O*NET-SOC 代码
53-4041.00

Operate subway or elevated suburban trains with no separate locomotive, or electric-powered streetcar, to transport passengers. May handle fares.

  • 数据来源: BLS发布时间: 2026-08

    中等· 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

    0.000

    0.000此处所载数值的范围0.745
    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

    0.18–0.20· 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 8311Locomotive Engine Drivers0.20
  • ISCO-08 8331Bus and Tram Drivers0.18

Task-level exposure

仅显示有暴露的工作

已评分任务 12 项 · β ≥ 0.5 的任务 5 项(41.7%)

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
  • 已评分任务中有 2 项不在 O*NET 31.0 任务列表中,其分数按 O*NET 27.2 的发布值保留。
来源
OpenAI "GPTs are GPTs" exposure rubric
版本
gh-main-0471612
许可
MIT License, Copyright (c) 2024 OpenAI

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
Report delays, mechanical problems, and emergencies to supervisors or dispatchers, using radios.

O*NET Task ID 12770

1.0
Make announcements to passengers, such as notifications of upcoming stops or schedule delays.

O*NET Task ID 12771

1.0
Complete reports, including shift summaries and incident or accident reports.

O*NET Task ID 12772

1.0
Greet passengers, provide information, and answer questions concerning fares, schedules, transfers, and routings.

O*NET Task ID 12773

1.0
Record transactions and coin receptor readings to verify the amount of money collected.

O*NET Task ID 12776

1.0
Operate controls to open and close transit vehicle doors.

O*NET Task ID 12765

0.0
Drive and control rail-guided public transportation, such as subways, elevated trains, and electric-powered streetcars, trams, or trolleys, to transport passengers.

O*NET Task ID 12766

0.0
Monitor lights indicating obstructions or other trains ahead and watch for car and truck traffic at crossings to stay alert to potential hazards.

O*NET Task ID 12767

0.0
Direct emergency evacuation procedures.

O*NET Task ID 12768

0.0
Regulate vehicle speed and the time spent at each stop to maintain schedules.

O*NET Task ID 12769

0.0
Attend meetings on driver and passenger safety to learn ways in which job performance might be affected.

O*NET Task ID 12774

0.0
Collect fares from passengers, and issue change and transfers.

O*NET Task ID 12775

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®, Eloundou et al. (2023): see full notices on the Credits page

O*NET 31.0 全部任务(10 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
Operate controls to open and close transit vehicle doors.核心
Drive and control rail-guided public transportation, such as subways, elevated trains, and electric-powered streetcars, trams, or trolleys, to transport passengers.核心
Monitor lights indicating obstructions or other trains ahead and watch for car and truck traffic at crossings to stay alert to potential hazards.核心
Direct emergency evacuation procedures.核心
Regulate vehicle speed and the time spent at each stop to maintain schedules.核心
Report delays, mechanical problems, and emergencies to supervisors or dispatchers, using radios.核心
Make announcements to passengers, such as notifications of upcoming stops or schedule delays.核心
Complete reports, including shift summaries and incident or accident reports.核心
Greet passengers, provide information, and answer questions concerning fares, schedules, transfers, and routings.核心
Attend meetings on driver and passenger safety to learn ways in which job performance might be affected.核心

职业信息

就业展望(BLS)

就业人数,2025
11K
预计就业人数,2035
11K
变化 (2025–35)
+3.7%
年薪中位数,2025
$86,380
入职通常所需学历
High school diploma or equivalent
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
87113전동차 기관사范围相同已确认

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 8311Locomotive Engine Drivers

    机车司机

  • ISCO-08 8331Bus and Tram Drivers

    公共汽车和有轨电车驾驶员

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。

  • tram driverESCO 8331.2本职业范围更宽

    Tram drivers operate trams, take fares, and look after passengers.

  • bus driverESCO 8331.1有重叠,但不相同

    Bus drivers operate buses or coaches, take fares, and look after passengers.

  • train driverESCO 8311.1有重叠,但不相同

    Train drivers operate trains providing passenger or cargo transport services. They are responsible for driving the locomotive in safe manner, respecting all relevant safety, operational and communication regulations, and have full responsibility for the safety of passengers and cargo. The task involves cooperation and communication with the relevant staff under the infrastructure manager, as well as with staff on board the train.

  • trolley bus driverESCO 8331.1.1有重叠,但不相同

    Trolley bus drivers operate trolley buses or guided buses, take fares, and look after passengers.

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
N4119Conducteur / Conductrice de tramway本职业范围更宽暂定
N4305Conducteur / Conductrice de métro本职业范围更宽暂定
N4301Conducteur / Conductrice de train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
8311Maquinistas de locomotoras相关,但不对应
8420Conductores de autobuses y tranvías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
52132Bus- und Straßenbahnfahrer/innen - fachlich ausgerichtete Tätigkeiten本职业范围更窄暂定

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
601電車運転士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