Transportation, Storage, and Distribution Managers
Management Occupations- O*NET-SOC 代码
- 11-3071.00
Plan, direct, or coordinate transportation, storage, or distribution activities in accordance with organizational policies and applicable government laws or regulations. Includes logistics managers.
- 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
0.096
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
0.38
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 30 项 · β ≥ 0.5 的任务 28 项（93.3%）
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
| Task (O*NET 30.2) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Analyze expenditures and other financial information to develop plans, policies, or budgets for increasing profits or improving services.11-3071.00 | 0.090069.2 | 0.020028.6 |
Plan or implement improvements to internal or external systems or processes.11-3071.00 | 0.040030.8 | 0.030042.9 |
Analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies.11-3071.00 | 0.00000.0 | 0.010014.3 |
Resolve problems concerning transportation, logistics systems, imports or exports, or customer issues.11-3071.00 | 0.00000.0 | 0.00000.0 |
Monitor inventory levels of products or materials in warehouses.11-3071.00 | 0.00000.0 | 0.00000.0 |
Maintain metrics, reports, process documentation, customer service logs, or training or safety records.11-3071.00 | 0.00000.0 | 0.00000.0 |
Analyze the financial impact of proposed logistics changes, such as routing, shipping modes, product volumes or mixes, or carriers.11-3071.00 | 0.00000.0 | —0 |
Prepare management recommendations, such as proposed fee and tariff increases or schedule changes.11-3071.00 | 0.00000.0 | —0 |
Develop or implement plans for facility modification or expansion, such as equipment purchase or changes in space allocation or structural design.11-3071.00 | 0.00000.0 | —0 |
Review invoices, work orders, consumption reports, or demand forecasts to estimate peak performance periods and to issue work assignments. | —0 | 0.010014.3 |
Monitor operations to ensure that staff members comply with administrative policies and procedures, safety rules, union contracts, environmental policies, or government regulations. | —0 | 0.00000.0 |
Examine invoices and shipping manifests for conformity to tariff and customs regulations. | —0 | 0.00000.0 |
| Not observed on any surface — 18 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. | ||
Supervise the activities of workers engaged in receiving, storing, testing, and shipping products or materials. | —0 | —0 |
Plan, develop, or implement warehouse safety and security programs and activities. | —0 | —0 |
Inspect physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements. | —0 | —0 |
Plan, organize, or manage the work of subordinate staff to ensure that the work is accomplished in a manner consistent with organizational requirements. | —0 | —0 |
Collaborate with other departments to integrate logistics with business systems or processes, such as customer sales, order management, accounting, or shipping. | —0 | —0 |
Develop and document standard and emergency operating procedures for receiving, handling, storing, shipping, or salvaging products or materials. | —0 | —0 |
Establish or monitor specific supply chain-based performance measurement systems. | —0 | —0 |
Prepare and manage departmental budgets. | —0 | —0 |
Monitor product import or export processes to ensure compliance with regulatory or legal requirements. | —0 | —0 |
Interview, select, and train warehouse and supervisory personnel. | —0 | —0 |
Advise sales and billing departments of transportation charges for customers' accounts. | —0 | —0 |
Confer with department heads to coordinate warehouse activities, such as production, sales, records control, or purchasing. | —0 | —0 |
Implement specific customer requirements, such as internal reporting or customized transportation metrics. | —0 | —0 |
Plan or implement energy saving changes to transportation services, such as reducing routes, optimizing capacities, employing alternate modes of transportation, or minimizing idling. | —0 | —0 |
Evaluate contractors or business partners for operational efficiency or safety or environmental performance records. | —0 | —0 |
Negotiate with carriers, warehouse operators, or insurance company representatives for services and preferential rates. | —0 | —0 |
Direct inbound or outbound operations, such as transportation or warehouse activities, safety performance, and logistics quality management. | —0 | —0 |
Recommend or authorize capital expenditures for acquisition of new equipment or property to increase efficiency and services. | —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 |
|---|---|
Develop and document standard and emergency operating procedures for receiving, handling, storing, shipping, or salvaging products or materials.O*NET Task ID 21347 | 1.0 |
Supervise the activities of workers engaged in receiving, storing, testing, and shipping products or materials.O*NET Task ID 21340 | 0.5 |
Plan, develop, or implement warehouse safety and security programs and activities.O*NET Task ID 21341 | 0.5 |
Plan, organize, or manage the work of subordinate staff to ensure that the work is accomplished in a manner consistent with organizational requirements.O*NET Task ID 21343 | 0.5 |
