First-Line Supervisors of Material-Moving Machine and Vehicle Operators
Transportation and Material Moving Occupations- O*NET-SOC 代码
- 53-1043.00
Directly supervise and coordinate activities of material-moving machine and vehicle operators and helpers.
- 数据来源: ILO发布时间: 2025
0.09–0.31· ISCO-08 职业组 17 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
- 数据来源: OpenAI发布时间: 2023
0.308
0.000此处所载数值的范围0.844尺度 · 母数 · 来源
各关联 ISCO-08 职业组的 ILO 数值
- ISCO-08 3151Ships' Engineers0.23
- ISCO-08 3152Ships' Deck Officers and Pilots0.29
- ISCO-08 3153Aircraft Pilots and Related Associate Professionals0.27
- ISCO-08 3154Air Traffic Controllers0.31
- ISCO-08 3257Environmental and Occupational Health Inspectors and Associates0.24
- ISCO-08 5111Travel Attendants and Travel Stewards0.22
- ISCO-08 5112Transport Conductors0.25
- ISCO-08 5245Service Station Attendants0.24
- ISCO-08 8311Locomotive Engine Drivers0.20
- ISCO-08 8312Railway Brake, Signal and Switch Operators0.17
- ISCO-08 8321Motorcycle Drivers0.25
- ISCO-08 8322Car, Taxi and Van Drivers0.28
- ISCO-08 8331Bus and Tram Drivers0.18
- ISCO-08 8332Heavy Truck and Lorry Drivers0.24
- ISCO-08 8343Crane, hoist and related plant operators0.18
- ISCO-08 8344Lifting Truck Operators0.20
- ISCO-08 9611Garbage and Recycling Collectors0.09
Task-level exposure
显示隐藏的 21 项工作已评分任务 22 项 · β ≥ 0.5 的任务 13 项（59.1%）
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 30.2) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Plan work assignments and equipment allocations to meet transportation, operations or production goals.53-1043.00 | 0.00000.0 | 0.0200100.0 |
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 |
|---|---|
Maintain or verify records of time, materials, expenditures, or crew activities.O*NET Task ID 8592 | 1.0 |
Interpret transportation or tariff regulations, shipping orders, safety regulations, or company policies and procedures for workers.O*NET Task ID 8593 | 1.0 |
Prepare, compile, and submit reports on work activities, operations, production, or work-related accidents.O*NET Task ID 8595 | 1.0 |
Plan work assignments and equipment allocations to meet transportation, operations or production goals.O*NET Task ID 8585 | 0.5 |
Review orders, production schedules, blueprints, or shipping or receiving notices to determine work sequences and material shipping dates, types, volumes, or destinations.O*NET Task ID 8589 | 0.5 |
Recommend and implement measures to improve worker motivation, equipment performance, work methods, or customer services.O*NET Task ID 8591 | 0.5 |
Recommend or implement personnel actions, such as employee selection, evaluation, rewards, or disciplinary actions.O*NET Task ID 8596 | 0.5 |
Requisition needed personnel, supplies, equipment, parts, or repair services.O*NET Task ID 8597 | 0.5 |
Inspect or test materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications.O*NET Task ID 8599 | 0.5 |
Compute or estimate cash, payroll, transportation, personnel, or storage requirements.O*NET Task ID 8600 | 0.5 |
Dispatch personnel and vehicles in response to telephone or radio reports of emergencies.O*NET Task ID 8601 | 0.5 |
Examine, measure, or weigh cargo or materials to determine specific handling requirements.O*NET Task ID 8603 | 0.5 |
Plan and establish schedules.O*NET Task ID 23695 | 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（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 |
|---|---|
| Enforce safety rules and regulations. | 核心 |
| Plan work assignments and equipment allocations to meet transportation, operations or production goals. | 核心 |
| Confer with customers, supervisors, contractors, or other personnel to exchange information or to resolve problems. | 核心 |
| Resolve worker problems or collaborate with employees to assist in problem resolution. | 核心 |
| Review orders, production schedules, blueprints, or shipping or receiving notices to determine work sequences and material shipping dates, types, volumes, or destinations. | 核心 |
| Recommend and implement measures to improve worker motivation, equipment performance, work methods, or customer services. | 核心 |
| Maintain or verify records of time, materials, expenditures, or crew activities. | 核心 |
| Interpret transportation or tariff regulations, shipping orders, safety regulations, or company policies and procedures for workers. | 核心 |
| Explain and demonstrate work tasks to new workers or assign training tasks to experienced workers. | 核心 |
