Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic
Production Occupations- O*NET-SOC 代码
- 51-4081.00
Set up, operate, or tend more than one type of cutting or forming machine tool or robot.
- 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
- 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
- 数据来源: ILO发布时间: 2025
0.18
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 21 项 · β ≥ 0.5 的任务 3 项(14.3%)
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 % |
|---|---|
Compute data such as gear dimensions and machine settings, applying knowledge of shop mathematics.51-4081.00 | 0.1089100.0 |
| Not observed on any surface — 19 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. | |
Inspect workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments. | —0 |
Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary. | —0 |
Read blueprints or job orders to determine product specifications and tooling instructions and to plan operational sequences. | —0 |
Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, and auxiliary machines, to make metallic and plastic workpieces. | —0 |
Position, adjust, and secure stock material or workpieces against stops, on arbors, or in chucks, fixtures, or automatic feeding mechanisms, manually or using hoists. | —0 |
Select, install, and adjust alignment of drills, cutters, dies, guides, and holding devices, using templates, measuring instruments, and hand tools. | —0 |
Change worn machine accessories, such as cutting tools and brushes, using hand tools. | —0 |
Make minor electrical and mechanical repairs and adjustments to machines and notify supervisors when major service is required. | —0 |
Start machines and turn handwheels or valves to engage feeding, cooling, and lubricating mechanisms. | —0 |
Perform minor machine maintenance, such as oiling or cleaning machines, dies, or workpieces, or adding coolant to machine reservoirs. | —0 |
Instruct other workers in machine set-up and operation. | —0 |
Record operational data such as pressure readings, lengths of strokes, feed rates, and speeds. | —0 |
Extract or lift jammed pieces from machines, using fingers, wire hooks, or lift bars. | —0 |
Set machine stops or guides to specified lengths as indicated by scales, rules, or templates. | —0 |
Move controls or mount gears, cams, or templates in machines to set feed rates and cutting speeds, depths, and angles. | —0 |
Measure and mark reference points and cutting lines on workpieces, using traced templates, compasses, and rules. | —0 |
Select the proper coolants and lubricants and start their flow. | —0 |
Remove burrs, sharp edges, rust, or scale from workpieces, using files, hand grinders, wire brushes, or power tools. | —0 |
Align layout marks with dies or blades. | —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 |
|---|---|
Compute data, such as gear dimensions or machine settings, applying knowledge of shop mathematics.O*NET Task ID 10223 | 1.0 |
Write programs for computer numerical control (CNC) machines to cut metal and plastic materials.O*NET Task ID 23937 | 1.0 |
Read blueprints or job orders to determine product specifications and tooling instructions and to plan operational sequences.O*NET Task ID 10208 | 0.5 |
Inspect workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments.O*NET Task ID 10206 | 0.0 |
Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary.O*NET Task ID 10207 | 0.0 |
Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, or auxiliary machines, to make metallic and plastic workpieces.O*NET Task ID 10209 | 0.0 |
Position, adjust, and secure stock material or workpieces against stops, on arbors, or in chucks, fixtures, or automatic feeding mechanisms, manually or using hoists.O*NET Task ID 10210 | 0.0 |
Select, install, and adjust alignment of drills, cutters, dies, guides, and holding devices, using templates, measuring instruments, and hand tools.O*NET Task ID 10211 | 0.0 |
Change worn machine accessories, such as cutting tools or brushes, using hand tools.O*NET Task ID 10212 | 0.0 |
Make minor electrical and mechanical repairs and adjustments to machines and notify supervisors when major service is required.O*NET Task ID 10213 | 0.0 |
Start machines and turn handwheels or valves to engage feeding, cooling, and lubricating mechanisms.O*NET Task ID 10214 | 0.0 |
Perform minor machine maintenance, such as oiling or cleaning machines, dies, or workpieces, or adding coolant to machine reservoirs.O*NET Task ID 10215 | 0.0 |
Select the proper coolants and lubricants and start their flow.O*NET Task ID 10216 | 0.0 |
Remove burrs, sharp edges, rust, or scale from workpieces, using files, hand grinders, wire brushes, or power tools.O*NET Task ID 10217 | 0.0 |
Instruct other workers in machine set-up and operation.O*NET Task ID 10218 | 0.0 |
Record operational data, such as pressure readings, lengths of strokes, feed rates, or speeds.O*NET Task ID 10219 | 0.0 |
Extract or lift jammed pieces from machines, using fingers, wire hooks, or lift bars.O*NET Task ID 10220 | 0.0 |
Set machine stops or guides to specified lengths as indicated by scales, rules, or templates.O*NET Task ID 10221 | 0.0 |
Move controls or mount gears, cams, or templates in machines to set feed rates and cutting speeds, depths, and angles.O*NET Task ID 10222 | 0.0 |
Align layout marks with dies or blades.O*NET Task ID 10224 | 0.0 |
