Logistikanalysten

Transport und Materialbewegung

KI-Exposition

Datenquelle: BLSVeröffentlicht: 2026-08
Sehr hoch· relativ
NiedrigVier relative BänderSehr hoch
Wert auf Berufsgruppenebene
Skala, Bezugsmenge und Quelle
Vier relative Bänder (Niedrig / Mittel / Hoch / Sehr hoch)
831 detaillierte Berufe in der BLS-Beschäftigungsprojektionstabelle. Der Wert wird je Code der National Employment Matrix (NEM) vergeben, daher erhalten Berufe mit demselben NEM-Code dasselbe Band
Quelldatensatz (XLSX-Download)
Datenquelle: AnthropicVeröffentlicht: 2026-03
0.157
0.000Spannweite der hier geführten Werte0.745
Skala, Bezugsmenge und Quelle
Index der beobachteten Exposition, 0–1 wie veröffentlicht
Auf O*NET-Aufgaben abgebildet
Quelldatensatz
Datenquelle: ILOVeröffentlicht: 2025
0.46
0.09Spannweite der hier geführten Werte0.70
Wert auf Berufsgruppenebene
Skala, Bezugsmenge und Quelle
Index der Exposition gegenüber generativer KI, 0–1 wie veröffentlicht
ISCO-08-Berufsgattung — alle Berufe mit demselben Code erhalten diesen Wert
Von dieser Website berechnet, nicht von der IAO veröffentlicht: Von den 1.012 Berufen, die diese Website mit dem IAO-Datensatz verknüpft, erreichen oder übertreffen 24% diesen Wert.
Quelldatensatz

Welche Art von Wert diese Quelle veröffentlicht

Die Kategorie von BLS ist ein relativer Rang und kein absolutes Niveau, und sie ist keine eigene Messung: Sie fasst die Perzentilränge des Berufs aus mehreren veröffentlichten Studien in vier Bänder zusammen. Sie ist weder eine Beschäftigungs- oder Lohnprognose noch eine Einführungswahrscheinlichkeit und unterscheidet nicht zwischen Automatisierung und Augmentierung.

Task-level exposure

56 ausgeblendete Aufgaben anzeigen

Task	Claude.aiRaw / share %	APIRaw / share %
Develop or maintain cost estimates, forecasts, or cost models. 13-1081	0.024728.4	0.00625.0
Develop or maintain payment systems to ensure accuracy of vendor payments. 13-1081	0.00799.1	0.00776.2
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	0.00768.7	—0
Support the development of training materials and technical manuals. 13-1081	0.00677.7	—0
Develop an understanding of customers' needs and take actions to ensure that such needs are met. 13-1081	0.00596.8	0.00937.5
Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing. 13-1081	0.00505.7	0.033627.1
Determine packaging requirements. 13-1081	0.00394.5	0.00312.5
Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices. 13-1081	0.00374.2	—0
Propose logistics solutions for customers. 13-1081	0.00273.1	0.00685.5
Prepare reports on logistics performance measures. 13-1081	0.00263.0	0.00241.9
Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal. 13-1081	0.00242.8	—0
Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation. 13-1081	0.00232.6	0.017113.8
Provide logistics technology or information for effective and efficient support of product, equipment, or system manufacturing or service. 13-1081	0.00192.2	0.00433.5
Develop proposals that include documentation for estimates. 13-1081	0.00172.0	—0
Develop logistic metrics, internal analysis tools, or key performance indicators for business units. 13-1081	0.00172.0	—0
Maintain databases of logistics information. 13-1081	0.00161.8	0.00947.6
Provide project management services, including the provision and analysis of technical data. 13-1081	0.00161.8	—0
Identify or develop business rules or standard operating procedures to streamline operating processes. 13-1081	0.00161.8	—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	0.00161.8	—0
Track product flow from origin to final delivery.	—0	0.00685.5
Maintain logistics records in accordance with corporate policies.	—0	0.00443.6
Enter logistics-related data into databases.	—0	0.00362.9
Protect and control proprietary materials.	—0	0.00322.6
Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.	—0	0.00241.9
Monitor industry standards, trends, or practices to identify developments in logistics planning or execution.	—0	0.00211.7
Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.	—0	0.00151.2
16 weitere Aufgaben anzeigen ▾Weniger anzeigen ▴

