Transportation Planners

Life, Physical, and Social Science Occupations

O*NET-SOC コード: 19-3099.01

Prepare studies for proposed transportation projects. Gather, compile, and analyze data. Study the use and operation of transportation systems. Develop transportation models or simulations.

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
0.033
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
0.47–0.59· ISCO-08職業グループ2件
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。

結び付けたISCO-08グループごとのILO値

ISCO-08 2633Philosophers, Historians and Political Scientists0.47
ISCO-08 2643Translators, Interpreters and Other Linguists0.59

Task-level exposure

露出のある作業のみ

評価済みタスク 22 件 · β ≥ 0.5 のタスク 21 件（95.5%）

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 %
Prepare or review engineering studies or specifications. 19-3099.01	0.005527.9	0.003740.9
Prepare reports or recommendations on transportation planning. 19-3099.01	0.003417.3	—0
Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations. 19-3099.01	0.002814.2	—0
Design transportation surveys to identify areas of public concern. 19-3099.01	0.002713.7	—0
Prepare necessary documents to obtain project approvals or permits. 19-3099.01	0.00199.6	—0
Define regional or local transportation planning problems or priorities. 19-3099.01	0.00189.1	—0
Develop computer models to address transportation planning issues. 19-3099.01	0.00168.1	—0
Analyze information from traffic counting programs.	—0	0.005459.1
Not observed on any surface — 14 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	—0
Direct urban traffic counting programs.	—0	—0
Develop or test new methods or models of transportation analysis.	—0	—0
Analyze transportation-related consequences of federal and state legislative proposals.	—0	—0
Produce environmental documents, such as environmental assessments or environmental impact statements.	—0	—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	—0
Document and evaluate transportation project needs and costs.	—0	—0
Develop design ideas for new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, and car parking areas.	—0	—0
Analyze and interpret data from traffic modeling software, geographic information systems, or associated databases.	—0	—0
Collaborate with engineers to research, analyze, or resolve complex transportation design issues.	—0	—0
Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections.	—0	—0
Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.	—0	—0
Define or update information such as urban boundaries or classification of roadways.	—0	—0
Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national levels.	—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
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
他 11 件の作業を表示 ▾折りたたむ ▴
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

O*NET 31.0 のタスク全件（22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
Prepare or review engineering studies or specifications.	コア
Direct urban traffic counting programs.	コア
Develop or test new methods or models of transportation analysis.	コア
Define or update information such as urban boundaries or classification of roadways.	コア
Analyze information from traffic counting programs.	コア
Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.	コア
Prepare reports or recommendations on transportation planning.	コア
Produce environmental documents, such as environmental assessments or environmental impact statements.	コア
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.	コア
Develop computer models to address transportation planning issues.	コア
Design transportation surveys to identify areas of public concern.	コア
Collaborate with engineers to research, analyze, or resolve complex transportation design issues.	コア
Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections.	コア
Define regional or local transportation planning problems or priorities.	コア
Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.	コア
Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level.	コア
Interpret data from traffic modeling software, geographic information systems, or associated databases.	コア
Design new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, or car parking areas.	コア
Evaluate transportation project needs or costs.	コア
Prepare necessary documents to obtain planned project approvals or permits.	コア
Evaluate transportation-related consequences of federal or state legislative proposals.	コア
Represent jurisdictions in the legislative or administrative approval of land development projects.	補足

雇用見通し（BLS）

この O*NET 職業だけの値ではなく、SOC 19-3099 グループ（Social scientists and related workers, all other）全体の値です。

雇用者数、2025: 42K
雇用者数見通し、2035: 41K
変化率 (2025–35): -0.2%
年間賃金の中央値、2025: $101,110
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
23152	교통 계획 및 설계가	この職業のほうが狭い	確定
23154	교통영향 평가원	重なるが同じではない	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 2633Philosophers, Historians and Political Scientists
哲学者、歴史家、政治学者
ISCO-08 2643Translators, Interpreters and Other Linguists
翻訳者、通訳者、その他の言語学者

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

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。

transport plannerESCO 2164.2範囲が同じ
Traffic planners develop and implement policies in order to improve transport systems, taking into account the social, environmental and economic factors. They collect and analyse traffic data using statistical modelling tools.
ship plannerESCO 4323.16この職業のほうが広い
Ship planners manage the performance of a vessel. They ensure the safety of the vessel and its cargo, its operationality and link available vessels to available cargos in order to maximise the profitability of the voyages. They ensure that each container ship is loaded to its optimal capacity, while keeping berth times and handling costs to a minimum. They also plan the maintenance and overhaul of the ship, as well as the crew needed.
airport planning engineerESCO 2142.1.1重なるが同じではない
Airport planning engineers manage and coordinate the planning, design, and development programs in airports.
logistics engineerESCO 2149.2.6重なるが同じではない
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.
rail logistics coordinatorESCO 4323.12重なるが同じではない
Rail logistics coordinator manage shipments by rail including or excluding other transport modes. They coordinate the timely allocation of transport means and equipment and ensure a timely delivery. They design and maintain efficient supply chains for clients and shippers.
transport engineerESCO 2142.1.9重なるが同じではない
Transport engineers design and set the engineering specifications for the construction and development of roadways and transport infrastructure. They apply engineering concepts and knowledge for developing sustainable and efficient modes of transportation ranging from roads to canals, railways, and airports.
water traffic coordinatorESCO 4323.20重なるが同じではない
Water traffic coordinator manage the movements of a vessel in ports and waterways. They ensure the efficient deployment of vessels of a shipping company.

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
I1123	Chef / Cheffe de service sécurité trafic routier	関連（対応ではない）
K1807	Urbaniste	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
2453	Urbanistas e ingenieros de tráfico	この職業のほうが狭い

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
51504	Berufe in der Überwachung und Steuerung des Verkehrsbetriebs (ohne Spezialisierung) - hoch komplexe Tätigkeiten	この職業のほうが狭い
31124	Berufe in der Stadt- und Raumplanung - hoch komplexe Tätigkeiten	関連（対応ではない）
51224	Berufe in der Überwachung und Wartung der Eisenbahninfrastruktur - hoch komplexe Tätigkeiten	関連（対応ではない）暫定
51523	Berufe in der Überwachung und Steuerung des Eisenbahnverkehrsbetriebs - komplexe Spezialistentätigkeiten	関連（対応ではない）暫定

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
092	土木技術者	この職業のほうが狭い
253	企画事務員	関連（対応ではない）

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