Collaborate with other departments to integrate logistics with business systems or processes, such as customer sales, order management, accounting, or shipping.O*NET Task ID 21344 | 0.5 |
Analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies.O*NET Task ID 21345 | 0.5 |
Resolve problems concerning transportation, logistics systems, imports or exports, or customer issues.O*NET Task ID 21346 | 0.5 |
Monitor operations to ensure that staff members comply with administrative policies and procedures, safety rules, union contracts, environmental policies, or government regulations.O*NET Task ID 21348 | 0.5 |
Analyze the financial impact of proposed logistics changes, such as routing, shipping modes, product volumes or mixes, or carriers.O*NET Task ID 21349 | 0.5 |
Monitor inventory levels of products or materials in warehouses.O*NET Task ID 21350 | 0.5 |
Establish or monitor specific supply chain-based performance measurement systems.O*NET Task ID 21351 | 0.5 |
Prepare and manage departmental budgets.O*NET Task ID 21352 | 0.5 |
Monitor product import or export processes to ensure compliance with regulatory or legal requirements.O*NET Task ID 21353 | 0.5 |
Prepare management recommendations, such as proposed fee and tariff increases or schedule changes.O*NET Task ID 21354 | 0.5 |
Advise sales and billing departments of transportation charges for customers' accounts.O*NET Task ID 21356 | 0.5 |
Analyze expenditures and other financial information to develop plans, policies, or budgets for increasing profits or improving services.O*NET Task ID 21357 | 0.5 |
Confer with department heads to coordinate warehouse activities, such as production, sales, records control, or purchasing.O*NET Task ID 21358 | 0.5 |
Implement specific customer requirements, such as internal reporting or customized transportation metrics.O*NET Task ID 21359 | 0.5 |
Maintain metrics, reports, process documentation, customer service logs, or training or safety records.O*NET Task ID 21360 | 0.5 |
Examine invoices and shipping manifests for conformity to tariff and customs regulations.O*NET Task ID 21361 | 0.5 |
Plan or implement energy saving changes to transportation services, such as reducing routes, optimizing capacities, employing alternate modes of transportation, or minimizing idling.O*NET Task ID 21362 | 0.5 |
Evaluate contractors or business partners for operational efficiency or safety or environmental performance records.O*NET Task ID 21363 | 0.5 |
Negotiate with carriers, warehouse operators, or insurance company representatives for services and preferential rates.O*NET Task ID 21364 | 0.5 |
Develop or implement plans for facility modification or expansion, such as equipment purchase or changes in space allocation or structural design.O*NET Task ID 21365 | 0.5 |
Direct inbound or outbound operations, such as transportation or warehouse activities, safety performance, and logistics quality management.O*NET Task ID 21366 | 0.5 |
Plan or implement improvements to internal or external systems or processes.O*NET Task ID 21367 | 0.5 |
Recommend or authorize capital expenditures for acquisition of new equipment or property to increase efficiency and services.O*NET Task ID 21368 | 0.5 |
Review invoices, work orders, consumption reports, or demand forecasts to estimate peak performance periods and to issue work assignments.O*NET Task ID 21369 | 0.5 |
Inspect physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements.O*NET Task ID 21342 | 0.0 |
Interview, select, and train warehouse and supervisory personnel.O*NET Task ID 21355 | 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（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 |
|---|---|
| Supervise the activities of workers engaged in receiving, storing, testing, and shipping products or materials. | 核心 |
| Plan, develop, or implement warehouse safety and security programs and activities. | 核心 |
| Inspect physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements. | 核心 |
| Plan, organize, or manage the work of subordinate staff to ensure that the work is accomplished in a manner consistent with organizational requirements. | 核心 |
| Collaborate with other departments to integrate logistics with business systems or processes, such as customer sales, order management, accounting, or shipping. | 核心 |
| Analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies. | 核心 |
| Resolve problems concerning transportation, logistics systems, imports or exports, or customer issues. | 核心 |
| Develop and document standard and emergency operating procedures for receiving, handling, storing, shipping, or salvaging products or materials. | 核心 |
| Monitor operations to ensure that staff members comply with administrative policies and procedures, safety rules, union contracts, environmental policies, or government regulations. | 核心 |
| Analyze the financial impact of proposed logistics changes, such as routing, shipping modes, product volumes or mixes, or carriers. | 核心 |
| Monitor inventory levels of products or materials in warehouses. | 核心 |
| Establish or monitor specific supply chain-based performance measurement systems. | 核心 |
| Prepare and manage departmental budgets. | 核心 |
| Monitor product import or export processes to ensure compliance with regulatory or legal requirements. | 核心 |