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	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
21 weitere Aufgaben anzeigen ▾Weniger anzeigen ▴

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

Berufsinformationen

ILO

ESCO-Berufsvokabular

Business-Intelligence-Manager/Business-Intelligence-ManagerinESCO 2421.3
Business-Intelligence-Manager sammeln Erkenntnisse über eine Branche und die dortigen Innovationen und vergleichen diese mit der Geschäftstätigkeit eines bestimmten Unternehmens, um dessen Prozesse zu verbessern. Sie betrachten die Prozesse mit Bezug auf die Lieferkette, die Lager, die Bereitstellung und den Vertrieb, um die Kommunikation zu verbessern und die Einnahmen zu steigern.
Herstellungskostenplaner/HerstellungskostenplanerinESCO 2421.1.1
Herstellungskostenplaner erfassen und analysieren Daten zur Bewertung des der finanziellen Mittel, der Materialien, der Arbeit und der Zeit, die für Fertigungsverfahren benötigt werden. Sie führen Analysen durch, um (alternative) Prozesse zu finden, mit denen die Kosten für technische Entwürfe und Produktionsprozesse gesenkt werden können. Sie entwickeln und verwenden Methoden und Werkzeuge für Kostenplanung, Controlling und Analyse. Sie führen auch quantitative und qualitative Risikoanalysen durch und berichten über die Kostenentwicklung.
Logistik-Analyst/Logistik-AnalystinESCO 2141.6
Logistik-Analyst/Logistik-Analystinnen rationalisieren die Herstellung, den Transport, die Lagerung und den Vertrieb von Produkten. Sie bewerten Produktions- und Lieferkettenprobleme, um wirtschaftlich effiziente Lösungen zu finden. Sie unterstützen Manager/Managerinnen von Unternehmen bei Entscheidungsprozessen und leiten Programme, mit denen Subunternehmern, Managern/Managerinnen und Kunden/Kundinnen Logistiktechnologie bereitgestellt werden soll.
Unternehmensanalyst/UnternehmensanalystinESCO 2421.1
Unternehmensanalysten recherchieren und bewerten die strategische Position von Unternehmen in Bezug auf Märkte und Interessenträger. Sie analysieren aus zahlreichen Perspektiven, wie das Unternehmen seine strategische Position und seine interne Unternehmensstruktur verbessern kann, und legen ihre Einschätzung dar. Sie beurteilen den Veränderungsbedarf, Kommunikationsmethoden, Technologien, IT-Tools, neue Normen und Zertifizierungen.
Unternehmensberater/UnternehmensberaterinESCO 2421.2
Unternehmensberater analysieren die Lage, die Struktur und die Prozesse von Unternehmen und bieten Dienste oder Beratung zu deren Verbesserung an. Sie stellen fest, ob die Geschäftsprozesse z. B. im Hinblick auf die finanzielle Effizienz oder die Mitarbeiterführung Mängel aufweisen, und entwickeln strategische Pläne, um diese Schwierigkeiten zu überwinden. Sie arbeiten in externen Beratungsunternehmen, um eine objektive Sicht auf die Geschäftstätigkeit und die Struktur eines Unternehmens und seine methodischen Prozesse zu bieten.

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

Lizenz: CC BY 4.0 (EU Reuse Notice)

Original ansehen

ESCO reuse terms and the modification notice are in Credits.

KEIS2025

Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.

