Logistics Engineers

Business and Financial Operations Occupations

O*NET-SOC コード: 13-1081.01

Design or analyze operational solutions for projects such as transportation optimization, network modeling, process and methods analysis, cost containment, capacity enhancement, routing and shipment optimization, or information management.

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 30 件 · β ≥ 0.5 のタスク 30 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 20.1)	Claude.aiRaw / share %	APIRaw / share %
Develop or maintain cost estimates, forecasts, or cost models. 13-1081.01	0.024750.2	0.006211.6
Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics. 13-1081.01	0.007615.4	—0
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing. 13-1081.01	0.005010.2	0.033663.1
Propose logistics solutions for customers. 13-1081.01	0.00275.5	0.006812.8
Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal. 13-1081.01	0.00244.9	—0
Provide logistics technology or information for effective and efficient support of product, equipment, or system manufacturing or service. 13-1081.01	0.00193.9	0.00438.1
Develop logistic metrics, internal analysis tools, or key performance indicators for business units. 13-1081.01	0.00173.5	—0
Identify or develop business rules or standard operating procedures to streamline operating processes. 13-1081.01	0.00163.3	—0
Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, or satellite linkup systems, to improve transportation efficiency. 13-1081.01	0.00163.3	—0
Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.	—0	0.00244.4
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.
Interview key staff or tour facilities to identify efficiency-improvement, cost-reduction, or service-delivery opportunities.	—0	—0
Direct the work of logistics analysts.	—0	—0
Develop specifications for equipment, tools, facility layouts, or material-handling systems.	—0	—0
Review contractual commitments, customer specifications, or related information to determine logistics or support requirements.	—0	—0
Determine logistics support requirements, such as facility details, staffing needs, or safety or maintenance plans.	—0	—0
Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses.	—0	—0
Evaluate effectiveness of current or future logistical processes.	—0	—0
Apply logistics modeling techniques to address issues such as operational process improvement or facility design or layout.	—0	—0
Evaluate the use of inventory tracking technology, Web-based warehousing software, or intelligent conveyor systems to maximize plant or distribution center efficiency.	—0	—0
Identify cost-reduction or process-improvement logistic opportunities.	—0	—0
Prepare logistic strategies or conceptual designs for production facilities.	—0	—0
Design comprehensive supply chains that minimize environmental impacts or costs.	—0	—0
Design plant distribution centers.	—0	—0
Conduct environmental audits for logistics activities, such as storage, distribution, or transportation.	—0	—0
Create models or scenarios to predict the impact of changing circumstances, such as fuel costs, road pricing, energy taxes, or carbon emissions legislation.	—0	—0
Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities.	—0	—0
Determine requirements for compliance with environmental certification standards.	—0	—0
Provide logistical facility or capacity planning analyses for distribution or transportation functions.	—0	—0
Develop or document procedures to minimize or mitigate carbon output resulting from the movement of materials or products.	—0	—0
Assess the environmental impact or energy efficiency of logistics activities, using carbon mitigation software.	—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 or validate documentation on automated logistics or maintenance-data reporting or management information systems. O*NET Task ID 15868	1.0
Propose logistics solutions for customers. O*NET Task ID 15861	0.5
Interview key staff or tour facilities to identify efficiency-improvement, cost-reduction, or service-delivery opportunities. O*NET Task ID 15863	0.5
Direct the work of logistics analysts. O*NET Task ID 15864	0.5
Design plant distribution centers. O*NET Task ID 15865	0.5
Develop specifications for equipment, tools, facility layouts, or material-handling systems. O*NET Task ID 15866	0.5
Review contractual commitments, customer specifications, or related information to determine logistics or support requirements. O*NET Task ID 15867	0.5
Identify or develop business rules or standard operating procedures to streamline operating processes. O*NET Task ID 15870	0.5
Develop or maintain cost estimates, forecasts, or cost models. O*NET Task ID 15872	0.5
Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics. O*NET Task ID 15873	0.5
Determine logistics support requirements, such as facility details, staffing needs, or safety or maintenance plans. O*NET Task ID 15874	0.5
Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses. O*NET Task ID 15875	0.5
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing. O*NET Task ID 15876	0.5
Provide logistics technology or information for effective and efficient support of product, equipment, or system manufacturing or service. O*NET Task ID 15877	0.5
Evaluate effectiveness of current or future logistical processes. O*NET Task ID 15879	0.5
Apply logistics modeling techniques to address issues, such as operational process improvement or facility design or layout. O*NET Task ID 15880	0.5