| Prepare management recommendations, such as proposed fee and tariff increases or schedule changes. | 核心 |
| Interview, select, and train warehouse and supervisory personnel. | 核心 |
| Advise sales and billing departments of transportation charges for customers' accounts. | 核心 |
| Analyze expenditures and other financial information to develop plans, policies, or budgets for increasing profits or improving services. | 核心 |
| Confer with department heads to coordinate warehouse activities, such as production, sales, records control, or purchasing. | 核心 |
| Implement specific customer requirements, such as internal reporting or customized transportation metrics. | 核心 |
| Maintain metrics, reports, process documentation, customer service logs, or training or safety records. | 核心 |
| Examine invoices and shipping manifests for conformity to tariff and customs regulations. | 核心 |
| Plan or implement energy saving changes to transportation services, such as reducing routes, optimizing capacities, employing alternate modes of transportation, or minimizing idling. | 核心 |
| Evaluate contractors or business partners for operational efficiency or safety or environmental performance records. | 核心 |
| Negotiate with carriers, warehouse operators, or insurance company representatives for services and preferential rates. | 核心 |
| Develop or implement plans for facility modification or expansion, such as equipment purchase or changes in space allocation or structural design. | 核心 |
| Direct inbound or outbound operations, such as transportation or warehouse activities, safety performance, and logistics quality management. | — |
| Plan or implement improvements to internal or external systems or processes. | — |
| Recommend or authorize capital expenditures for acquisition of new equipment or property to increase efficiency and services. | — |
| Review invoices, work orders, consumption reports, or demand forecasts to estimate peak performance periods and to issue work assignments. | — |
0.07/ 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 physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements. | 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 11-3071 组（Transportation, storage, and distribution managers），并非仅属于该 O*NET 职业。
- 就业人数，2025
- 228K
- 预计就业人数，2035
- 242K
- 变化 (2025–35)
- +6.1%
- 年薪中位数，2025
- $107,230
- 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 |
|---|---|---|---|
| 15121 | 육상운송 관리자 | 本职业范围更宽 | 已确认 |
| 15122 | 해상운송 관리자 | 本职业范围更宽 | 已确认 |
| 15123 | 항공운송 관리자 | 本职业范围更宽 | 已确认 |
| 15129 | 그 외 운송 관련 관리자 | 本职业范围更宽 | 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 1324Supply, Distribution and Related Managers
供应、配送及有关经理
自行翻译
自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。
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。
Supply, distribution and related managers plan, direct and coordinate passenger transportation systems and facilities and the supply, transportation, storage and distribution of goods, either as the manager of a department or as the general manager of an enterprise or organization that does not have a hierarchy of managers.
任务
- (a) determining, implementing and monitoring purchasing, storage and distribution strategies, policies and plans;
- (b) preparing and implementing plans to maintain required stock levels at minimum cost;
- (c) negotiating contracts with suppliers to meet quality, cost and delivery requirements;
- (d) monitoring and reviewing storage and inventory systems to meet supply requirements and control stock levels;
- (e) overseeing the dispatch of road vehicles, trains, vessels or aircraft;
- (f) operating recording systems to track all movements of goods, and ensuring reordering and restocking at optimal times;
- (g) liaising with other departments and customers concerning requirements for outward goods and associated forwarding transportation;
- (h) overseeing the recording of purchase, storage and distribution transactions;
- (i) establishing and managing budgets, controlling expenditure and ensuring the efficient use of resources;
- (j) establishing and directing operational and administrative procedures;
- (k) planning and directing daily operations;
- (l) overseeing the selection, training and performance of staff.
职业示例
Bus station manager · Logistics manager · Purchasing manager · Railway station manager · Railway station master · Supply and distribution manager · Supply chain manager · Transport company manager · Urban transit system manager · Warehouse manager
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。
- logistics and distribution managerESCO 1324.3范围相同
Logistics and distribution managers take decisions on logistic services, operations and provisions. They take internal and external variables into consideration for effective and successful organisational logistic services. They give appropriate support to all the activities of the supply chain from the beginning to the end. These professionals organise the storage and distribution of goods and ensure that the right products are delivered to the right location on time and at a good cost.
- agricultural machinery and equipment distribution managerESCO 1324.3.1.6.1本职业范围更宽
Agricultural machinery and equipment distribution managers plan the distribution of agricultural machinery and equipment to various points of sales.