경영 및 진단 전문가KNOW K000000944
Job outlook: 증가(22%) 현상유지(19%) 감소(58%)
Wages (10,000 KRW): lower(25%) 5.575K average(50%) 8.228K upper(25%) 11.75K
minacross 461 KNOW occupationsmax
Job satisfaction: 70.5
minacross 461 KNOW occupationsmax
Details
Duties
- -효율적인 경영을 위해 사업 및 조직체계를 진단, 분석하고 개선점을 제안한다.
- -조직에 대한 연구 및 평가를 수행하고 시스템 및 절차를 설계하며 작업단순화 및 측정연구를 수행하고 운영 및 절차매뉴얼을 작성한다.
- -공공이나 민간부문 사업체들의 경영방법 및 조직을 분석하고 자문한다.
- -경영정책 및 계획에 대한 효율성 및 효과를 판단하기 위한 연구를 수행한다.
- -기업운영, 인력자원 및 의사소통과정과 같은 영역의 방법, 체계 및 절차에 대한 개선점을 제안한다.
- -사업체 운영에 대한 재조직화를 계획한다.
- -국제표준기구의 품질인증 여부를 심사한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
조직체계의 분석 및 평가(100) · 범주화(99) · 선택적 집중력(99) · 재정 관리(99) · 협상(98)
Knowledge
경제와 회계(90) · 경영 및 행정(90) · 사무(87) · 영어(87) · 산수와 수학(82)
Work environment
연설, 발표, 회의하기(91) · 불쾌하거나 무례한 사람 상대(88) · 다른 사람들을 조율하거나 이끌기(87) · 공문, 문서 주고받기(87) · 앉아서 근무(85)
Related occupations
인적자원전문가 · 노무사
인적자원전문가KNOW K000000875
Job outlook: 증가(12%) 현상유지(33%) 감소(53%)
Wages (10,000 KRW): lower(25%) 5.0K average(50%) 6.25K upper(25%) 7.375K
minacross 461 KNOW occupationsmax
Job satisfaction: 69.3
minacross 461 KNOW occupationsmax
Details
Duties
- -컨설팅 의뢰자(기업)와 상담하여 요구사항을 접수한다.
- -컨설팅 대상 기업의 문화, 조직, 대내외 경영여건 등을 조사하고 분석한다.
- -분석한 자료를 토대로 컨설팅 프로그램개발 계획을 수립한다.
- -모델(역량, 평가, 이·전직 모델)개발 방법을 선정하고 설문지를 개발하거나 직무분석을 실시한다.
- -인적자원의 효율적인 관리와 업무향상을 위한 인사체계, 임금체계, 역량모델, 평가모델, 이·전직모델 등을 개발하여 제공한다.
- -교육훈련프로그램을 설계 및 개발하고 근로자나 사업담당자, 관리자를 대상으로 직무능력 향상을 위한 교육을 실시한다.
- -교육을 위한 교재를 개발하기도 한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
인적자원 관리(100) · 조직체계의 분석 및 평가(100) · 사람 파악(99) · 협상(99) · 설득(98)
Knowledge
인사(98) · 경영 및 행정(87) · 법(85) · 심리(82) · 상담(81)
Work environment
이메일 이용하기(88) · 다른 사람과의 접촉(88) · 앉아서 근무(85) · 공문, 문서 주고받기(84) · 다른 사람과의 상호작용(82)
Related occupations
경영 및 진단 전문가 · 노무사
노무사KNOW K000007562
Job outlook: 증가(37%) 현상유지(19%) 감소(42%)
Wages (10,000 KRW): lower(25%) 5.15K average(50%) 7.0K upper(25%) 10.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 75.8
minacross 461 KNOW occupationsmax
Details
Duties
- -노동위원회 구제신청(개별 근로자에 대한 부당해고·징계·전직·감봉 등) 대리업무, 산업재해 신청 대리업무, 임금체불 진정 및 대리업무, 체당금 신청 및 대리업무를 수행한다.
- -노사간 분쟁 발생 시 노사분쟁 조정 및 중재 업무를 수행한다.
- -기업 및 노조에 대한 법률 및 정책자문을 한다.
- -인사관리 컨설팅, 노무관리 진단, 노사컨설팅(단체교섭 대리 및 단체협약 분석), 급여 및 4대보험 사무대행, 고용컨설팅(채용, 모집대행) 업무를 수행한다.
- -정부에서 제공하는 각종 지원금(중소기업 지원금, 신규고용촉진장려금, 고령자 고용촉진 장려금, 모성보호 관련 지원금, 고용유지 지원금 등) 신청에 관련된 서비스를 제공한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
인적자원 관리(100) · 협상(100) · 사람 파악(99) · 설득(99) · 글쓰기(99)
Knowledge
인사(99) · 법(98) · 상담(91) · 국어(88) · 경영 및 행정(88)
Work environment
재택근무(99) · 의사결정 가능성(95) · 이미지/평판/재정에 미치는 강도(95) · 이미지/평판/재정에 미치는 영향력(94) · 의사결정 권한(94)
Related occupations
인적자원전문가 · 경영 및 진단 전문가

The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.

KI-Exposition

Task-level exposure

Berufsinformationen

ILO-Berufsbeschreibung

ESCO-Berufsvokabular