Verkehrsplaner

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
0.033
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
0.47
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 23% 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

Nur exponierte Aufgaben

Task	Claude.aiRaw / share %
Prepare or review engineering studies or specifications. 19-3099	0.012923.4
Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations. 19-3099	0.007814.2
Prepare reports or recommendations on transportation planning. 19-3099	0.007613.7
Design transportation surveys to identify areas of public concern. 19-3099	0.006912.5
Define regional or local transportation planning problems or priorities. 19-3099	0.00488.7
Develop computer models to address transportation planning issues. 19-3099	0.00437.8
Develop or test new methods or models of transportation analysis. 19-3099	0.00407.3
Prepare necessary documents to obtain project approvals or permits. 19-3099	0.00254.5
Analyze information from traffic counting programs. 19-3099	0.00234.3
Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national levels. 19-3099	0.00203.5
Not observed on any surface — 12 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.
Represent jurisdictions in the legislative or administrative approval of land development projects.	—0
Direct urban traffic counting programs.	—0
Analyze transportation-related consequences of federal and state legislative proposals.	—0
Produce environmental documents, such as environmental assessments or environmental impact statements.	—0
Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs.	—0
Document and evaluate transportation project needs and costs.	—0
Develop design ideas for new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, and car parking areas.	—0
Analyze and interpret data from traffic modeling software, geographic information systems, or associated databases.	—0
Collaborate with engineers to research, analyze, or resolve complex transportation design issues.	—0
Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections.	—0
Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.	—0
Define or update information such as urban boundaries or classification of roadways.	—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	βE1 + 0.5 × E2
Develop computer models to address transportation planning issues. O*NET Task ID 16948	1.0
Prepare necessary documents to obtain planned project approvals or permits. O*NET Task ID 20979	1.0
Prepare or review engineering studies or specifications. O*NET Task ID 16934	0.5
Represent jurisdictions in the legislative or administrative approval of land development projects. O*NET Task ID 16935	0.5
Direct urban traffic counting programs. O*NET Task ID 16937	0.5
Develop or test new methods or models of transportation analysis. O*NET Task ID 16938	0.5
Define or update information such as urban boundaries or classification of roadways. O*NET Task ID 16939	0.5
Analyze information from traffic counting programs. O*NET Task ID 16941	0.5
Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations. O*NET Task ID 16942	0.5
Prepare reports or recommendations on transportation planning. O*NET Task ID 16943	0.5
Produce environmental documents, such as environmental assessments or environmental impact statements. O*NET Task ID 16944	0.5
Design transportation surveys to identify areas of public concern. O*NET Task ID 16949	0.5
Collaborate with engineers to research, analyze, or resolve complex transportation design issues. O*NET Task ID 16951	0.5
Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections. O*NET Task ID 16952	0.5
Define regional or local transportation planning problems or priorities. O*NET Task ID 16953	0.5
Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs. O*NET Task ID 16954	0.5
Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level. O*NET Task ID 19779	0.5
Interpret data from traffic modeling software, geographic information systems, or associated databases. O*NET Task ID 20976	0.5
Design new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, or car parking areas. O*NET Task ID 20977	0.5
Evaluate transportation project needs or costs. O*NET Task ID 20978	0.5
Evaluate transportation-related consequences of federal or state legislative proposals. O*NET Task ID 20980	0.5
11 weitere Aufgaben anzeigen ▾Weniger anzeigen ▴
Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs. O*NET Task ID 16945	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

Berufsinformationen

ILO

ILO-Berufsbeschreibung

Philosophers, Historians and Political Scientists

Philosophen, Historiker und Politologen

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

Lizenz: CC BY 4.0 (EU Reuse Notice)

Original ansehen

Philosophers, historians and political scientists conduct research into the nature of human experience and existence, phases or aspects of human history, and political structures, movements and behaviour. They document and report on findings to inform and guide political and individual actions

Aufgaben

(a) researching, mostly by reasoning, into the general causes, principles and meanings of the world, human actions, experience and existence, and interpreting and developing philosophical concepts and theories;
(b) consulting and comparing primary sources, such as original or contemporary records of past events, and secondary sources such as archaeological or anthropological findings;
(c) extracting relevant material, checking its authenticity, and researching into and describing the history of a particular period, country or region, or a particular facet - for example economic, social or political - of its history;
(d) conducting research in such fields as political philosophy, or past and present theory and practice of political systems, institutions or behaviour;
(e) observing contemporary political institutions and opinions, collecting data on them from various sources, including interviews with government and political party officials and other relevant persons;
(f) developing theories, models and methods to interpret and describe the nature of human experience and historical and political events and behaviour;
(g) presenting findings and conclusions for publication or use by government, political parties or other organizations and interested persons;
(h) preparing scholarly papers and reports.

Beispielberufe

Genealogist · Historian · Philosopher · Political scientist

Indirekte Zuordnung — dieser Beruf wurde über eine regelbasierte Ersatzzuordnung mit der ISCO-Berufsgattung verknüpft.

ISCO-08 2633

Sources: ILO ISCO-08 — details: Credits

KI-Exposition

Task-level exposure

Berufsinformationen

ILO-Berufsbeschreibung

ESCO-Berufsvokabular