Logistics Analysts

Business and Financial Operations Occupations

O*NET-SOC 代码: 13-1081.02

Analyze product delivery or supply chain processes to identify or recommend changes. May manage route activity including invoicing, electronic bills, and shipment tracing.

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
来源数据集（XLSX 文件下载）
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
观测暴露度指数，按发布原值0–1
以O*NET任务映射为基准
按 SOC 2018 职业发布的数值；具有相同 SOC 2018 代码的所有 O*NET 职业均显示此值
来源数据集（CSV 文件下载）
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
来源数据集（PDF 文件下载）

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 31 项 · β ≥ 0.5 的任务 31 项（100.0%）

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 %
Develop or maintain payment systems to ensure accuracy of vendor payments. 13-1081.02	0.021637.3
Prepare reports on logistics performance measures. 13-1081.02	0.010017.2
Recommend improvements to existing or planned logistics processes. 13-1081.02	0.00417.1
Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies. 13-1081.02	0.00417.1
Develop or maintain models for logistics uses, such as cost estimating or demand forecasting. 13-1081.02	0.00356.0
Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis. 13-1081.02	0.00335.7
Write or revise standard operating procedures for logistics processes. 13-1081.02	0.00295.0
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation. 13-1081.02	0.00274.6
Maintain databases of logistics information. 13-1081.02	0.00254.3
Determine packaging requirements. 13-1081.02	0.00162.8
Apply analytic methods or tools to understand, predict, or control logistics operations or processes. 13-1081.02	0.00162.8
再显示 1 项工作 ▾收起 ▴
Not observed on any surface — 20 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.
Identify opportunities for inventory reductions.	—0
Monitor industry standards, trends, or practices to identify developments in logistics planning or execution.	—0
Enter logistics-related data into databases.	—0
Track product flow from origin to final delivery.	—0
Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost.	—0
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes.	—0
Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.	—0
Maintain logistics records in accordance with corporate policies.	—0
Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost.	—0
Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns.	—0
Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.	—0
Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation.	—0
Contact potential vendors to determine material availability.	—0
Contact carriers for rates or schedules.	—0
Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies.	—0
Manage systems to ensure that pricing structures adequately reflect logistics costing.	—0
Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers.	—0
Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space.	—0
Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact.	—0
Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs.	—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
Enter logistics-related data into databases. O*NET Task ID 15883	1.0
Write or revise standard operating procedures for logistics processes. O*NET Task ID 15891	1.0
Maintain logistics records in accordance with corporate policies. O*NET Task ID 15899	1.0
Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs. O*NET Task ID 20014	1.0
Identify opportunities for inventory reductions. O*NET Task ID 15881	0.5
Monitor industry standards, trends, or practices to identify developments in logistics planning or execution. O*NET Task ID 15882	0.5
Develop or maintain payment systems to ensure accuracy of vendor payments. O*NET Task ID 15884	0.5
Determine packaging requirements. O*NET Task ID 15885	0.5
Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation. O*NET Task ID 15886	0.5
Contact potential vendors to determine material availability. O*NET Task ID 15887	0.5
Contact carriers for rates or schedules. O*NET Task ID 15888	0.5
Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies. O*NET Task ID 15889	0.5
Track product flow from origin to final delivery. O*NET Task ID 15890	0.5
Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost. O*NET Task ID 15892	0.5
Recommend improvements to existing or planned logistics processes. O*NET Task ID 15893	0.5
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes. O*NET Task ID 15894	0.5
Prepare reports on logistics performance measures. O*NET Task ID 15895	0.5
Manage systems to ensure that pricing structures adequately reflect logistics costing. O*NET Task ID 15896	0.5
Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity. O*NET Task ID 15897	0.5
Maintain databases of logistics information. O*NET Task ID 15898	0.5
Develop or maintain models for logistics uses, such as cost estimating or demand forecasting. O*NET Task ID 15900	0.5
Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost. O*NET Task ID 15901	0.5
Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns. O*NET Task ID 15902	0.5
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation. O*NET Task ID 15903	0.5
Apply analytic methods or tools to understand, predict, or control logistics operations or processes. O*NET Task ID 15904	0.5
Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis. O*NET Task ID 15905	0.5
Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers. O*NET Task ID 20009	0.5
Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers. O*NET Task ID 20010	0.5
Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies. O*NET Task ID 20011	0.5
Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space. O*NET Task ID 20012	0.5
Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact. O*NET Task ID 20013	0.5
再显示 21 项工作 ▾收起 ▴

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（31 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
Identify opportunities for inventory reductions.	核心
Monitor industry standards, trends, or practices to identify developments in logistics planning or execution.	核心
Enter logistics-related data into databases.	核心
Contact carriers for rates or schedules.	核心
Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies.	核心
Track product flow from origin to final delivery.	核心
Write or revise standard operating procedures for logistics processes.	核心
Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost.	核心
Recommend improvements to existing or planned logistics processes.	核心
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes.	核心
Prepare reports on logistics performance measures.	核心
Manage systems to ensure that pricing structures adequately reflect logistics costing.	核心
Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.	核心
Maintain databases of logistics information.	核心
Maintain logistics records in accordance with corporate policies.	核心
Develop or maintain models for logistics uses, such as cost estimating or demand forecasting.	核心
Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost.	核心
Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns.	核心
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation.	核心
Apply analytic methods or tools to understand, predict, or control logistics operations or processes.	核心
Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis.	核心
Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.	核心
Develop or maintain payment systems to ensure accuracy of vendor payments.	补充
Determine packaging requirements.	补充
Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation.	补充
Contact potential vendors to determine material availability.	补充
Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers.	补充
Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies.	补充
Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space.	补充
Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact.	补充
Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs.	补充

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

最低 $30,890BLS EP 2025–35 中 825 个细分职业的工资中位数范围最高 $559,030

来源: U.S. Bureau of Labor Statistics, Employment Projections 2025–35 — Employment by detailed occupation, 2025 and projected 2035

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本职业范围更窄
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.
logistics engineerESCO 2149.2.6本职业范围更窄
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)

查看原文

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
H1406	Ingénieur / Ingénieure supply chain en industrie	有重叠，但不相同
N1301	Responsable logistique	相关，但不对应
N1303	Approvisionneur / Approvisionneuse logistique	相关，但不对应
N1305	Ingénieur / Ingénieure logistique	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
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	有重叠，但不相同
51623	Speditions- und Logistikkaufleute - komplexe Spezialistentätigkeiten	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
271	生産現場事務員	相关，但不对应暂定
272	出荷・受荷事務員	相关，但不对应暂定
302	運行管理事務員	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