Transportation Engineers
Architecture and Engineering Occupations- O*NET-SOC 代码
- 17-2051.01
Develop plans for surface transportation projects, according to established engineering standards and state or federal construction policy. Prepare designs, specifications, or estimates for transportation facilities. Plan modifications of existing streets, highways, or freeways to improve traffic flow.
- 数据来源: BLS发布时间: 2026-08
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
- 数据来源: Anthropic发布时间: 2026-03
0.008
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
- 数据来源: ILO发布时间: 2025
0.30
0.09此处所载数值的范围0.70职业群单位数值
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
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。
Task-level exposure
仅显示有暴露的工作已评分任务 26 项 · β ≥ 0.5 的任务 25 项(96.2%)
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 20.1) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Prepare project budgets, schedules, or specifications for labor or materials.17-2051.01 | 0.003620.0 | —0 |
Design or prepare plans for new transportation systems or parts of systems, such as airports, commuter trains, highways, streets, bridges, drainage structures, or roadway lighting.17-2051.01 | 0.003519.4 | —0 |
Investigate or test specific construction project materials to determine compliance to specifications or standards.17-2051.01 | 0.003217.8 | 0.006369.3 |
Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices.17-2051.01 | 0.002916.1 | 0.002830.7 |
Confer with contractors, utility companies, or government agencies to discuss plans, specifications, or work schedules.17-2051.01 | 0.002815.6 | —0 |
Design or engineer drainage, erosion, or sedimentation control systems for transportation projects.17-2051.01 | 0.002011.1 | —0 |
| Not observed on any surface — 20 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. | ||
Present data, maps, or other information at construction-related public hearings or meetings. | —0 | —0 |
Review development plans to determine potential traffic impact. | —0 | —0 |
Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices. | —0 | —0 |
Evaluate transportation systems or traffic control devices or lighting systems to determine need for modification or expansion. | —0 | —0 |
Evaluate traffic control devices or lighting systems to determine need for modification or expansion. | —0 | —0 |
Plan alteration or modification of existing transportation structures to improve safety or function. | —0 | —0 |
Participate in contract bidding, negotiation, or administration. | —0 | —0 |
Model transportation scenarios to evaluate the impacts of activities such as new development or to identify possible solutions to transportation problems. | —0 | —0 |
Investigate traffic problems and recommend methods to improve traffic flow or safety. | —0 | —0 |
Inspect completed transportation projects to ensure safety or compliance with applicable standards or regulations. | —0 | —0 |
Estimate transportation project costs. | —0 | —0 |
Analyze environmental impact statements for transportation projects. | —0 | —0 |
Develop or assist in the development of transportation-related computer software or computer processes. | —0 | —0 |
Prepare final project layout drawings that include details such as stress calculations. | —0 | —0 |
Direct the surveying, staking, or laying-out of construction projects. | —0 | —0 |
Supervise the maintenance or repair of transportation systems or system components. | —0 | —0 |
Design transportation systems or structures using sustainable materials or products, such as porous pavement or bioretention structures. | —0 | —0 |
Develop plans to deconstruct damaged or obsolete roadways or other transportation structures in a manner that is environmentally sound or prepares the land for sustainable development. | —0 | —0 |
Evaluate construction project materials for compliance with environmental standards. | —0 | —0 |
Inspect completed transportation projects to ensure compliance with environmental regulations. | —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 or assist in the development of transportation-related computer software or computer processes.O*NET Task ID 16308 | 1.0 |
Present data, maps, or other information at construction-related public hearings or meetings.O*NET Task ID 16303 | 0.5 |
Review development plans to determine potential traffic impact.O*NET Task ID 16304 | 0.5 |
Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices.O*NET Task ID 16305 | 0.5 |
Evaluate transportation systems or traffic control devices or lighting systems to determine need for modification or expansion.O*NET Task ID 16306 | 0.5 |
Evaluate traffic control devices or lighting systems to determine need for modification or expansion.O*NET Task ID 16307 | 0.5 |
Prepare project budgets, schedules, or specifications for labor or materials.O*NET Task ID 16309 | 0.5 |
