Logisticians
Business and Financial Operations Occupations- O*NET-SOC 代码
- 13-1081.00
Analyze and coordinate the ongoing logistical functions of a firm or organization. Responsible for the entire life cycle of a product, including acquisition, distribution, internal allocation, delivery, and final disposal of resources.
- 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
0.157
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
0.46
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 22 项 · β ≥ 0.5 的任务 20 项(90.9%)
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
- 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 % |
|---|---|---|
Develop an understanding of customers' needs and take actions to ensure that such needs are met.13-1081.00 | 0.040044.4 | 0.060050.0 |
Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations.13-1081.00 | 0.020022.2 | 0.020016.7 |
Report project plans, progress, and results.13-1081.00 | 0.010011.1 | 0.030025.0 |
Support the development of training materials and technical manuals.13-1081.00 | 0.010011.1 | 0.01008.3 |
Develop proposals that include documentation for estimates.13-1081.00 | 0.010011.1 | 0.00000.0 |
Provide project management services, including the provision and analysis of technical data.13-1081.00 | 0.00000.0 | —0 |
Participate in the assessment and review of design alternatives and design change proposal impacts. | —0 | 0.00000.0 |
| 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. | ||
Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity. | —0 | —0 |
Direct availability and allocation of materials, supplies, and finished products. | —0 | —0 |
Collaborate with other departments as necessary to meet customer requirements, to take advantage of sales opportunities or, in the case of shortages, to minimize negative impacts on a business. | —0 | —0 |
Protect and control proprietary materials. | —0 | —0 |
Review logistics performance with customers against targets, benchmarks, and service agreements. | —0 | —0 |
Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices. | —0 | —0 |
Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources. | —0 | —0 |
Direct and support the compilation and analysis of technical source data necessary for product development. | —0 | —0 |
Plan, organize, and execute logistics support activities, such as maintenance planning, repair analysis, and test equipment recommendations. | —0 | —0 |
Stay informed of logistics technology advances and apply appropriate technology to improve logistics processes. | —0 | —0 |
Redesign the movement of goods to maximize value and minimize costs. | —0 | —0 |
Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations. | —0 | —0 |
Manage the logistical aspects of product life cycles, including coordination or provisioning of samples, and the minimization of obsolescence. | —0 | —0 |
Perform system lifecycle cost analysis and develop component studies. | —0 | —0 |
Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements. | —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 |
|---|---|
Report project plans, progress, and results.O*NET Task ID 8940 | 1.0 |
Support the development of training materials and technical manuals.O*NET Task ID 8947 | 1.0 |
Develop an understanding of customers' needs and take actions to ensure that such needs are met.O*NET Task ID 8933 | 0.5 |
Direct availability and allocation of materials, supplies, and finished products.O*NET Task ID 8934 | 0.5 |
Collaborate with other departments as necessary to meet customer requirements, to take advantage of sales opportunities or, in the case of shortages, to minimize negative impacts on a business.O*NET Task ID 8935 | 0.5 |
Review logistics performance with customers against targets, benchmarks, and service agreements.O*NET Task ID 8937 | 0.5 |
Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices.O*NET Task ID 8938 | 0.5 |
Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources.O*NET Task ID 8939 | 0.5 |
Direct and support the compilation and analysis of technical source data necessary for product development.O*NET Task ID 8941 | 0.5 |
Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations.O*NET Task ID 8942 | 0.5 |
Develop proposals that include documentation for estimates.O*NET Task ID 8943 | 0.5 |
Plan, organize, and execute logistics support activities, such as maintenance planning, repair analysis, and test equipment recommendations.O*NET Task ID 8944 | 0.5 |
Provide project management services, including the provision and analysis of technical data.O*NET Task ID 8945 | 0.5 |
Participate in the assessment and review of design alternatives and design change proposal impacts.O*NET Task ID 8946 | 0.5 |
Stay informed of logistics technology advances and apply appropriate technology to improve logistics processes.O*NET Task ID 8948 | 0.5 |
Redesign the movement of goods to maximize value and minimize costs.O*NET Task ID 8949 | 0.5 |
Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations.O*NET Task ID 8950 | 0.5 |
Manage the logistical aspects of product life cycles, including coordination or provisioning of samples, and the minimization of obsolescence.O*NET Task ID 8951 | 0.5 |
Perform system lifecycle cost analysis and develop component studies.O*NET Task ID 8952 | 0.5 |
Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements.O*NET Task ID 20847 | 0.5 |
Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity.O*NET Task ID 8932 | 0.0 |
Protect and control proprietary materials.O*NET Task ID 8936 | 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(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 |
|---|---|
| Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity. | 核心 |
| Develop an understanding of customers' needs and take actions to ensure that such needs are met. | 核心 |
