Transportation Planners

Life, Physical, and Social Science Occupations
O*NET-SOC 代码
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.

  • 数据来源: BLS发布时间: 2026-08

    很高· 相对

    低四级相对区间很高

    职业群单位数值

    尺度 · 母数 · 来源

    四级相对类别（低 / 中等 / 高 / 很高）

    以BLS就业预测表中831个细分职业为基数。取值按 NEM（全国就业矩阵）代码给定，因此共用同一 NEM 代码的职业得到相同分档

    来源数据集（XLSX 文件下载）

  • 数据来源: Anthropic发布时间: 2026-03

    0.033

    0.000此处所载数值的范围0.745

    职业群单位数值

    尺度 · 母数 · 来源

    观测暴露度指数，按发布原值0–1

    以O*NET任务映射为基准

    按 SOC 2018 职业发布的数值；具有相同 SOC 2018 代码的所有 O*NET 职业均显示此值

    来源数据集（CSV 文件下载）

  • 数据来源: ILO发布时间: 2025

    0.47–0.59· ISCO-08 职业组 2 个

    尺度 · 母数 · 来源

    生成式AI暴露度指数，按发布原值0–1

    按 ISCO-08 细类（4 位）发布的数值。按原样应用美国劳工统计局（BLS）的官方对照表（ISCO-08→2010 SOC、2010 SOC→2018 SOC）关联到本职业，对应关系为全部或部分对应

    来源数据集（PDF 文件下载）

该来源发布的是什么性质的数值

BLS的类别是相对排位而非绝对水平，也不是一手测量：它把多项已发表研究给出的职业百分位排名归并为四个等级。它不是就业或工资预测，不是采用概率，也不区分自动化与增强。

各关联 ISCO-08 职业组的 ILO 数值
  • ISCO-08 2633Philosophers, Historians and Political Scientists0.47
  • ISCO-08 2643Translators, Interpreters and Other Linguists0.59

Task-level exposure

已评分任务 22 项 · β ≥ 0.5 的任务 21 项（95.5%）

β = 直接暴露（E1）+ 0.5 × 借助工具时的暴露（E2），依据原始代码库的定义。

  • 原始单位：O*NET 27.2 任务 → O*NET 31.0 职业代码
  • 所有已评分任务均在 O*NET 31.0 任务列表中。
来源
OpenAI "GPTs are GPTs" exposure rubric
版本
gh-main-0471612
许可
MIT License, Copyright (c) 2024 OpenAI
Task (O*NET 30.2)Claude.aiRaw / share %APIRaw / share %
Interpret data from traffic modeling software, geographic information systems, or associated databases.

19-3099.01

0.00000.00.00000.0
Prepare necessary documents to obtain planned project approvals or permits.

19-3099.01

0.00000.00.00000.0
Prepare or review engineering studies or specifications.

19-3099.01

0.00000.0—0
Produce environmental documents, such as environmental assessments or environmental impact statements.

19-3099.01

0.00000.0—0
Evaluate transportation project needs or costs.

19-3099.01

0.00000.0—0
Not observed on any surface — 17 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.
Direct urban traffic counting programs.
—0—0
Develop or test new methods or models of transportation analysis.
—0—0
Define or update information such as urban boundaries or classification of roadways.
—0—0
Analyze information from traffic counting programs.
—0—0
Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.
—0—0
Prepare reports or recommendations on transportation planning.
—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
Develop computer models to address transportation planning issues.
—0—0
Design transportation surveys to identify areas of public concern.
—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
Define regional or local transportation planning problems or priorities.
—0—0
Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.
—0—0
Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level.
—0—0
Design new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, or car parking areas.
—0—0
Evaluate transportation-related consequences of federal or state legislative proposals.
—0—0
Represent jurisdictions in the legislative or administrative approval of land development projects.
—0—0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

O*NET 31.0 全部任务（22 项）

本职业在 O*NET 31.0 中的全部任务（英文原文；任务类型为核心或补充）。暴露值不列在此清单中，而在上方表格里，位于各来源所用 O*NET 版本的任务表述旁。

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

职业信息

就业展望（BLS）

这些数值属于整个 SOC 19-3099 组（Social scientists and related workers, all other），并非仅属于该 O*NET 职业。