Prepare final project layout drawings that include details such as stress calculations.O*NET Task ID 16310 | 0.5 |
Plan alteration or modification of existing transportation structures to improve safety or function.O*NET Task ID 16311 | 0.5 |
Participate in contract bidding, negotiation, or administration.O*NET Task ID 16312 | 0.5 |
Model transportation scenarios to evaluate the impacts of activities such as new development or to identify possible solutions to transportation problems.O*NET Task ID 16313 | 0.5 |
Investigate traffic problems and recommend methods to improve traffic flow or safety.O*NET Task ID 16314 | 0.5 |
Investigate or test specific construction project materials to determine compliance to specifications or standards.O*NET Task ID 16315 | 0.5 |
Inspect completed transportation projects to ensure safety or compliance with applicable standards or regulations.O*NET Task ID 16316 | 0.5 |
Direct the surveying, staking, or laying-out of construction projects.O*NET Task ID 16317 | 0.5 |
Estimate transportation project costs.O*NET Task ID 16318 | 0.5 |
Confer with contractors, utility companies, or government agencies to discuss plans, specifications, or work schedules.O*NET Task ID 16319 | 0.5 |
Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices.O*NET Task ID 16320 | 0.5 |
Analyze environmental impact statements for transportation projects.O*NET Task ID 16321 | 0.5 |
Design or prepare plans for new transportation systems or parts of systems, such as airports, commuter trains, highways, streets, bridges, drainage structures, or roadway lighting.O*NET Task ID 16323 | 0.5 |
Design or engineer drainage, erosion, or sedimentation control systems for transportation projects.O*NET Task ID 19612 | 0.5 |
Design transportation systems or structures with sustainable materials or products, such as porous pavement or bioretention structures.O*NET Task ID 19613 | 0.5 |
Develop plans to deconstruct damaged or obsolete roadways or other transportation structures in a manner that is environmentally sound or prepares the land for sustainable development.O*NET Task ID 19614 | 0.5 |
Evaluate construction project materials for compliance with environmental standards.O*NET Task ID 19615 | 0.5 |
Inspect completed transportation projects to ensure compliance with environmental regulations.O*NET Task ID 19616 | 0.5 |
Supervise the maintenance or repair of transportation systems or system components.O*NET Task ID 16322 | 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 全部任务(26 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 |
|---|---|
| Present data, maps, or other information at construction-related public hearings or meetings. | 核心 |
| Review development plans to determine potential traffic impact. | 核心 |
| Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices. | 核心 |
| Evaluate transportation systems or traffic control devices or lighting systems to determine need for modification or expansion. | 核心 |
| Evaluate traffic control devices or lighting systems to determine need for modification or expansion. | 核心 |
| Prepare project budgets, schedules, or specifications for labor or materials. | 核心 |
| Prepare final project layout drawings that include details such as stress calculations. | 核心 |
| Plan alteration or modification of existing transportation structures to improve safety or function. | 核心 |
| Participate in contract bidding, negotiation, or administration. | 核心 |
| Model transportation scenarios to evaluate the impacts of activities such as new development or to identify possible solutions to transportation problems. | 核心 |
| Investigate traffic problems and recommend methods to improve traffic flow or safety. | 核心 |
| Inspect completed transportation projects to ensure safety or compliance with applicable standards or regulations. | 核心 |
| Direct the surveying, staking, or laying-out of construction projects. | 核心 |
| Estimate transportation project costs. | 核心 |
| Confer with contractors, utility companies, or government agencies to discuss plans, specifications, or work schedules. | 核心 |
| Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices. | 核心 |
| Analyze environmental impact statements for transportation projects. | 核心 |
| Supervise the maintenance or repair of transportation systems or system components. | 核心 |
| Design or prepare plans for new transportation systems or parts of systems, such as airports, commuter trains, highways, streets, bridges, drainage structures, or roadway lighting. | 核心 |
| Design or engineer drainage, erosion, or sedimentation control systems for transportation projects. | 核心 |
| Design transportation systems or structures with sustainable materials or products, such as porous pavement or bioretention structures. | 核心 |
| Evaluate construction project materials for compliance with environmental standards. | 核心 |
