Bioinformatics Technicians
Computer and Mathematical Occupations- O*NET-SOC 代码
- 15-2099.01
Apply principles and methods of bioinformatics to assist scientists in areas such as pharmaceuticals, medical technology, biotechnology, computational biology, proteomics, computer information science, biology and medical informatics. Apply bioinformatics tools to visualize, analyze, manipulate or interpret molecular data. May build and maintain databases for processing and analyzing genomic or other biological information.
- 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
- 数据来源: Anthropic发布时间: 2026-03
0.479
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
0.57
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 19 项 · β ≥ 0.5 的任务 18 项(94.7%)
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
- 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
以下为 O*NET-SOC 2010 职业 43-9111.01 Bioinformatics Technicians 的工作任务,由本站依据 O*NET-SOC 2010→2019 官方对照表关联到此职业
| Task (O*NET 20.1) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Perform routine system administrative functions such as troubleshooting, back-ups, and upgrades.43-9111.01 | 1.269351.5 | 3.947961.4 |
Develop or apply data mining and machine learning algorithms.43-9111.01 | 0.896836.4 | 1.848228.8 |
Monitor database performance and perform any necessary maintenance, upgrades, or repairs.43-9111.01 | 0.11554.7 | 0.09271.4 |
Write computer programs or scripts to be used in querying databases.43-9111.01 | 0.11124.5 | 0.20633.2 |
Document all database changes, modifications, or problems.43-9111.01 | 0.03201.3 | 0.06191.0 |
Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.43-9111.01 | 0.01390.6 | 0.04950.8 |
Conduct quality analyses of data inputs and resulting analyses or predictions.43-9111.01 | 0.00700.3 | 0.19453.0 |
Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases.43-9111.01 | 0.00460.2 | —0 |
Develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation.43-9111.01 | 0.00380.2 | 0.01840.3 |
Participate in the preparation of reports or scientific publications.43-9111.01 | 0.00300.1 | —0 |
Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques.43-9111.01 | 0.00220.1 | —0 |
Design or implement web-based tools for querying large-scale biological databases.43-9111.01 | 0.00180.1 | 0.00270.0 |
Create data management or error-checking procedures and user manuals.43-9111.01 | 0.00150.1 | 0.00420.1 |
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 |
|---|---|
Develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation.O*NET Task ID 17706 | 1.0 |
Monitor database performance and perform any necessary maintenance, upgrades, or repairs.O*NET Task ID 17708 | 1.0 |
Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques.O*NET Task ID 17709 | 1.0 |
Create data management or error-checking procedures and user manuals.O*NET Task ID 17711 | 1.0 |
Design or implement web-based tools for querying large-scale biological databases.O*NET Task ID 17712 | 1.0 |
Develop or apply data mining and machine learning algorithms.O*NET Task ID 17713 | 1.0 |
Document all database changes, modifications, or problems.O*NET Task ID 17714 | 1.0 |
Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.O*NET Task ID 17715 | 1.0 |
Participate in the preparation of reports or scientific publications.O*NET Task ID 17717 | 1.0 |
Test new or updated software or tools and provide feedback to developers.O*NET Task ID 17718 | 1.0 |
Train bioinformatics staff or researchers in the use of databases.O*NET Task ID 17719 | 1.0 |
Write computer programs or scripts to be used in querying databases.O*NET Task ID 17720 | 1.0 |
Conduct quality analyses of data inputs and resulting analyses or predictions.O*NET Task ID 17721 | 1.0 |
Package bioinformatics data for submission to public repositories.O*NET Task ID 17723 | 1.0 |
Perform routine system administrative functions, such as troubleshooting, back-ups, or upgrades.O*NET Task ID 17724 | 1.0 |
Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases.O*NET Task ID 17707 | 0.5 |
Confer with researchers, clinicians, or information technology staff to determine data needs and programming requirements and to provide assistance with database-related research activities.O*NET Task ID 17710 | 0.5 |
Maintain awareness of new and emerging computational methods and technologies.O*NET Task ID 17716 | 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 |
|---|---|
| Monitor database performance and perform any necessary maintenance, upgrades, or repairs. | 核心 |
| Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques. | 核心 |
| Confer with researchers, clinicians, or information technology staff to determine data needs and programming requirements and to provide assistance with database-related research activities. | 核心 |
| Create data management or error-checking procedures and user manuals. | 核心 |
| Document all database changes, modifications, or problems. | 核心 |
