Microbiologists
Life, Physical, and Social Science Occupations- O*NET-SOC 代码
- 19-1022.00
Investigate the growth, structure, development, and other characteristics of microscopic organisms, such as bacteria, algae, or fungi. Includes medical microbiologists who study the relationship between organisms and disease or the effects of antibiotics on microorganisms.
- 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
0.097
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
0.40
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
显示隐藏的 6 项工作已评分任务 14 项 · β ≥ 0.5 的任务 10 项（71.4%）
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 technical reports and recommendations based upon research outcomes.19-1022.00 | 0.043052.4 | 0.014247.7 |
Examine physiological, morphological, and cultural characteristics, using microscope, to identify and classify microorganisms in human, water, and food specimens.19-1022.00 | 0.023328.4 | 0.010535.2 |
Observe action of microorganisms upon living tissues of plants, higher animals, and other microorganisms, and on dead organic matter.19-1022.00 | 0.00455.5 | 0.00248.1 |
Conduct chemical analyses of substances such as acids, alcohols, and enzymes.19-1022.00 | 0.00323.9 | 0.00279.1 |
Study the structure and function of human, animal and plant tissues, cells, pathogens and toxins.19-1022.00 | 0.00212.6 | —0 |
Isolate and maintain cultures of bacteria or other microorganisms in prescribed or developed media, controlling moisture, aeration, temperature, and nutrition.19-1022.00 | 0.00212.6 | —0 |
Investigate the relationship between organisms and disease including the control of epidemics and the effects of antibiotics on microorganisms.19-1022.00 | 0.00202.4 | —0 |
Research use of bacteria and microorganisms to develop vitamins, antibiotics, amino acids, grain alcohol, sugars, and polymers.19-1022.00 | 0.00192.3 | —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 |
|---|---|
Prepare technical reports and recommendations, based upon research outcomes.O*NET Task ID 3681 | 1.0 |
Examine physiological, morphological, and cultural characteristics, using microscope, to identify and classify microorganisms in human, water, and food specimens.O*NET Task ID 3675 | 0.5 |
Provide laboratory services for health departments, community environmental health programs, and physicians needing information for diagnosis and treatment.O*NET Task ID 3676 | 0.5 |
Investigate the relationship between organisms and disease, including the control of epidemics and the effects of antibiotics on microorganisms.O*NET Task ID 3678 | 0.5 |
Supervise biological technologists and technicians and other scientists.O*NET Task ID 3679 | 0.5 |
Study growth, structure, development, and general characteristics of bacteria and other microorganisms to understand their relationship to human, plant, and animal health.O*NET Task ID 3680 | 0.5 |
Study the structure and function of human, animal, and plant tissues, cells, pathogens, and toxins.O*NET Task ID 3682 | 0.5 |
Research use of bacteria and microorganisms to develop vitamins, antibiotics, amino acids, grain alcohol, sugars, and polymers.O*NET Task ID 3685 | 0.5 |
Monitor and perform tests on water, food, and the environment to detect harmful microorganisms or to obtain information about sources of pollution, contamination, or infection.O*NET Task ID 15213 | 0.5 |
Develop new products and procedures for sterilization, food and pharmaceutical supply preservation, or microbial contamination detection.O*NET Task ID 15214 | 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（14 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 |
|---|---|
| Examine physiological, morphological, and cultural characteristics, using microscope, to identify and classify microorganisms in human, water, and food specimens. | 核心 |
| Provide laboratory services for health departments, community environmental health programs, and physicians needing information for diagnosis and treatment. | 核心 |
| Observe action of microorganisms upon living tissues of plants, higher animals, and other microorganisms, and on dead organic matter. | 核心 |
| Investigate the relationship between organisms and disease, including the control of epidemics and the effects of antibiotics on microorganisms. | 核心 |
| Supervise biological technologists and technicians and other scientists. | 核心 |
| Study growth, structure, development, and general characteristics of bacteria and other microorganisms to understand their relationship to human, plant, and animal health. | 核心 |
| Prepare technical reports and recommendations, based upon research outcomes. | 核心 |
| Study the structure and function of human, animal, and plant tissues, cells, pathogens, and toxins. | 核心 |
| Use a variety of specialized equipment, such as electron microscopes, gas and high-pressure liquid chromatographs, electrophoresis units, thermocyclers, fluorescence-activated cell sorters, and phosphorimagers. | 核心 |
| Conduct chemical analyses of substances such as acids, alcohols, and enzymes. | 核心 |
| Isolate and maintain cultures of bacteria or other microorganisms in prescribed or developed media, controlling moisture, aeration, temperature, and nutrition. | 核心 |
| Monitor and perform tests on water, food, and the environment to detect harmful microorganisms or to obtain information about sources of pollution, contamination, or infection. | 核心 |
| Develop new products and procedures for sterilization, food and pharmaceutical supply preservation, or microbial contamination detection. | 核心 |
| Research use of bacteria and microorganisms to develop vitamins, antibiotics, amino acids, grain alcohol, sugars, and polymers. | 补充 |
0.83/ 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 |
|---|---|
| Examine physiological, morphological, and cultural characteristics, using microscope, to identify and classify microorganisms in human, water, and food specimens. | E1 机器人专用设施 |
| Provide laboratory services for health departments, community environmental health programs, and physicians needing information for diagnosis and treatment. | E2 受管理的设施 |
| Observe action of microorganisms upon living tissues of plants, higher animals, and other microorganisms, and on dead organic matter. | E1 机器人专用设施 |