| Inspect completed transportation projects to ensure compliance with environmental regulations. | 核心 |
| Develop or assist in the development of transportation-related computer software or computer processes. | 补充 |
| Investigate or test specific construction project materials to determine compliance to specifications or standards. | 补充 |
| Develop plans to deconstruct damaged or obsolete roadways or other transportation structures in a manner that is environmentally sound or prepares the land for sustainable development. | 补充 |
0.00/ 3· 机器人暴露指数
尺度 · 母数 · 来源
对每项体力任务,按已实际部署、销售或演示的机器人能够完成它的环境评定 0–3 级(0 不可 · 1 围栏式机器单元、灌装线等机器人专用设施 · 2 医院药房、集装箱港口等受管理的设施 · 3 私人住宅、建筑工地等非结构化环境),再按工作时间占比求平均
以该职业 O*NET 29.3 任务中的体力任务为准
等级与时间占比由 Anthropic 使用 Claude Opus 5(网络搜索)估算(截至 2026 年)。
机器人暴露指数与本站的 AI 暴露度是不同的指标,不能相加或相互比较。该指数不代表实际采用情况或成本竞争力,0 也包括没有体力任务的职业。
每项体力任务的等级
机器人环境等级(E0–E3)
E0 机器人不可详情
评定为已实际部署、销售或演示的机器人即使在机器人专用设施中也无法完成
E1 机器人专用设施详情
评定为可在围绕机器搭建的设施中完成,例如围栏式机器单元或灌装线
E2 受管理的设施详情
评定为可在由机构按工作标准维护的人类工作设施中完成,例如医院药房或集装箱港口
E3 非结构化环境详情
评定为可在没有机构按工作标准维护的环境中完成,例如私人住宅或建筑工地
仅列出被归类为体力任务的任务;其他任务在来源中没有等级。
| 任务(O*NET 29.3) | 机器人环境等级 |
|---|---|
| Inspect completed transportation projects to ensure safety or compliance with applicable standards or regulations. | E0 机器人不可 |
| Inspect completed transportation projects to ensure compliance with environmental regulations. | E0 机器人不可 |
职业信息
就业展望(BLS)
这些数值属于整个 SOC 17-2051 组(Civil engineers),并非仅属于该 O*NET 职业。
- 就业人数,2025
- 381K
- 预计就业人数,2035
- 405K
- 变化 (2025–35)
- +6.4%
- 年薪中位数,2025
- $100,840
- 入职通常所需学历
- Bachelor's degree
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 |
|---|---|---|---|
| 23152 | 교통 계획 및 설계가 | 本职业范围更宽 | 已确认 |
| 23154 | 교통영향 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 2142Civil Engineers
土木工程师
自行翻译
自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。
以下定义、任务和职业示例是 ILO 对该 ISCO-08 职业组的描述,而不是对本职业的描述。
Civil engineers conduct research, advise on, design, and direct construction; manage the operation and maintenance of civil engineering structures; or study and advise on technological aspects of particular materials.
任务
- (a) conducting research and developing new or improved theories and methods related to civil engineering;
- (b) advising on and designing structures such as bridges, dams, docks, roads, airports, railways, canals, pipelines, waste-disposal and flood-control systems, and industrial and other large buildings;
- (c) determining and specifying construction methods, materials and quality standards, and directing construction work;
- (d) establishing control systems to ensure efficient functioning of structures as well as safety and environmental protection;
- (e) organising and directing maintenance and repair of existing civil engineering structures;
- (f) analysing the behaviour of soil and rock when placed under pressure by proposed structures and designing structural foundations;
- (g) analysing the stability of structures and testing the behaviour and durability of materials used in their construction.
职业示例
Civil engineer · Geotechnical engineer · Structural engineer
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 engineerESCO 2142.1.9范围相同
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.
- civil engineerESCO 2142.1本职业范围更窄
Civil engineers design, plan, and develop technical and engineering specifications for infrastructure and construction projects. They apply engineering knowledge in a vast array of projects, from the construction of infrastructure for transportation, housing projects, and luxury buildings, to the construction of natural sites. They design plans that seek to optimise materials and integrate specifications and resource allocation within the time constraints.
来源: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
许可: CC BY 4.0 (EU Reuse Notice)
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 |
|---|---|---|
| F1111 | Ingénieur / Ingénieure génie civil | 本职业范围更窄暂定 |
| I1123 | Chef / Cheffe de service sécurité trafic routier | 相关,但不对应暂定 |
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 |
|---|---|---|
| 2432 | Ingenieros en construcción y obra civil | 有重叠,但不相同 |
| 2453 | Urbanistas e ingenieros de tráfico | 相关,但不对应 |
| 2462 | Ingenieros técnicos de obras públicas | 相关,但不对应 |
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 |
|---|---|---|
| 31134 | Berufe in der Bauplanung von Verkehrswegen und -anlagen - hoch komplexe Tätigkeiten | 本职业范围更窄 |
| 32224 | Berufe im Straßen- und Asphaltbau - hoch komplexe Tätigkeiten | 本职业范围更宽暂定 |
| 51224 | Berufe in der Überwachung und Wartung der Eisenbahninfrastruktur - hoch komplexe Tätigkeiten | 本职业范围更宽暂定 |
| 51504 | Berufe in der Überwachung und Steuerung des Verkehrsbetriebs (ohne Spezialisierung) - hoch komplexe Tätigkeiten | 相关,但不对应 |
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 | 本职业范围更窄暂定 |
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