Transportation Inspectors
Transportation and Material Moving Occupations- O*NET-SOC 代码
- 53-6051.00
Inspect equipment or goods in connection with the safe transport of cargo or people. Includes rail transportation inspectors, such as freight inspectors, rail inspectors, and other inspectors of transportation vehicles not elsewhere classified.
- 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职业群单位数值
尺度 · 母数 · 来源
- 数据来源: ILO发布时间: 2025
0.24
0.09此处所载数值的范围0.70职业群单位数值
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。
Task-level exposure
仅显示有暴露的工作已评分任务 21 项 · β ≥ 0.5 的任务 13 项（61.9%）
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
- 已评分任务中有 4 项不在 O*NET 31.0 任务列表中，其分数按 O*NET 27.2 的发布值保留。
- 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 % |
|---|---|---|
Recommend remedial procedures to correct any violations found during inspections.53-6051.00 | 0.0100100.0 | 0.0100100.0 |
Calculate gross and net tonnage, hold capacities, volumes of stored fuel and water, cargo weights, and vessel stability factors, using mathematical formulas.53-6051.00 | 0.00000.0 | —0 |
| Not observed on any surface — 15 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. | ||
Prepare and submit reports after completion of freight shipments. | —0 | —0 |
Inspect shipments to ensure that freight is securely braced and blocked. | —0 | —0 |
Record details about freight conditions, handling of freight, and any problems encountered. | —0 | —0 |
Advise crews in techniques of stowing dangerous and heavy cargo. | —0 | —0 |
Observe loading of freight to ensure that crews comply with procedures. | —0 | —0 |
Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance. | —0 | —0 |
Notify workers of any special treatment required for shipments. | —0 | —0 |
Direct crews to reload freight or to insert additional bracing or packing as necessary. | —0 | —0 |
Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo. | —0 | —0 |
Determine cargo transportation capabilities by reading documents that set forth cargo loading and securing procedures, capacities, and stability factors. | —0 | —0 |
Read draft markings to determine depths of vessels in water. | —0 | —0 |
Post warning signs on vehicles containing explosives or flammable or radioactive materials. | —0 | —0 |
Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes. | —0 | —0 |
Measure vessels' holds and depths of fuel and water in tanks, using sounding lines and tape measures. | —0 | —0 |
Visually inspect cargo for damage upon arrival or discharge. | —0 | —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 and submit reports after completion of freight shipments.O*NET Task ID 23850 | 1.0 |
Record details about freight conditions, handling of freight, and any problems encountered.O*NET Task ID 23852 | 1.0 |
Determine cargo transportation capabilities by reading documents that set forth cargo loading and securing procedures, capacities, and stability factors.O*NET Task ID 23860 | 1.0 |
Write certificates of admeasurement that list details such as designs, lengths, depths, and breadths of vessels, and methods of propulsion.O*NET Task ID 23863 | 1.0 |
Determine types of licenses and safety equipment required, and compute applicable fees such as tolls and wharfage fees.O*NET Task ID 23867 | 1.0 |
Calculate gross and net tonnage, hold capacities, volumes of stored fuel and water, cargo weights, and vessel stability factors, using mathematical formulas.O*NET Task ID 23868 | 1.0 |
Recommend remedial procedures to correct any violations found during inspections.O*NET Task ID 23855 | 0.5 |
Notify workers of any special treatment required for shipments.O*NET Task ID 23857 | 0.5 |
Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo.O*NET Task ID 23859 | 0.5 |
Read draft markings to determine depths of vessels in water.O*NET Task ID 23861 | 0.5 |
Issue certificates of compliance for vessels without violations.O*NET Task ID 23862 | 0.5 |
Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes.O*NET Task ID 23865 | 0.5 |
Visually inspect cargo for damage upon arrival or discharge.O*NET Task ID 23870 | 0.5 |
