Biofuels Processing Technicians
Production Occupations- O*NET-SOC 代码
- 51-8099.01
Calculate, measure, load, mix, and process refined feedstock with additives in fermentation or reaction process vessels and monitor production process. Perform, and keep records of, plant maintenance, repairs, and safety inspections.
- 数据来源: BLS发布时间: 2026-08
低· 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职业群单位数值
尺度 · 母数 · 来源
- 数据来源: ILO发布时间: 2025
0.23–0.27· 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
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 3132Incinerator and Water Treatment Plant Operators0.27
- ISCO-08 8114Cement, Stone and Other Mineral Products Machine Operators0.23
Task-level exposure
显示隐藏的 18 项工作已评分任务 19 项 · β ≥ 0.5 的任务 4 项（21.1%）
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 % |
|---|---|
Monitor and record flow meter performance.51-8099.01 | 0.0034100.0 |
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 |
|---|---|
Collect biofuels samples and perform routine laboratory tests or analyses to assess biofuels quality.O*NET Task ID 17825 | 0.5 |
Monitor and record biofuels processing data.O*NET Task ID 17828 | 0.5 |
Monitor batch, continuous flow, or hybrid biofuels production processes.O*NET Task ID 17830 | 0.5 |
Coordinate raw product sourcing or collection.O*NET Task ID 17834 | 0.5 |
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（19 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 |
|---|---|
| Calculate, measure, load, or mix refined feedstock used in biofuels production. | 核心 |
| Operate chemical processing equipment for the production of biofuels. | 核心 |
| Operate equipment, such as a centrifuge, to extract biofuels products and secondary by-products or reusable fractions. | 核心 |
| Operate valves, pumps, engines, or generators to control and adjust biofuels production. | 核心 |
| Process refined feedstock with additives in fermentation or reaction process vessels. | 核心 |
| Assess the quality of biofuels additives for reprocessing. | 核心 |
| Calibrate liquid flow devices and meters, including fuel, chemical, and water meters. | 核心 |
| Collect biofuels samples and perform routine laboratory tests or analyses to assess biofuels quality. | 核心 |
| Inspect biofuels plant or processing equipment regularly, recording or reporting damage and mechanical problems. | 核心 |
| Measure and monitor raw biofuels feedstock. | 核心 |
| Monitor and record biofuels processing data. | 核心 |
| Monitor and record flow meter performance. | 核心 |
| Monitor batch, continuous flow, or hybrid biofuels production processes. | 核心 |
| Monitor stored biofuels products or secondary by-products until reused or transferred to users. | 核心 |
| Preprocess feedstock in preparation for physical, chemical, or biological fuel production processes. | 核心 |
| Clean biofuels processing work area, ensuring compliance with safety regulations. | 核心 |
| Perform routine maintenance on mechanical, electrical, or electronic equipment or instruments used in the processing of biofuels. | 核心 |
| Rebuild, repair, or replace biofuels processing equipment components. | 核心 |
| Coordinate raw product sourcing or collection. | 补充 |
1.24/ 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 |
|---|---|
| Calculate, measure, load, or mix refined feedstock used in biofuels production. | E1 机器人专用设施 |
| Operate chemical processing equipment for the production of biofuels. | E2 受管理的设施 |
| Operate equipment, such as a centrifuge, to extract biofuels products and secondary by-products or reusable fractions. | E1 机器人专用设施 |
| Operate valves, pumps, engines, or generators to control and adjust biofuels production. | E2 受管理的设施 |
| Process refined feedstock with additives in fermentation or reaction process vessels. | E1 机器人专用设施 |
| Assess the quality of biofuels additives for reprocessing. | E2 受管理的设施 |
| Calibrate liquid flow devices and meters, including fuel, chemical, and water meters. | E1 机器人专用设施 |
| Collect biofuels samples and perform routine laboratory tests or analyses to assess biofuels quality. | E1 机器人专用设施 |
| Inspect biofuels plant or processing equipment regularly, recording or reporting damage and mechanical problems. | E2 受管理的设施 |
| Measure and monitor raw biofuels feedstock. | E2 受管理的设施 |
| Monitor batch, continuous flow, or hybrid biofuels production processes. | E2 受管理的设施 |
| Monitor stored biofuels products or secondary by-products until reused or transferred to users. | E2 受管理的设施 |
| Preprocess feedstock in preparation for physical, chemical, or biological fuel production processes. | E1 机器人专用设施 |
| Clean biofuels processing work area, ensuring compliance with safety regulations. | E1 机器人专用设施 |
| Perform routine maintenance on mechanical, electrical, or electronic equipment or instruments used in the processing of biofuels. | E0 机器人不可 |
| Rebuild, repair, or replace biofuels processing equipment components. | E0 机器人不可 |
职业信息
就业展望（BLS）
这些数值属于整个 SOC 51-8099 组（Plant and system operators, all other），并非仅属于该 O*NET 职业。
- 就业人数，2025
- 14K
- 预计就业人数，2035
- 15K
- 变化 (2025–35)
- +2.3%
- 年薪中位数，2025
- $62,470
- 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 |
|---|---|---|---|
| 83124 | 화학물 증류기 및 반응기 조작원 | 本职业范围更窄 | 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 3132Incinerator and Water Treatment Plant Operators
焚化炉和水处理厂操作人员
- ISCO-08 8114Cement, Stone and Other Mineral Products Machine Operators
水泥、石材及其他矿物制品机器操作工
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
ISCO-08 3132
- water treatment systems operatorESCO 3132.7
Water treatment system operators treat water to ensure safety for drinking, irrigation, or other use. They operate and maintain water treatment equipment and ensure the water is safe for bottling and use in food production by thoroughly testing before distribution, and by meeting environmental standards.
