Logistics Analysts

Business and Financial Operations Occupations

O*NET-SOC コード: 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.

データ出典: BLS公表時点: 2026-08
非常に高い· 相対
低い4段階の相対区分非常に高い
職業群単位の値
尺度・母数・出典
4段階の相対区分（低い / 中程度 / 高い / 非常に高い）
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
出典データセット（XLSX ファイルのダウンロード）
データ出典: Anthropic公表時点: 2026-03
0.157
0.000ここに掲載された値の範囲0.745
職業群単位の値
尺度・母数・出典
観測エクスポージャー指数、公開されたまま0–1
O*NETタスクへの対応づけが基準
SOC 2018の職業単位で公表された値で、同じSOC 2018コードを持つO*NET職業はすべてこの値になります
出典データセット（CSV ファイルのダウンロード）
データ出典: ILO公表時点: 2025
0.46
0.09ここに掲載された値の範囲0.70
職業群単位の値
尺度・母数・出典
生成AI露出度指数、公開されたまま0–1
ISCO-08の細分類（4桁）単位で公表された値です。米国労働統計局（BLS）の公式対応表（ISCO-08→2010 SOC、2010 SOC→2018 SOC）を公表どおり適用してこの職業に結び付けており、対応は全部または一部です
出典データセット（PDF ファイルのダウンロード）

この出典がどのような性格の値か

BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。

Task-level exposure

露出のある作業のみ

評価済みタスク 31 件 · β ≥ 0.5 のタスク 31 件（100.0%）

β = 直接的な露出（E1）+ 0.5 × ツール利用時の露出（E2）。原典リポジトリの定義に従います。

原典の単位：O*NET 27.2 のタスク → O*NET 31.0 の職業コード
評価済みタスクはすべて O*NET 31.0 のタスク一覧にあります。

出典: OpenAI "GPTs are GPTs" exposure rubric
版: gh-main-0471612
ライセンス: MIT License, Copyright (c) 2024 OpenAI

Task (O*NET 30.2)	Claude.aiRaw / share %	APIRaw / share %
Enter logistics-related data into databases. 13-1081.02	0.010050.0	0.010050.0
Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns. 13-1081.02	0.010050.0	0.00000.0
Maintain databases of logistics information. 13-1081.02	0.00000.0	0.010050.0
Monitor industry standards, trends, or practices to identify developments in logistics planning or execution. 13-1081.02	0.00000.0	0.00000.0
Contact carriers for rates or schedules. 13-1081.02	0.00000.0	0.00000.0
Prepare reports on logistics performance measures. 13-1081.02	0.00000.0	0.00000.0
Maintain logistics records in accordance with corporate policies. 13-1081.02	0.00000.0	0.00000.0
Apply analytic methods or tools to understand, predict, or control logistics operations or processes. 13-1081.02	0.00000.0	0.00000.0
Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies. 13-1081.02	0.00000.0	—0
Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost. 13-1081.02	0.00000.0	—0
Recommend improvements to existing or planned logistics processes. 13-1081.02	0.00000.0	—0
Contact potential vendors to determine material availability.	—0	0.00000.0
Not observed on any surface — 19 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	—0
Track product flow from origin to final delivery.	—0	—0
Write or revise standard operating procedures for logistics processes.	—0	—0
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes.	—0	—0
Manage systems to ensure that pricing structures adequately reflect logistics costing.	—0	—0
Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.	—0	—0
Develop or maintain models for logistics uses, such as cost estimating or demand forecasting.	—0	—0
Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost.	—0	—0
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation.	—0	—0
Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis.	—0	—0
Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.	—0	—0
Develop or maintain payment systems to ensure accuracy of vendor payments.	—0	—0
Determine packaging requirements.	—0	—0
Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation.	—0	—0
Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers.	—0	—0
Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies.	—0	—0
Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space.	—0	—0
Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact.	—0	—0
Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs.	—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
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
他 21 件の作業を表示 ▾折りたたむ ▴

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 のタスク全件（31件）

この職業の O*NET 31.0 のタスク全件（英語原文、種別はコア・補足）。露出値はこの一覧には載せず、上の表で各出典が用いた O*NET 版の文言の横にあります。

タスク（O*NET 31.0）	種類
Identify opportunities for inventory reductions.	コア
Monitor industry standards, trends, or practices to identify developments in logistics planning or execution.	コア
Enter logistics-related data into databases.	コア
Contact carriers for rates or schedules.	コア
Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies.	コア
Track product flow from origin to final delivery.	コア
Write or revise standard operating procedures for logistics processes.	コア
Review procedures, such as distribution or inventory management, to ensure maximum efficiency or minimum cost.	コア
Recommend improvements to existing or planned logistics processes.	コア
Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes.	コア
Prepare reports on logistics performance measures.	コア
Manage systems to ensure that pricing structures adequately reflect logistics costing.	コア
Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.	コア
Maintain databases of logistics information.	コア
Maintain logistics records in accordance with corporate policies.	コア
Develop or maintain models for logistics uses, such as cost estimating or demand forecasting.	コア
Confer with logistics management teams to determine ways to optimize service levels, maintain supply-chain efficiency, or minimize cost.	コア
Compute reporting metrics, such as on-time delivery rates, order fulfillment rates, or inventory turns.	コア
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation.	コア
Apply analytic methods or tools to understand, predict, or control logistics operations or processes.	コア
Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis.	コア
Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.	コア
Develop or maintain payment systems to ensure accuracy of vendor payments.	補足
Determine packaging requirements.	補足
Develop or maintain freight rate databases for use by supply chain departments to determine the most economical modes of transportation.	補足
Contact potential vendors to determine material availability.	補足
Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers.	補足
Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies.	補足
Arrange for sale or lease of excess storage or transport capacity to minimize losses or inefficiencies associated with empty space.	補足
Compare locations or environmental policies of carriers or suppliers to make transportation decisions with lower environmental impact.	補足
Enter carbon-output or environmental-impact data into spreadsheets or environmental management or auditing software programs.	補足