| Investigate the relationship between organisms and disease, including the control of epidemics and the effects of antibiotics on microorganisms. | E1 机器人专用设施 |
| Study growth, structure, development, and general characteristics of bacteria and other microorganisms to understand their relationship to human, plant, and animal health. | E1 机器人专用设施 |
| Study the structure and function of human, animal, and plant tissues, cells, pathogens, and toxins. | E1 机器人专用设施 |
| Use a variety of specialized equipment, such as electron microscopes, gas and high-pressure liquid chromatographs, electrophoresis units, thermocyclers, fluorescence-activated cell sorters, and phosphorimagers. | E1 机器人专用设施 |
| Conduct chemical analyses of substances such as acids, alcohols, and enzymes. | E1 机器人专用设施 |
| Isolate and maintain cultures of bacteria or other microorganisms in prescribed or developed media, controlling moisture, aeration, temperature, and nutrition. | E1 机器人专用设施 |
| Monitor and perform tests on water, food, and the environment to detect harmful microorganisms or to obtain information about sources of pollution, contamination, or infection. | E1 机器人专用设施 |
| Develop new products and procedures for sterilization, food and pharmaceutical supply preservation, or microbial contamination detection. | E0 机器人不可 |
| Research use of bacteria and microorganisms to develop vitamins, antibiotics, amino acids, grain alcohol, sugars, and polymers. | E1 机器人专用设施 |
职业信息
就业展望（BLS）
- 就业人数，2025
- 20K
- 预计就业人数，2035
- 21K
- 变化 (2025–35)
- +6.2%
- 年薪中位数，2025
- $87,990
- 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 |
|---|---|---|---|
| 21111 | 생물학 연구원 | 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 2131Biologists, Botanists, Zoologists and Related Professionals
生物学家、植物学家、动物学家及有关专业人员
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。
Biologists, botanists, zoologists and related professionals study living organisms and their interactions with each other and with the environment, and apply this knowledge to solve human health and environmental problems. They work in diverse fields such as botany, zoology, ecology, marine biology, genetics, immunology, pharmacology, toxicology, physiology, bacteriology and virology.
任务
- (a) undertaking research in laboratories and in the field to increase scientific knowledge of living organisms; to discover new information; to test hypotheses; to solve problems in areas such as the environment, agriculture and health; and to develop new products, processes and techniques for pharmaceutical, agricultural and environmental use;
- (b) designing and conducting experiments and tests;
- (c) gathering human, animal, insect and plant specimens and data, and studying their origin, development, chemical and physical form, structure, composition, and life and reproductive processes;
- (d) examining living organisms using a variety of specialised equipment, instruments, technologies and techniques such as electron microscopes, telemetry, global positioning systems, biotechnology, satellite imaging, genetic engineering, digital imaging analysis, polymerase chain reaction and computer modelling;
- (e) identifying, classifying, recording and monitoring living organisms and maintaining databases;
- (f) writing scientific papers and reports detailing research and any new findings which are then made available to the scientific community in scientific journals or at conferences for scrutiny and further debate;
- (g) designing and carrying out environmental impact assessments to identify changes caused by natural or human factors;
- (h) providing advice to governments, organizations and businesses in areas such as conservation, management of natural resources, the effects of climate change and pollution.
职业示例
Animal behaviourist · Bacteriologist · Biochemist · Biologist · Biomedical researcher · Biotechnologist · Botanist · Cell geneticist · Marine biologist · Microbiologist · Molecular biologist · Molecular geneticist · Pharmacologist · Zoologist
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。
- microbiologistESCO 2131.4.9范围相同
Microbiologists study and research the life forms, characteristics, and processes of microscopic organisms. They study microorganisms such as bacteria, protozoa, fungi, etc. in order to diagnose and counteract the effects that these microorganisms might have in animals, in the environment, in the food industry, or in the health care industry.
- biologistESCO 2131.4本职业范围更窄
Biologists study living organisms and life in its broader extent in combination with its environment. Through research, they strive to explain the functional mechanisms, interactions, and evolution of organisms.
- bacteriology technicianESCO 3141.2.1有重叠，但不相同
Bacteriology technicians provide technical assistance in researching and testing bacteria using laboratory equipment. They collect and analyse data for experiments, compile reports and maintain laboratory stock.
- specialist biomedical scientistESCO 2131.4.11有重叠，但不相同
Specialist biomedical scientists lead a department or specialist area, working as a diagnostic partner with a clinical team (investigating and diagnosing patient illnesses like diabetes, haematological disorders, coagulation, molecular biology or genomics) or undertaking clinical research projects.
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 |
|---|---|---|
| K2421 | Chercheur / Chercheuse du monde microbien et microbiologique | 本职业范围更宽暂定 |
| H1525 | Biologiste de contrôle fabrication en industrie | 有重叠，但不相同 |
| J1201 | Biologiste médical / Biologiste médicale | 相关，但不对应 |
| K2402 | Ingénieur / Ingénieure de recherche scientifique | 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 |
|---|---|---|
| 2421 | Biólogos, botánicos, zoólogos y afines | 本职业范围更窄暂定 |
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 |
|---|---|---|
| 41264 | Berufe in der Biologie (Mikrobiologie) - hoch komplexe Tätigkeiten | 范围相同 |
| 81214 | Medizinisch-technische Berufe im Laboratorium - 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 |
|---|---|---|
| 051 | 自然科学系研究者 | 本职业范围更窄 |
| 143 | 臨床検査技師 | 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