Measure and mark reference points and cutting lines on workpieces, using traced templates, compasses, and rules.O*NET Task ID 10225 | 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(21 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 |
|---|---|
| Inspect workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments. | 核心 |
| Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary. | 核心 |
| Read blueprints or job orders to determine product specifications and tooling instructions and to plan operational sequences. | 核心 |
| Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, or auxiliary machines, to make metallic and plastic workpieces. | 核心 |
| Position, adjust, and secure stock material or workpieces against stops, on arbors, or in chucks, fixtures, or automatic feeding mechanisms, manually or using hoists. | 核心 |
| Select, install, and adjust alignment of drills, cutters, dies, guides, and holding devices, using templates, measuring instruments, and hand tools. | 核心 |
| Change worn machine accessories, such as cutting tools or brushes, using hand tools. | 核心 |
| Make minor electrical and mechanical repairs and adjustments to machines and notify supervisors when major service is required. | 核心 |
| Start machines and turn handwheels or valves to engage feeding, cooling, and lubricating mechanisms. | 核心 |
| Perform minor machine maintenance, such as oiling or cleaning machines, dies, or workpieces, or adding coolant to machine reservoirs. | 核心 |
| Select the proper coolants and lubricants and start their flow. | 核心 |
| Remove burrs, sharp edges, rust, or scale from workpieces, using files, hand grinders, wire brushes, or power tools. | 核心 |
| Instruct other workers in machine set-up and operation. | 核心 |
| Record operational data, such as pressure readings, lengths of strokes, feed rates, or speeds. | 核心 |
| Extract or lift jammed pieces from machines, using fingers, wire hooks, or lift bars. | 核心 |
| Set machine stops or guides to specified lengths as indicated by scales, rules, or templates. | 核心 |
| Move controls or mount gears, cams, or templates in machines to set feed rates and cutting speeds, depths, and angles. | 核心 |
| Compute data, such as gear dimensions or machine settings, applying knowledge of shop mathematics. | 核心 |
| Align layout marks with dies or blades. | 补充 |
| Measure and mark reference points and cutting lines on workpieces, using traced templates, compasses, and rules. | 补充 |
| Write programs for computer numerical control (CNC) machines to cut metal and plastic materials. | 补充 |
1.00/ 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 workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments. | E1 机器人专用设施 |
| Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary. | E2 受管理的设施 |
| Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, or auxiliary machines, to make metallic and plastic workpieces. | E1 机器人专用设施 |
| Position, adjust, and secure stock material or workpieces against stops, on arbors, or in chucks, fixtures, or automatic feeding mechanisms, manually or using hoists. | E1 机器人专用设施 |
| Select, install, and adjust alignment of drills, cutters, dies, guides, and holding devices, using templates, measuring instruments, and hand tools. | E1 机器人专用设施 |
| Change worn machine accessories, such as cutting tools or brushes, using hand tools. | E1 机器人专用设施 |
| Make minor electrical and mechanical repairs and adjustments to machines and notify supervisors when major service is required. | E0 机器人不可 |
| Start machines and turn handwheels or valves to engage feeding, cooling, and lubricating mechanisms. | E1 机器人专用设施 |
| Perform minor machine maintenance, such as oiling or cleaning machines, dies, or workpieces, or adding coolant to machine reservoirs. | E1 机器人专用设施 |
| Select the proper coolants and lubricants and start their flow. | E2 受管理的设施 |
| Remove burrs, sharp edges, rust, or scale from workpieces, using files, hand grinders, wire brushes, or power tools. | E1 机器人专用设施 |
| Extract or lift jammed pieces from machines, using fingers, wire hooks, or lift bars. | E0 机器人不可 |
| Set machine stops or guides to specified lengths as indicated by scales, rules, or templates. | E1 机器人专用设施 |
| Move controls or mount gears, cams, or templates in machines to set feed rates and cutting speeds, depths, and angles. | E1 机器人专用设施 |
| Align layout marks with dies or blades. | E1 机器人专用设施 |
| Measure and mark reference points and cutting lines on workpieces, using traced templates, compasses, and rules. | E1 机器人专用设施 |
职业信息
就业展望(BLS)
- 就业人数,2025
- 127K
- 预计就业人数,2035
- 128K
- 变化 (2025–35)
- +0.6%
- 年薪中位数,2025
- $47,180
- 入职通常所需学历
- High school diploma or equivalent
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 |
|---|---|---|---|
| 85107 | 머시닝센터 조작원 | 有重叠,但不相同 | 已审核 |
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 7223Metal Working Machine Tool Setters and Operators
金属加工机床调整工和操作工
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。
- deburring machine operatorESCO 8122.5本职业范围更宽
Deburring machine operators set up and tend mechanical deburring machines designed to strip metal workpieces of their rough edges, or burrs, by hammering over their surfaces in order to smoothen them or to roll over their edges in case of uneven slits or sheers in order to flatten them into the surface.
