Planificateurs de Transports en Commun

Transport et Manutention

Exposition à l'IA

Source des données: BLSPublié: 2026-08
Très élevée· relative
FaibleQuatre bandes relativesTrès élevée
Valeur par groupe professionnel
Échelle, base et source
Quatre bandes relatives (Faible / Modérée / Élevée / Très élevée)
831 métiers détaillés du tableau des projections d'emploi du BLS. La valeur est attribuée par code de la National Employment Matrix (NEM), si bien que les métiers partageant un code NEM reçoivent la même bande
Jeu de données source (téléchargement XLSX)
Source des données: AnthropicPublié: 2026-03
0.033
0.000Étendue des valeurs présentées ici0.745
Échelle, base et source
Indice d'exposition observée, 0–1 tel que publié
Rapporté aux tâches O*NET
Jeu de données source
Source des données: ILOPublié: 2025
0.47
0.09Étendue des valeurs présentées ici0.70
Valeur par groupe professionnel
Échelle, base et source
Indice d'exposition à l'IA générative, 0–1 tel que publié
Groupe de base CITP-08 — tous les métiers partageant le code reçoivent cette valeur
Calculé par ce site, non publié par l'OIT : sur les 1 012 professions que ce site relie au jeu de données de l'OIT, 23% atteignent ou dépassent cette valeur.
Jeu de données source

Quelle est la nature de la valeur publiée par cette source

La catégorie BLS est un rang relatif et non un niveau absolu, et ce n'est pas une mesure de première main : elle regroupe en quatre bandes les rangs centiles du métier dans plusieurs études publiées. Ce n'est ni une prévision d'emploi ou de salaire, ni une probabilité d'adoption, et elle ne distingue pas automatisation et augmentation.

Task-level exposure

Afficher 12 tâches masquées

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

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
Afficher 11 tâches de plus ▾Réduire ▴

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

Informations professionnelles

ILO

Description professionnelle de l’OIT

Philosophers, Historians and Political Scientists

Philosophes, historiens et spécialistes des sciences politiques

Voir l’original

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

Tâches

(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.

Exemples de métiers

Genealogist · Historian · Philosopher · Political scientist

Correspondance indirecte — cette profession est reliée au groupe de base ISCO par une règle de repli.

ISCO-08 2633

Sources: ILO ISCO-08 — details: Credits

Exposition à l'IA

Task-level exposure

Informations professionnelles

Description professionnelle de l’OIT

Vocabulaire professionnel ESCO