- liquid waste treatment plant operatorESCO 3132.2
Liquid waste treatment technicians remove hazardous chemicals and pollutants from liquid waste such as oil so that it can be safely used for new applications. They operate and maintain liquid waste treatment equipment, monitor operations, and test samples to ensure the safety standards are met.
- incinerator operatorESCO 3132.1
Incinerator operators tend incineration machines which burn refuse and waste. They ensure the equipment is maintained, and that the incineration process occurs in accordance with safety regulations for the incineration of waste.
- water plant technicianESCO 3132.6
Water plant technicians maintain and repair water treatment and supply equipment in a water plant. They ensure the provision of clean water by measuring the water quality, ensuring it is filtered and treated correctly, and maintaining distribution systems.
- wastewater treatment operatorESCO 3132.4
Wastewater treatment operators operate equipment used in a water or wastewater plant. They treat and clean drinking water before it is distributed to the consumer and process wastewater to remove harmful substances before returning it to rivers and seas. They take samples and perform tests to analyse the water quality.
- wastewater treatment technicianESCO 3132.5
Wastewater treatment technicians aid wastewater treatment operators in the operation and maintenance of wastewater treatment equipment, and the purification procedure of wastewater, in sewage plants. They perform repair duties.
另有 1 项
ISCO-08 8114
- slate mixerESCO 8114.6
Slate mixers operate and maintain slate mixing machines that mix multicolored slate granules used for asphalt-coated roofing felt surfacing.
- asphalt plant operatorESCO 8114.1
Asphalt plant operators extract raw materials such as sand and stones and operate mobile equipment for their transport to the plant. They tend automated machines to crush and sort out stones, and to mix the sand and stones with asphalt cement. They take samples to check the quality of the mix and arrange for its transport to the construction site.
- concrete products machine operatorESCO 8114.3
Concrete products machine operators tend machines used to produce moulded concrete products. They perform greasing, assembling and stripping of moulds. They also participate in the cement mixing process.
- precast moulderESCO 8114.5
Precast moulders handcast decorative and structural concrete building products such as fireplace units, blocks or coloured tiles. They use a portable concrete-mixing machine.
- electrolytic cell makerESCO 8114.4
Electrolytic cell makers create, finish and test concrete electrolytic cells using equipments, tools and concrete mixers.
- block machine operatorESCO 8114.2
Block machine operators control, maintain and operate concrete blocks casting machine which fills and vibrate molds to compact wet concrete into finished blocks.
另有 2 项
这些是 ESCO 归入上方所关联 ISCO-08 职业组之下的 ESCO 职业；它们并未与本职业逐项对应。
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 |
|---|---|---|
| H1243 | Technicien / Technicienne en bioproduction | 相关，但不对应 |
| H2304 | Opérateur / Opératrice de fabrication des industries chimiques | 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 |
|---|---|---|
| 3133 | Técnicos en control de instalaciones de procesamiento de productos químicos | 本职业范围更窄 |
| 8131 | Operadores en plantas industriales químicas | 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 |
|---|---|---|
| 41312 | Berufe in der Chemie- und Pharmatechnik - fachlich ausgerichtete 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 |
|---|---|---|
| 501 | 化学製品生産設備制御・監視員 | 本职业范围更窄暂定 |
| 531 | 化学製品製造従事者 | 相关，但不对应暂定 |
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