就业人数，2025
42K
预计就业人数，2035
41K
变化 (2025–35)
-0.2%
年薪中位数，2025
$101,110
入职通常所需学历
Bachelor's degree
最低 $30,890BLS EP 2025–35 中 825 个细分职业的工资中位数范围最高 $559,030

来源: U.S. Bureau of Labor Statistics, Employment Projections 2025–35 — Employment by detailed occupation, 2025 and projected 2035

韩国职业分类关联（KSCO）

来自 AI Changing Work 制作的 Korea Occupation Direct Crosswalk v1.1 当前版本的关联。关系值从 O*NET-SOC 职业一侧解读。

KSCO 代码KSCO 名称关系状态
23152교통 계획 및 설계가本职业范围更窄已确认
23154교통영향 평가원有重叠，但不相同已确认

关系与状态的定义(kr-direct v1.1)

国际劳工组织（ILO）职业说明

以下 ISCO-08 职业组由 AI Changing Work 原样套用美国劳工统计局（BLS）发布的对照表（2018 SOC→2010 SOC、2010 SOC→ISCO-08）、不逐案取舍，与本职业相关联；每项关联可能是完全对应，也可能是部分对应。

  • ISCO-08 2633Philosophers, Historians and Political Scientists

    哲学家、历史学家和政治学家

  • ISCO-08 2643Translators, Interpreters and Other Linguists

    笔译、口译及其他语言学家

自行翻译

自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。

Sources: ILO ISCO-08 — details: Credits

ESCO 职业词汇

以下每一项都是在已公开的ESCO-O*NET Crosswalk（第 1 版，2022 年）中与本职业逐项对应的。对应类型出自该对照表；表述出自 AI Changing Work。

  • transport plannerESCO 2164.2范围相同

    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本职业范围更宽

    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有重叠，但不相同

    Airport planning engineers manage and coordinate the planning, design, and development programs in airports.

  • logistics engineerESCO 2149.2.6有重叠，但不相同

    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有重叠，但不相同

    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有重叠，但不相同

    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有重叠，但不相同

    Water traffic coordinator manage the movements of a vessel in ports and waterways. They ensure the efficient deployment of vessels of a shipping company.

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

许可: CC BY 4.0 (EU Reuse Notice)

查看原文

ESCO reuse terms and the modification notice are in Credits.

法国职业分类关联（ROME）

本职业与 ROME 4.0 职业条目（fiche）之间的关联，由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。标为「暂定」的关联仅凭同一模型系列（Claude）两位判定者的判定采纳，或对其判定适用运营方规则后采纳，因此其依据弱于已确认的关联。

ROME 代码ROME 名称（法语）关系
I1123Chef / Cheffe de service sécurité trafic routier相关，但不对应
K1807Urbaniste相关，但不对应

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)

西班牙职业分类关联（CNO-11）

本职业与 CNO-11 职业之间的关联，由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。

CNO-11 代码CNO-11 名称（西班牙语）关系
2453Urbanistas e ingenieros de tráfico本职业范围更窄

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)

德国职业分类关联（KldB）

本职业与 KldB 职业之间的关联，由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。

KldB 代码KldB 名称（德语）关系
51504Berufe in der Überwachung und Steuerung des Verkehrsbetriebs (ohne Spezialisierung) - hoch komplexe Tätigkeiten本职业范围更窄
31124Berufe in der Stadt- und Raumplanung - hoch komplexe Tätigkeiten相关，但不对应
51224Berufe in der Überwachung und Wartung der Eisenbahninfrastruktur - hoch komplexe Tätigkeiten相关，但不对应暂定
51523Berufe in der Überwachung und Steuerung des Eisenbahnverkehrsbetriebs - komplexe Spezialistentätigkeiten相关，但不对应暂定

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)

日本职业分类关联（JSCO）

本职业与 JSCO 职业之间的关联，由 AI Changing Work 借助 AI 模型判定。关系从本职业一侧解读。

JSCO 代码JSCO 名称（日语）关系
092土木技術者本职业范围更窄
253企画事務員相关，但不对应

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)

本页数据的来源与许可，以及 AI Changing Work 的修改与翻译说明：致谢与来源