| Prepare, compile, and submit reports on work activities, operations, production, or work-related accidents. | 核心 |
| Recommend or implement personnel actions, such as employee selection, evaluation, rewards, or disciplinary actions. | 核心 |
| Requisition needed personnel, supplies, equipment, parts, or repair services. | 核心 |
| Inspect or test materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications. | 核心 |
| Dispatch personnel and vehicles in response to telephone or radio reports of emergencies. | 核心 |
| Examine, measure, or weigh cargo or materials to determine specific handling requirements. | 核心 |
| Drive vehicles or operate machines or equipment to complete work assignments or to assist workers. | 核心 |
| Monitor field work to ensure proper performance and use of materials. | 核心 |
| Compute or estimate cash, payroll, transportation, personnel, or storage requirements. | 补充 |
| Perform or schedule repairs or preventive maintenance of vehicles or other equipment. | 补充 |
| Assist workers in tasks, such as loading vehicles. | — |
| Direct workers in transportation or related services, such as pumping, moving, storing, or loading or unloading of materials. | — |
| Plan and establish schedules. | — |
0.27/ 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 |
|---|---|
| Explain and demonstrate work tasks to new workers or assign training tasks to experienced workers. | E0 机器人不可 |
| Inspect or test materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications. | E1 机器人专用设施 |
| Examine, measure, or weigh cargo or materials to determine specific handling requirements. | E1 机器人专用设施 |
| Drive vehicles or operate machines or equipment to complete work assignments or to assist workers. | E2 受管理的设施 |
| Assist workers in tasks, such as loading vehicles. | E2 受管理的设施 |
职业信息
就业展望（BLS）
BLS 就业预测表中没有 SOC 53-1043 的行。
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 |
|---|---|---|---|
| 15121 | 육상운송 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 3151Ships' Engineers
船舶轮机员
- ISCO-08 3152Ships' Deck Officers and Pilots
船舶驾驶员和引航员
- ISCO-08 3153Aircraft Pilots and Related Associate Professionals
飞行员及有关助理专业人员
- ISCO-08 3154Air Traffic Controllers
空中交通管制员
- 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 5111Travel Attendants and Travel Stewards
旅行乘务员和旅行服务员
- ISCO-08 5112Transport Conductors
交通售票乘务员
- ISCO-08 5245Service Station Attendants
加油站服务员
- ISCO-08 8311Locomotive Engine Drivers
机车司机
- ISCO-08 8312Railway Brake, Signal and Switch Operators
铁路制动、信号和道岔操作工
- ISCO-08 8321Motorcycle Drivers
摩托车驾驶员
- ISCO-08 8322Car, Taxi and Van Drivers
小汽车、出租车和厢式货车驾驶员
- ISCO-08 8331Bus and Tram Drivers
公共汽车和有轨电车驾驶员
- ISCO-08 8332Heavy Truck and Lorry Drivers
重型卡车和货车驾驶员
- ISCO-08 8343Crane, hoist and related plant operators
起重机、吊车及有关机械操作工
- ISCO-08 8344Lifting Truck Operators
叉车操作工
- ISCO-08 9611Garbage and Recycling Collectors
垃圾和可回收物收集工
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。
- crane crew supervisorESCO 3123.1.7本职业范围更宽
Crane crew supervisors are present to supervise crane operations. They keep an eye on safety and make sure regulations are followed. The supervisor takes quick decisions to resolve problems.
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 |
|---|---|---|
| N4304 | Responsable d'équipe d'agents de conduite du réseau ferré | 本职业范围更宽暂定 |
| N1112 | Chef / Cheffe d'équipe logistique | 有重叠，但不相同暂定 |
| N4205 | Responsable d'exploitation transport routier de marchandises | 有重叠，但不相同暂定 |
| N3209 | Responsable de structure de manutention portuaire | 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 |
|---|---|---|
| 8312 | Agentes de maniobras ferroviarias | 本职业范围更宽暂定 |
| 8412 | Conductores asalariados de automóviles, taxis y furgonetas | 本职业范围更宽暂定 |
| 8420 | Conductores de autobuses y tranvías | 本职业范围更宽暂定 |
| 8332 | Operadores de grúas, montacargas y de maquinaria similar de movimiento de materiales | 相关，但不对应 |
| 8333 | Operadores de carretillas elevadoras | 相关，但不对应 |
| 8432 | Conductores asalariados de camiones | 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 |
|---|---|---|
| 51393 | Aufsichtskräfte - Lagerwirtschaft, Post und Zustellung, Güterumschlag | 有重叠，但不相同 |
| 51593 | Aufsichtskräfte - Überwachung und Steuerung des Verkehrsbetriebs | 有重叠，但不相同暂定 |
| 52593 | Aufsichtskräfte - Bau- und Transportgeräteführung | 相关，但不对应 |
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 |
|---|---|---|
| 613 | 貨物自動車運転者 | 相关，但不对应 |
| 639 | 他に分類されない輸送従事者 | 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