Evaluate the use of inventory tracking technology, Web-based warehousing software, or intelligent conveyor systems to maximize plant or distribution center efficiency. O*NET Task ID 19995	0.5
Develop logistic metrics, internal analysis tools, or key performance indicators for business units. O*NET Task ID 19996	0.5
Identify cost-reduction or process-improvement logistic opportunities. O*NET Task ID 19997	0.5
Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, or satellite linkup systems, to improve transportation efficiency. O*NET Task ID 19998	0.5
Prepare logistic strategies or conceptual designs for production facilities. O*NET Task ID 19999	0.5
Design comprehensive supply chains that minimize environmental impacts or costs. O*NET Task ID 20000	0.5
Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal. O*NET Task ID 20001	0.5
Conduct environmental audits for logistics activities, such as storage, distribution, or transportation. O*NET Task ID 20002	0.5
Create models or scenarios to predict the impact of changing circumstances, such as fuel costs, road pricing, energy taxes, or carbon emissions legislation. O*NET Task ID 20003	0.5
Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities. O*NET Task ID 20004	0.5
Determine requirements for compliance with environmental certification standards. O*NET Task ID 20005	0.5
Provide logistical facility or capacity planning analyses for distribution or transportation functions. O*NET Task ID 20006	0.5
Develop or document procedures to minimize or mitigate carbon output resulting from the movement of materials or products. O*NET Task ID 20007	0.5
Assess the environmental impact or energy efficiency of logistics activities, using carbon mitigation software. O*NET Task ID 20008	0.5
他 20 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（30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
Propose logistics solutions for customers.	コア
Interview key staff or tour facilities to identify efficiency-improvement, cost-reduction, or service-delivery opportunities.	コア
Direct the work of logistics analysts.	コア
Design plant distribution centers.	コア
Develop specifications for equipment, tools, facility layouts, or material-handling systems.	コア
Review contractual commitments, customer specifications, or related information to determine logistics or support requirements.	コア
Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.	コア
Identify or develop business rules or standard operating procedures to streamline operating processes.	コア
Develop or maintain cost estimates, forecasts, or cost models.	コア
Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics.	コア
Determine logistics support requirements, such as facility details, staffing needs, or safety or maintenance plans.	コア
Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses.	コア
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing.	コア
Provide logistics technology or information for effective and efficient support of product, equipment, or system manufacturing or service.	コア
Evaluate effectiveness of current or future logistical processes.	コア
Apply logistics modeling techniques to address issues, such as operational process improvement or facility design or layout.	コア
Evaluate the use of inventory tracking technology, Web-based warehousing software, or intelligent conveyor systems to maximize plant or distribution center efficiency.	コア
Develop logistic metrics, internal analysis tools, or key performance indicators for business units.	コア
Identify cost-reduction or process-improvement logistic opportunities.	コア
Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, or satellite linkup systems, to improve transportation efficiency.	コア
Prepare logistic strategies or conceptual designs for production facilities.	コア
Design comprehensive supply chains that minimize environmental impacts or costs.	コア
Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal.	コア
Conduct environmental audits for logistics activities, such as storage, distribution, or transportation.	コア
Create models or scenarios to predict the impact of changing circumstances, such as fuel costs, road pricing, energy taxes, or carbon emissions legislation.	コア
Review global, national, or regional transportation or logistics reports for ways to improve efficiency or minimize the environmental impact of logistics activities.	コア
Determine requirements for compliance with environmental certification standards.	コア
Provide logistical facility or capacity planning analyses for distribution or transportation functions.	コア
Develop or document procedures to minimize or mitigate carbon output resulting from the movement of materials or products.	コア
Assess the environmental impact or energy efficiency of logistics activities, using carbon mitigation software.	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 engineerESCO 2149.2.6範囲が同じ
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.
logistics analystESCO 2141.6この職業のほうが広い
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.

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
N1305	Ingénieur / Ingénieure logistique	範囲が同じ暫定
H1406	Ingénieur / Ingénieure supply chain en industrie	重なるが同じではない暫定

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)

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
2431	Ingenieros industriales y de producción	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	この職業のほうが狭い
27304	Berufe in der technischen Produktionsplanung und -steuerung - hoch komplexe Tätigkeiten	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
119	その他の技術者	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