| Direct availability and allocation of materials, supplies, and finished products. | 核心 |
| Collaborate with other departments as necessary to meet customer requirements, to take advantage of sales opportunities or, in the case of shortages, to minimize negative impacts on a business. | 核心 |
| Protect and control proprietary materials. | 核心 |
| Review logistics performance with customers against targets, benchmarks, and service agreements. | 核心 |
| Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices. | 核心 |
| Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources. | 核心 |
| Report project plans, progress, and results. | 核心 |
| Direct and support the compilation and analysis of technical source data necessary for product development. | 核心 |
| Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations. | 核心 |
| Develop proposals that include documentation for estimates. | 核心 |
| Plan, organize, and execute logistics support activities, such as maintenance planning, repair analysis, and test equipment recommendations. | 核心 |
| Provide project management services, including the provision and analysis of technical data. | 核心 |
| Participate in the assessment and review of design alternatives and design change proposal impacts. | 核心 |
| Support the development of training materials and technical manuals. | 核心 |
| Stay informed of logistics technology advances and apply appropriate technology to improve logistics processes. | 核心 |
| Redesign the movement of goods to maximize value and minimize costs. | 核心 |
| Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations. | 核心 |
| Manage the logistical aspects of product life cycles, including coordination or provisioning of samples, and the minimization of obsolescence. | 核心 |
| Perform system lifecycle cost analysis and develop component studies. | 核心 |
| Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements. | 核心 |
0.00/ 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
该职业的 O*NET 29.3 任务中没有被归类为体力任务的任务。
职业信息
就业展望(BLS)
这些数值属于整个 SOC 13-1081 组(Logisticians),并非仅属于该 O*NET 职业。
- 就业人数,2025
- 255K
- 预计就业人数,2035
- 300K
- 变化 (2025–35)
- +17.6%
- 年薪中位数,2025
- $82,320
- 入职通常所需学历
- Bachelor's degree
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 |
|---|---|---|---|
| 23159 | 그 외 도시 및 교통 관련 전문가 | 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 2421Management and Organization Analysts
管理和组织分析师
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。
Management and organization analysts assist organizations to achieve greater efficiency and solve organizational problems. They study organizational structures, methods, systems and procedures.
任务
- (a) assisting and encouraging the development of objectives, strategies and plans aimed at achieving customer satisfaction and the efficient use of organizations’ resources;
- (b) analysing and evaluating current systems and structures;
- (c) discussing current systems with staff and observing systems at all levels of organization;
- (d) directing clients towards more efficient organization and developing solutions to organizational problems;
- (e) undertaking and reviewing work studies by analysing existing and proposed methods and procedures such as administrative and clerical procedures;
- (f) recording and analysing organizations’ workflow charts, records, reports, manuals and job descriptions;
- (g) preparing and recommending proposals to revise methods and procedures, alter work flows, redefine job functions and resolve organizational problems;
- (h) assisting in implementing approved recommendations, issuing revised instructions and procedure manuals, and drafting other documentation;
- (i) reviewing operating procedures and advising of departures from procedures and standards.
职业示例
Business consultant · Management consultant · Organization and methods analyst
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 analystESCO 2141.6范围相同
Logistics analysts streamline product manufacturing, transportation, storage and distribution. They assess production and supply chain problems to determine economically efficient solutions. They assists company managers in decision-making processes and direct programs designed to provide subcontractors, managers and customers with logistic technology.
- intermodal logistics managerESCO 1324.3.3有重叠,但不相同
Intermodal logistics managers manage and oversee commercial and operational aspects of intermodal logistics for an organisation.
- logistics engineerESCO 2149.2.6有重叠,但不相同
Logistics engineers design and implement systems aimed to optimise the time and efforts invested in transportation activities. They ensure that systems allow for micro-tracking and smooth communication across transport methods and stages.
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 |
|---|---|---|
| M1619 | Approvisionneur / Approvisionneuse points de distribution | 本职业范围更宽 |
| N1306 | Coordonnateur / Coordonnatrice de projet logistique humanitaire | 本职业范围更宽暂定 |
| N1210 | Logisticien / Logisticienne | 有重叠,但不相同暂定 |
| N1301 | Responsable logistique | 有重叠,但不相同暂定 |
| H1403 | Gestionnaire de flux de production | 相关,但不对应暂定 |
| K1736 | Spécialiste de l'aide au déploiement des forces combattantes | 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 | 相关,但不对应 |
| 2621 | Analistas de gestión y organización | 相关,但不对应 |
| 4123 | Empleados de logística y transporte de pasajeros y mercancías | 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 |
|---|---|---|
| 51624 | Speditions- und Logistikkaufleute - hoch komplexe Tätigkeiten | 范围相同 |
| 51623 | Speditions- und Logistikkaufleute - komplexe Spezialistentätigkeiten | 相关,但不对应 |
| 51614 | Verkehrskaufleute - hoch komplexe 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 |
|---|---|---|
| 253 | 企画事務員 | 相关,但不对应 |
| 271 | 生産現場事務員 | 相关,但不对应 |
| 272 | 出荷・受荷事務員 | 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