O*NET-SOC 代码
17-2199.08

Research, design, develop, or test robotic applications.

  • 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

    0.066

    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

    0.30

    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

    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。

Task-level exposure

仅显示有暴露的工作

已评分任务 24 项 · β ≥ 0.5 的任务 19 项(79.2%)

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

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
Review or approve designs, calculations, or cost estimates.

O*NET Task ID 16512

1.0
Make system device lists or event timing charts.

O*NET Task ID 16513

1.0
Document robotic application development, maintenance, or changes.

O*NET Task ID 16514

1.0
Write algorithms or programming code for ad hoc robotic applications.

O*NET Task ID 16515

1.0
Create back-ups of robot programs or parameters.

O*NET Task ID 16516

1.0
Debug robotics programs.

O*NET Task ID 16521

1.0
Conduct research into the feasibility, design, operation, or performance of robotic mechanisms, components, or systems, such as planetary rovers, multiple mobile robots, reconfigurable robots, or man-machine interactions.

O*NET Task ID 16525

1.0
Design software to control robotic systems for applications, such as military defense or manufacturing.

O*NET Task ID 16528

1.0
Design robotic systems, such as automatic vehicle control, autonomous vehicles, advanced displays, advanced sensing, robotic platforms, computer vision, or telematics systems.

O*NET Task ID 16530

1.0
Provide technical support for robotic systems.

O*NET Task ID 16511

0.5
Process or interpret signals or sensor data.

O*NET Task ID 16517

0.5
Plan mobile robot paths and teach path plans to robots.

O*NET Task ID 16518

0.5
Design end-of-arm tooling.

O*NET Task ID 16522

0.5
Conduct research on robotic technology to create new robotic systems or system capabilities.

O*NET Task ID 16523

0.5
Automate assays on laboratory robotics.

O*NET Task ID 16524

0.5
Design automated robotic systems to increase production volume or precision in high-throughput operations, such as automated ribonucleic acid (RNA) analysis or sorting, moving, or stacking production materials.

O*NET Task ID 16527

0.5
Design or program robotics systems for environmental clean-up applications to minimize human exposure to toxic or hazardous materials or to improve the quality or speed of clean-up operations.

O*NET Task ID 19667

0.5
Design robotics applications for manufacturers of green products, such as wind turbines or solar panels, to increase production time, eliminate waste, or reduce costs.

O*NET Task ID 19668

0.5
Evaluate robotic systems or prototypes.

O*NET Task ID 21058

0.5
Supervise technologists, technicians, or other engineers.

O*NET Task ID 16509

0.0
Integrate robotics with peripherals, such as welders, controllers, or other equipment.

O*NET Task ID 16510

0.0
Investigate mechanical failures or unexpected maintenance problems.

O*NET Task ID 16519

0.0
Install, calibrate, operate, or maintain robots.

O*NET Task ID 16520

0.0
Build, configure, or test robots or robotic applications.

O*NET Task ID 21057

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(24 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
Supervise technologists, technicians, or other engineers.核心
Integrate robotics with peripherals, such as welders, controllers, or other equipment.核心
Provide technical support for robotic systems.核心
Review or approve designs, calculations, or cost estimates.核心
Make system device lists or event timing charts.核心
Document robotic application development, maintenance, or changes.核心
Write algorithms or programming code for ad hoc robotic applications.核心
Create back-ups of robot programs or parameters.核心
Process or interpret signals or sensor data.核心
Investigate mechanical failures or unexpected maintenance problems.核心
Install, calibrate, operate, or maintain robots.核心
Debug robotics programs.核心
Design end-of-arm tooling.核心
Conduct research on robotic technology to create new robotic systems or system capabilities.核心
Conduct research into the feasibility, design, operation, or performance of robotic mechanisms, components, or systems, such as planetary rovers, multiple mobile robots, reconfigurable robots, or man-machine interactions.核心
Design automated robotic systems to increase production volume or precision in high-throughput operations, such as automated ribonucleic acid (RNA) analysis or sorting, moving, or stacking production materials.核心
Design software to control robotic systems for applications, such as military defense or manufacturing.核心
Design robotic systems, such as automatic vehicle control, autonomous vehicles, advanced displays, advanced sensing, robotic platforms, computer vision, or telematics systems.核心
Build, configure, or test robots or robotic applications.核心
Evaluate robotic systems or prototypes.核心
Plan mobile robot paths and teach path plans to robots.补充
Automate assays on laboratory robotics.补充
Design or program robotics systems for environmental clean-up applications to minimize human exposure to toxic or hazardous materials or to improve the quality or speed of clean-up operations.补充
Design robotics applications for manufacturers of green products, such as wind turbines or solar panels, to increase production time, eliminate waste, or reduce costs.补充