| Maintain awareness of new and emerging computational methods and technologies. | 核心 |
| Participate in the preparation of reports or scientific publications. | 核心 |
| Test new or updated software or tools and provide feedback to developers. | 核心 |
| Conduct quality analyses of data inputs and resulting analyses or predictions. | 核心 |
| Confer with database users about project timelines and changes. | 核心 |
| Develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation. | 补充 |
| Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases. | 补充 |
| Design or implement web-based tools for querying large-scale biological databases. | 补充 |
| Develop or apply data mining and machine learning algorithms. | 补充 |
| Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve. | 补充 |
| Train bioinformatics staff or researchers in the use of databases. | 补充 |
| Write computer programs or scripts to be used in querying databases. | 补充 |
| Package bioinformatics data for submission to public repositories. | 补充 |
| Perform routine system administrative functions, such as troubleshooting, back-ups, or upgrades. | 补充 |
0.00/ 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
该职业的 O*NET 29.3 任务中没有被归类为体力任务的任务。
职业信息
就业展望(BLS)
这些数值属于整个 SOC 15-2099 组(Mathematical science occupations, all other),并非仅属于该 O*NET 职业。
- 就业人数,2025
- 4K
- 预计就业人数,2035
- 4K
- 变化 (2025–35)
- +7.1%
- 年薪中位数,2025
- $81,490
- 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 |
|---|---|---|---|
| 21319 | 그 외 생명과학 시험원 | 相关,但不对应 | 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 3314Statistical, Mathematical and Related Associate Professionals
统计、数学及有关助理专业人员
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。
Statistical, mathematical and related associate professionals assist in planning the collection, processing and presentation of statistical, mathematical or actuarial data and in carrying out these operations, usually working under the guidance of statisticians, mathematicians and actuaries.
任务
- (a) assisting in planning and performing statistical, mathematical, actuarial and related calculations;
- (b) preparing detailed estimates of quantities and costs of materials and labour required for statistical census and survey operations;
- (c) performing technical tasks connected with establishing, maintaining and using registers and sampling frames for census and survey operations;
- (d) performing technical tasks connected with data collection and quality control operations in censuses and surveys;
- (e) using standard computer software packages to perform mathematical, actuarial, statistical, accounting and related calculations;
- (f) preparing statistical, mathematical, actuarial, accounting and other results for presentation in graphical or tabular form;
- (g) applying knowledge of statistical, mathematical, actuarial, accounting and related principles and practices in order to identify and solve problems arising in the course of their work;
- (h) supervising the work of statistical clerks.
职业示例
Actuarial assistant · Mathematical assistant · Statistical assistant
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。
- scientific laboratory technicianESCO 3141.2本职业范围更窄
Scientific laboratory technicians carry out laboratory-based research, analysis and testing and support life science professionals. They sample, test, measure, research and analyse in areas such as biology, biotechnology, environmental science, forensic science and pharmacology. Scientific laboratory technicians also observe and monitor laboratory activities, record test sequences and analyse the results.
- bioinformatics scientistESCO 2131.3有重叠,但不相同
Bioinformatics scientists analyse biological processes using computer programmes. They maintain or construct databases containing biological information. Bioinformatics scientists gather and analyse biological data and may also assist scientists in various fields, including in biotechnology and pharmaceutics. They perform scientific research and statistical analyses, and report on their findings. Bioinformatics scientists may also collect DNA samples, discover data patterns and conduct genetic research.
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 |
|---|---|---|
| H1215 | Bioinformaticien / Bioinformaticienne en études, recherche et développement | 本职业范围更窄暂定 |
| H1210 | Technicien / Technicienne R&D | 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 |
|---|---|---|
| 2421 | Biólogos, botánicos, zoólogos y afines | 相关,但不对应暂定 |
| 3141 | Técnicos en ciencias biológicas (excepto en áreas sanitarias) | 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 |
|---|---|---|
| 43134 | Berufe in der Bio- und Medizininformatik - hoch komplexe 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 |
|---|---|---|
| 051 | 自然科学系研究者 | 相关,但不对应 |
| 109 | その他の情報処理・通信技術者 | 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