- agricultural raw materials, seeds and animal feeds distribution managerESCO 1324.3.1.6.2本职业范围更宽
Agricultural raw materials, seeds and animal feeds distribution managers plan the distribution of agricultural raw materials, seeds and animal feeds to various points of sales.
- beverages distribution managerESCO 1324.3.1.6.3本职业范围更宽
Beverages distribution managers plan the distribution of beverages to various points of sales.
- chemical products distribution managerESCO 1324.3.1.6.4本职业范围更宽
Chemical products distribution managers plan the distribution of chemical products to various points of sales.
- china and glassware distribution managerESCO 1324.3.1.6.5本职业范围更宽
China and glassware distribution managers plan the distribution of china and glassware to various points of sales.
- clothing and footwear distribution managerESCO 1324.3.1.6.6本职业范围更宽
Clothing and footwear distribution managers plan the distribution of clothing and footwear to various points of sales.
- coffee, tea, cocoa and spices distribution managerESCO 1324.3.1.6.7本职业范围更宽
Coffee, tea, cocoa and spices distribution managers plan the distribution of coffee, tea, cocoa and spices to various points of sales.
- computers, computer peripheral equipment and software distribution managerESCO 1324.3.1.6.8本职业范围更宽
Computers, computer peripheral equipment and software distribution managers plan the distribution of computers, computer peripheral equipment and software to various points of sales.
- dairy products and edible oils distribution managerESCO 1324.3.1.6.9本职业范围更宽
Dairy products and edible oils distribution managers plan the distribution of dairy products and edible oils to various points of sales.
- distribution managerESCO 1324.3.1本职业范围更宽
Distribution managers plan the distribution of goods to various points of sales.
- electrical household appliances distribution managerESCO 1324.3.1.6.10本职业范围更宽
Electrical household appliances distribution managers plan the distribution of electrical household appliances to various points of sales.
另有 70 项
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 |
|---|---|---|
| H3306 | Responsable de silo | 本职业范围更宽 |
| N1307 | Coordinateur / Coordinatrice logistique ferroviaire | 本职业范围更宽 |
| N3201 | Responsable d'exploitation transport maritime | 本职业范围更宽 |
| N3202 | Responsable d'exploitation transport fluvial | 本职业范围更宽 |
| N3211 | Directeur de port / Directrice de port | 本职业范围更宽 |
| N4202 | Responsable d'exploitation transport routier de personnes | 本职业范围更宽 |
| I1109 | Responsable de parc de véhicules | 本职业范围更宽暂定 |
| N1205 | Responsable de service transit | 本职业范围更宽暂定 |
| N1207 | Chef / Cheffe de groupe affrètement | 本职业范围更宽暂定 |
| N1301 | Responsable logistique | 本职业范围更宽暂定 |
| N1302 | Responsable entrepôt logistique | 本职业范围更宽暂定 |
| N1304 | Directeur / Directrice logistique | 本职业范围更宽暂定 |
| N1308 | Responsable expédition - distribution | 本职业范围更宽暂定 |
| N3110 | Capitaine d'armement | 本职业范围更宽暂定 |
| N3209 | Responsable de structure de manutention portuaire | 本职业范围更宽暂定 |
| N4201 | Responsable d'agence transport routier de marchandises | 本职业范围更宽暂定 |
| N3205 | Assistant / Assistante d'exploitation du transport fluvial | 相关，但不对应 |
| N1306 | Coordonnateur / Coordonnatrice de projet logistique humanitaire | 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 |
|---|---|---|
| 1315 | Directores de empresas de abastecimiento, transporte, distribución y afines | 本职业范围更窄暂定 |
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 |
|---|---|---|
| 51394 | Führungskräfte - Lagerwirtschaft, Post und Zustellung, Güterumschlag | 本职业范围更宽 |
| 51694 | Führungskräfte - Verkehr und Logistik (kaufmännischer Bereich) | 本职业范围更宽 |
| 51594 | Führungskräfte - Überwachung und Steuerung des Verkehrsbetriebs | 本职业范围更宽暂定 |
| 51593 | Aufsichtskräfte - Überwachung und Steuerung des Verkehrsbetriebs | 相关，但不对应 |
| 51614 | Verkehrskaufleute - hoch komplexe Tätigkeiten | 相关，但不对应暂定 |
| 51633 | Straßen- und Schienenverkehrskaufleute - 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 |
|---|---|---|
| 031 | 会社管理職員 | 本职业范围更窄 |
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