Inspect shipments to ensure that freight is securely braced and blocked.O*NET Task ID 23851 | 0.0 |
Advise crews in techniques of stowing dangerous and heavy cargo.O*NET Task ID 23853 | 0.0 |
Observe loading of freight to ensure that crews comply with procedures.O*NET Task ID 23854 | 0.0 |
Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance.O*NET Task ID 23856 | 0.0 |
Direct crews to reload freight or to insert additional bracing or packing as necessary.O*NET Task ID 23858 | 0.0 |
Post warning signs on vehicles containing explosives or flammable or radioactive materials.O*NET Task ID 23864 | 0.0 |
Time rolls of ships, using stopwatches.O*NET Task ID 23866 | 0.0 |
Measure vessels' holds and depths of fuel and water in tanks, using sounding lines and tape measures.O*NET Task ID 23869 | 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（17 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 |
|---|---|
| Prepare and submit reports after completion of freight shipments. | 核心 |
| Inspect shipments to ensure that freight is securely braced and blocked. | 核心 |
| Record details about freight conditions, handling of freight, and any problems encountered. | 核心 |
| Advise crews in techniques of stowing dangerous and heavy cargo. | 核心 |
| Observe loading of freight to ensure that crews comply with procedures. | 核心 |
| Recommend remedial procedures to correct any violations found during inspections. | 核心 |
| Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance. | 核心 |
| Notify workers of any special treatment required for shipments. | 核心 |
| Direct crews to reload freight or to insert additional bracing or packing as necessary. | 核心 |
| Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo. | 核心 |
| Determine cargo transportation capabilities by reading documents that set forth cargo loading and securing procedures, capacities, and stability factors. | 核心 |
| Read draft markings to determine depths of vessels in water. | 核心 |
| Post warning signs on vehicles containing explosives or flammable or radioactive materials. | 补充 |
| Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes. | 补充 |
| Calculate gross and net tonnage, hold capacities, volumes of stored fuel and water, cargo weights, and vessel stability factors, using mathematical formulas. | — |
| Measure vessels' holds and depths of fuel and water in tanks, using sounding lines and tape measures. | — |
| Visually inspect cargo for damage upon arrival or discharge. | — |
0.43/ 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 shipments to ensure that freight is securely braced and blocked. | E0 机器人不可 |
| Observe loading of freight to ensure that crews comply with procedures. | E0 机器人不可 |
| Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance. | E1 机器人专用设施 |
| Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo. | E2 受管理的设施 |
| Read draft markings to determine depths of vessels in water. | E2 受管理的设施 |
| Post warning signs on vehicles containing explosives or flammable or radioactive materials. | E1 机器人专用设施 |
| Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes. | E2 受管理的设施 |
| Measure vessels' holds and depths of fuel and water in tanks, using sounding lines and tape measures. | E1 机器人专用设施 |
| Visually inspect cargo for damage upon arrival or discharge. | E2 受管理的设施 |
职业信息
就业展望（BLS）
这些数值属于整个 SOC 53-6051 组（Transportation inspectors），并非仅属于该 O*NET 职业。
- 就业人数，2025
- 25K
- 预计就业人数，2035
- 26K
- 变化 (2025–35)
- +2.2%
- 年薪中位数，2025
- $92,100
- 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 |
|---|---|---|---|
| 75234 | 여객차 및 화차 정비원 | 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
自行翻译
自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。
以下定义、任务和职业示例是 ILO 对该 ISCO-08 职业组的描述，而不是对本职业的描述。
Environmental and occupational health inspectors and associates investigate the implementation of rules and regulations relating to environmental factors that may affect human health, safety in the workplace, and safety of processes for the production of goods and services. They may implement and evaluate programmes to restore or improve safety and sanitary conditions under the supervision of a health professional.