- drill press operatorESCO 7223.6本职业范围更宽
Drill press operators set up and operate drill presses designed to cut excess material from or enlarge a hole in a fabricated workpiece using a hardened, rotary, multipointed cutting tool that inserts the drill into the workpiece axially.
- fitter and turnerESCO 7223.7本职业范围更宽
Fitters and turners use machine tools to create and modify metal parts according to set specifications in order to fit components for machinery. They ensure the finished components are ready for assembly.
- gear machinistESCO 7223.8本职业范围更宽
Gear machinists make precision parts for gears and other driving elements. They use a variety of machine tools.
- metal nibbling operatorESCO 7223.11本职业范围更宽
Metal nibbling operators cut detailed patterns from metal surfaces by using manual or powered metal nibblers, such as a handheld nibbling drill or a nibbling machine.
- punch press operatorESCO 7223.4.7本职业范围更宽
Punch press operators set up and tend punch presses designed to cut workpieces into their desired shape by propelling a hydraulic ram to punch holes into them with a single die set that pushes through the top dead centre, through the surface, and to the bottom dead centre of the workpiece.
- screw machine operatorESCO 7223.19本职业范围更宽
Screw machine operators set up and tend mechanical screw machines designed to manufacture (threaded) screws out of processed metal workpieces, specifically small- to medium-sized ones that have been turned by a lathe and turn machine.
- straightening machine operatorESCO 7223.22本职业范围更宽
Straightening machine operators set up and tend straightening machines designed to form metal workpieces into their desired shape using pressing practices. They adjust the angle and the height of the straightening rolls and select the settings for the pressing force required to straighten the workpiece, taking into account the end product's yield strenght and size, without excess work hardening.
- swaging machine operatorESCO 7223.23本职业范围更宽
Swaging machine operators set up and tend rotary swaging machines, designed to alter round ferrous and non-ferrous metal workpieces into their desired shape by first hammering them into a smaller diameter through the compressive force of two or more dies and then tagging them using a rotary swager, a process through which no excess material is lost.
- tool and die makerESCO 7222.5有重叠,但不相同
Tool and die makers operate a variety of equipment and machinery designed to create metal tools and dies, which are both needed in several areas of manufacturing, and produce these tools in all steps of the production process. They design the tools and dies, then cut and shape them to size and finish them by manually operated machine tools, power tools, hand tools, or programming and tending CNC tool and die making machines.
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 |
|---|---|---|
| H2924 | Conducteur / Conductrice de ligne de production en industrie métallurgique | 本职业范围更宽 |
| H2906 | Opérateur / Opératrice en fabrication mécanique | 有重叠,但不相同暂定 |
| H2903 | Usineur / Usineuse | 相关,但不对应暂定 |
| H2912 | Régleur / Régleuse d'équipements industriels | 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 |
|---|---|---|
| 7323 | Ajustadores y operadores de máquinas-herramienta | 本职业范围更窄暂定 |
| 8142 | Operadores de máquinas para fabricar productos de material plástico | 相关,但不对应暂定 |
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 |
|---|---|---|
| 24202 | Berufe in der Metallbearbeitung (ohne Spezialisierung) - fachlich ausgerichtete Tätigkeiten | 本职业范围更宽 |
| 24232 | Berufe in der spanenden Metallbearbeitung - fachlich ausgerichtete 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 |
|---|---|---|
| 523 | 金属工作機械作業従事者 | 本职业范围更窄 |
| 524 | 金属プレス従事者 | 相关,但不对应 |
| 538 | ゴム・プラスチック製品製造従事者 | 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