职业信息

就业展望(BLS)

这些数值属于整个 SOC 17-2199 组(Engineers, all other),并非仅属于该 O*NET 职业。

就业人数,2025
167K
预计就业人数,2035
173K
变化 (2025–35)
+3.7%
年薪中位数,2025
$122,930
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
23520로봇공학 기술자 및 연구원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 2149Engineering Professionals Not Elsewhere Classified

    其他未列明的工程专业人员

自行翻译

自行翻译 · 非 ISCO 官方词汇 — 未经国际劳工组织审核。

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。

This unit group covers engineering professionals not classified elsewhere in Minor Group 214: Engineering Professionals (excluding Electrotechnology) or in Minor Group 215: Electrotechnology Engineers. For instance, the group includes those who conduct research and advise on or develop engineering procedures and solutions concerning workplace safety, biomedical engineering, optics, materials, nuclear power generation and explosives.

任务

  • In such cases tasks would include -
  • (a) applying knowledge of engineering to the design, development and evaluation of biological and health systems and products such as artificial organs, prostheses and instrumentation;
  • (b) designing devices used in various medical procedures and imaging systems such as magnetic resonance imaging, and devices for automating insulin injections or controlling body functions;
  • (c) designing components of optical instruments such as lenses, microscopes, telescopes, lasers, optical disc systems and other equipment that utilize the properties of light;
  • (d) designing, testing, and coordinating the development of explosive ordnance material to meet military procurement specifications;
  • (e) designing and overseeing construction and operation of nuclear reactors and power plants and nuclear fuels reprocessing and reclamation systems;
  • (f) designing and developing nuclear equipment such as reactor cores, radiation shielding and associated instrumentation and control mechanisms;
  • (g) assessing damage and providing calculations for marine salvage operations;
  • (h) studying and advising on engineering aspects of particular manufacturing processes, such as those related to glass, ceramics, textiles, leather products, wood and printing;
  • (i) identifying potential hazards and introducing safety procedures and devices.

职业示例

Biomedical engineer · Explosive ordnance engineer · Marine salvage engineer · Materials engineer · Nuclear power generation engineer · Optical engineer · Quantity surveyor · Safety 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。

  • robotics engineerESCO 2149.13范围相同

    Robotics engineers design and develop robotic devices and applications in combination with mechanical engineering principles. They use pre-established designs and current developments for improving or inventing systems, machinery and equipment. They combine several knowledge fields such as computing, engineering, and electronics in the development of new engineering applications.

  • automation engineerESCO 2141.3.2.1有重叠,但不相同

    Automation engineers research, design, and develop applications and systems for the automation of the production process. They implement technology and reduce, whenever applicable, human input to reach the full potential of industrial robotics. Automation engineers oversee the process and ensure all systems run safely and smoothly.

  • mechatronics engineerESCO 2144.1.11有重叠,但不相同

    Mechatronics engineers design and develop intelligent systems, such as robotic devices, smart home appliances, and aeroplanes, through combining technologies from mechanical, electronic, computer, and control engineering. They create blueprints or design documents for parts, assemblies or finished products using software programs, and also oversee and manage projects.

  • robotics engineering technicianESCO 3119.2.1有重叠,但不相同

    Robotics engineering technicians collaborate with engineers in the development of robotic devices and applications through a combination of mechanical engineering, electronic engineering, and computer engineering. Robotics engineering technicians build, test, install and calibrate robotic equipment.

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
H1206Ingénieur / Ingénieure R&D en industrie本职业范围更窄
H1208Automaticien / Automaticienne en bureau d'études有重叠,但不相同

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
2433Ingenieros mecánicos相关,但不对应
2442Ingenieros electrónicos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
26124Berufe in der Automatisierungstechnik - hoch komplexe Tätigkeiten本职业范围更窄

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
073機械技術者(開発)本职业范围更窄
072電気・電子・電気通信技術者(通信ネットワーク技術者を除く)(開発)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