任务
- (a) advising employers’ and workers’ representatives on the implementation of government and other rules and regulations concerning occupational safety and the working environment;
- (b) inspecting places of work to ensure that the working environment, machinery and equipment conform to government and other rules, regulations and standards related to sanitation and/or occupational and environmental health and safety;
- (c) giving advice on environmental sanitary problems and techniques;
- (d) inspecting places of work and, by interviews, observations and other means, obtaining information about work practices and accidents to determine compliance with safety rules and regulations;
- (e) inspecting areas of production, processing, transport, handling, storage and sale of products to ensure conformity with government and other rules, regulations and standards;
- (f) advising enterprises and the general public on the implementation of government and other rules and regulations concerning hygiene, sanitation, purity and grading of primary products, food, drugs, cosmetics and similar goods;
- (g) inspecting establishments to ensure that they conform to government and other rules and regulations concerning emission of pollutants and disposal of dangerous wastes;
- (h) initiating action to maintain or improve hygiene and prevent pollution of water, air, food or soil;
- (i) promoting preventive and corrective measures such as control of disease carrying organisms and of harmful substances in the air, hygienic food handling, proper disposal of waste and cleaning of public places;
- (j) estimating quantities and costs of materials and labour required for health, safety and sanitation remediation projects;
职业示例
Food sanitation and safety inspector · Health inspector · Occupational health and safety inspector · Pollution inspector · Production safety inspector · Sanitarian · Sanitary inspector
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。
- dangerous goods safety adviserESCO 4323.5本职业范围更宽
Dangerous goods safety advisers inspect and make transport recommendations in line with the European regulations regarding the transport of dangerous goods. They may advise on the transport of dangerous goods by road, rail, sea and air. Dangerous goods safety advisers also prepare safety reports and investigate safety infringements. They provide individuals with the procedures and instructions to follow during the loading, unloading and transporting of these goods.
- freight inspectorESCO 3359.5本职业范围更宽
Freight inspectors determine if freight is secure and comes with the proper documentation. They inspect, manage and document freight shipments while verifying that the content comply with local, national and international regulations.
- marine cargo inspectorESCO 3359.5.1本职业范围更宽
Marine cargo inspectors investigate all baggage and freight listed on the ship's manifest. They are responsible for checking the condition of the cargo and verifying the cargo's documentation and compliance with rules and regulations. Marine cargo inspectors analyse the vessels' capabilities, the fuel compartments, the safety equipment and the specific licenses required.
- marine surveyorESCO 3115.1.8本职业范围更宽
Marine surveyors inspect vessels intended for operations in maritime or open sea waters. They ensure that vessels and equipment follow the regulations laid down by the International Maritime Organisation (IMO). They may also act as third parties for the review of offshore facilities and construction projects.
- rolling stock assembly inspectorESCO 7543.7.6本职业范围更宽
Rolling stock assembly inspectors use measuring and testing equipment to inspect and monitor rolling stock assemblies to ensure conformity to engineering specifications and to safety standards and regulations. They examine the assemblies to detect malfunction and damage and check repair work. They also provide detailed inspection documentation and recommend action where problems were discovered.
- rolling stock inspectorESCO 3115.1.19本职业范围更宽
Rolling stock inspectors inspect wagons and carriages to asses their technical condition while grouped together and before they are used for transportation activities. They check technical devices, ensure complete and correct operation of the rolling stock, and prepare required technical documents and/or checklists. Depending on work organisation they are also responsible for limited ad-hoc maintenance or exchange work and the performance of brake tests.
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 |
|---|---|---|
| H1301 | Inspecteur / Inspectrice de conformité | 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 |
|---|---|---|
| 3160 | Técnicos de control de calidad de las ciencias físicas, químicas y de las ingenierías | 本职业范围更窄 |
| 7893 | Clasificadores y probadores de productos (excepto alimentos, bebidas y tabaco) | 本职业范围更宽暂定 |
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 |
|---|---|---|
| 51123 | Berufe im technischen Luftverkehrsbetrieb - komplexe Spezialistentätigkeiten | 本职业范围更宽暂定 |
| 51113 | Berufe im technischen Eisenbahnbetrieb - komplexe Spezialistentätigkeiten | 有重叠，但不相同暂定 |
| 51332 | Berufe im Güter- und Warenumschlag - fachlich ausgerichtete Tätigkeiten | 相关，但不对应 |
| 51583 | Berufe in der Überwachung und Steuerung des Verkehrsbetriebs (sonstige spezifische Tätigkeitsangabe) - 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 |
|---|---|---|
| 249 | 他に分類されない専門的職業従事者 | 相关，但不对应暂定 |
| 584 | 輸送機械検査従事者（自動車を除く） | 相关，但不对应暂定 |
| 639 | 他に分類されない輸送従事者 | 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