雇用見通し（BLS）

この O*NET 職業だけの値ではなく、SOC 13-1081 グループ（Logisticians）全体の値です。

雇用者数、2025: 255K
雇用者数見通し、2035: 300K
変化率 (2025–35): +17.6%
年間賃金の中央値、2025: $82,320
入職時に通常必要な学歴: Bachelor's degree

最低 $30,890BLS EP 2025–35 の詳細職業825件の賃金中央値の範囲最高 $559,030

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

韓国職業分類との対応（KSCO）

AI Changing Work が作成した Korea Occupation Direct Crosswalk v1.1 現行版の対応です。関係の値は O*NET-SOC 職業の側から読みます。

KSCO コード	KSCO 名称	関係	状態
23159	그 외 도시 및 교통 관련 전문가	関連（対応ではない）	確定

関係と状態の定義(kr-direct v1.1)

ILO（国際労働機関）の職業説明

以下のISCO-08職業群は、AI Changing Workが米国労働統計局（BLS）の発行するクロスウォーク（2018 SOC→2010 SOC、2010 SOC→ISCO-08）を個別の選択なしにそのまま適用して、この職業に結び付けたものです。結び付きは全体的な対応の場合も部分的な対応の場合もあります。

ISCO-08 2421Management and Organization Analysts
経営組織アナリスト

出典: 総務省「国際標準職業分類（ISCO）2008年改定版（仮訳）分類項目名一覧（和英対照）」— 原著：ILO ISCO-08 © International Labour Organization（日本語訳は総務省がILOの許可を得て作成）

原文を見る

以下の定義・作業・職業例は、この職業ではなく、当該ISCO-08職業群についてのILOによる説明です。

Management and organization analysts assist organizations to achieve greater efficiency and solve organizational problems. They study organizational structures, methods, systems and procedures.

作業

(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.

職業例

Business consultant · Management consultant · Organization and methods analyst

Sources: ILO ISCO-08 — details: Credits

ESCO 職業語彙

以下の各項目は、公開されているESCO-O*NET Crosswalk（バージョン1、2022年）で、この職業と一つずつ対応付けられたものです。対応の種類はそのクロスウォークによるもので、表現はAI Changing Workによるものです。

logistics analystESCO 2141.6この職業のほうが狭い
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この職業のほうが狭い
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.

出典: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

ライセンス: CC BY 4.0 (EU Reuse Notice)

原文を見る

ESCO reuse terms and the modification notice are in Credits.

フランス職業分類との対応（ROME）

この職業と ROME 4.0 の職業票（fiche）との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。「暫定」と表示した対応は、同じモデル系列（Claude）の二人の判定者による判定のみ、またはその判定に運営者の規則を適用して採用したものであり、確定した対応より根拠が弱くなります。

ROME コード	ROME 名称（フランス語）	関係
H1406	Ingénieur / Ingénieure supply chain en industrie	重なるが同じではない
N1301	Responsable logistique	関連（対応ではない）
N1303	Approvisionneur / Approvisionneuse logistique	関連（対応ではない）
N1305	Ingénieur / Ingénieure logistique	関連（対応ではない）

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)

スペイン職業分類との対応（CNO-11）

この職業と CNO-11 の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。

CNO-11 コード	CNO-11 名称（スペイン語）	関係
2621	Analistas de gestión y organización	関連（対応ではない）
4123	Empleados de logística y transporte de pasajeros y mercancías	関連（対応ではない）

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)

ドイツ職業分類との対応（KldB）

この職業と KldB の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。

KldB コード	KldB 名称（ドイツ語）	関係
51624	Speditions- und Logistikkaufleute - hoch komplexe Tätigkeiten	重なるが同じではない
51623	Speditions- und Logistikkaufleute - komplexe Spezialistentätigkeiten	関連（対応ではない）

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)

日本職業分類との対応（JSCO）

この職業と JSCO の職業との対応で、AI Changing Work が AI モデルを用いて判定したものです。関係はこの職業の側から読みます。

JSCO コード	JSCO 名称（日本語）	関係
271	生産現場事務員	関連（対応ではない）暫定
272	出荷・受荷事務員	関連（対応ではない）暫定
302	運行管理事務員	関連（対応ではない）暫定

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)

このページのデータの出典・ライセンスと AI Changing Work による改変・翻訳の告知：クレジットと出典