674 | 0.5 |
Inventory stock and reorder when inventories drop to specified levels.O*NET Task ID 9676 | 0.5 |
Examine products purchased for resale or received for storage to determine product condition.O*NET Task ID 9677 | 0.5 |
Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or performing specific services.O*NET Task ID 20266 | 0.5 |
Visit retailers and sales representatives to promote products and gather information.O*NET Task ID 9672 | 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(18 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 |
|---|---|
| Listen to and resolve customer complaints regarding services, products, or personnel. | 核心 |
| Monitor sales staff performance to ensure that goals are met. | 核心 |
| Hire, train, and evaluate personnel. | 核心 |
| Confer with company officials to develop methods and procedures to increase sales, expand markets, and promote business. | 核心 |
| Provide staff with assistance in performing difficult or complicated duties. | 核心 |
| Plan and prepare work schedules, and assign employees to specific duties. | 核心 |
| Attend company meetings to exchange product information and coordinate work activities with other departments. | 核心 |
| Keep records pertaining to purchases, sales, and requisitions. | 核心 |
| Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or performing specific services. | 核心 |
| Prepare sales and inventory reports for management and budget departments. | 补充 |
| Formulate pricing policies on merchandise according to profitability requirements. | 补充 |
| Examine merchandise to ensure correct pricing and display, and that it functions as advertised. | 补充 |
| Analyze details of sales territories to assess their growth potential and to set quotas. | 补充 |
| Visit retailers and sales representatives to promote products and gather information. | 补充 |
| Coordinate sales promotion activities, such as preparing merchandise displays and advertising copy. | 补充 |
| Prepare rental or lease agreements, specifying charges and payment procedures for use of machinery, tools, or other items. | 补充 |
| Inventory stock and reorder when inventories drop to specified levels. | 补充 |
| Examine products purchased for resale or received for storage to determine product condition. | 补充 |
0.03/ 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 |
|---|---|
| Examine merchandise to ensure correct pricing and display, and that it functions as advertised. | E2 受管理的设施 |
| Examine products purchased for resale or received for storage to determine product condition. | E1 机器人专用设施 |
职业信息
就业展望(BLS)
- 就业人数,2025
- 312K
- 预计就业人数,2035
- 314K
- 变化 (2025–35)
- +0.5%
- 年薪中位数,2025
- $87,520
- 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 |
|---|---|---|---|
| 15111 | 영업 관련 관리자 | 有重叠,但不相同 | 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 2433Technical and Medical Sales Professionals (excluding ICT)
技术和医药销售专业人员(信息通信技术除外)
- ISCO-08 2434Information and Communications Technology Sales Professionals
信息和通信技术销售专业人员
- ISCO-08 3311Securities and Finance Dealers and Brokers
证券和金融交易员及经纪人
- ISCO-08 3321Insurance Representatives
保险代理人
- ISCO-08 3322Commercial Sales Representatives
商业销售代表
- ISCO-08 3324Trade Brokers
贸易经纪人
- ISCO-08 3334Real Estate Agents and Property Managers
房地产经纪人和物业管理人员
- ISCO-08 3339Business Services Agents Not Elsewhere Classified
其他未列明的商务服务代理人
- ISCO-08 4221Travel Consultants and Clerks
旅行顾问和文员
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。
- shop supervisorESCO 5222.1本职业范围更窄
Shop supervisors are responsible for the smooth operation of stores according to regulations and company policy. They oversee business activities such budgets, inventory and customer service. Shop supervisors also monitor employees' performance and ensure that goals are being met.
- bookshop managerESCO 1420.4.8本职业范围更宽
Bookshop managers assume responsibility for activities and staff in this specialised store.
- press and stationery shop managerESCO 1420.4.36本职业范围更宽
Press and stationery shop managers assume responsibility for the activities and staff in specialised shops.
- second-hand shop managerESCO 1420.4.37本职业范围更宽
Second-hand shop managers assume responsibility for activities and staff in specialised shops.
- shoe and leather accessories shop managerESCO 1420.4.38本职业范围更宽
Shoe and leather accessories shop managers assume responsibility for activities and staff in specialised shops.
- sporting and outdoor accessories shop managerESCO 1420.4.39本职业范围更宽
Sporting accessories shop managers assume responsibility for the activities and staff in specialised shops. They manage employees, monitor the sales of the store, manage budgets and order supplies when a product is out of supply and perform administrative duties if required.
- supermarket managerESCO 1420.5本职业范围更宽
Supermarket managers are responsible for activities and staff in a supermarket.
- shop managerESCO 1420.4有重叠,但不相同
Shop managers are responsible for activities and staff in specialised shops.
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 |
|---|---|---|
| G1304 | Responsable d'agence de voyages | 本职业范围更宽暂定 |
| D1417 | Chef / Cheffe des ventes | 有重叠,但不相同 |
| D1435 | Responsable de plateau de centre d'appels | 有重叠,但不相同 |
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 |
|---|---|---|
| 3510 | Agentes y representantes comerciales | 相关,但不对应 |
| 5210 | Jefes de sección de tiendas y almacenes | 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 |
|---|---|---|
| 61194 | Führungskräfte - Einkauf und Vertrieb | 相关,但不对应 |
| 61203 | Kaufleute im Handel (ohne Spezialisierung) - komplexe Spezialistentätigkeiten | 相关,但不对应 |
| 92193 | Aufsichtskräfte - Werbung und Marketing | 相关,但不对应 |
| 92123 | Berufe im Dialogmarketing - 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 |
|---|---|---|
| 322 | 卸売店主・店長 | 本职业范围更宽暂定 |
| 349 | その他の営業職業従事者 | 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