生物统计学家
计算机与数学AI暴露度
- 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
0.211
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
0.56
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
ISCO-08职业小类单位 — 共用同一代码的职业取值相同
本站计算，并非国际劳工组织发布的数值。在本站与 ILO 数据集相连的 1,012 个职业中，达到或高于此值的占 8%。
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| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Prepare appropriate formatting to data sets as requested.15-2041 | 0.108615.7 | 0.362522.3 |
Evaluate sources of information to determine any limitations in terms of reliability or usability.15-2041 | 0.100414.5 | 0.288217.7 |
Prepare data for processing by organizing information, checking for any inaccuracies, and adjusting and weighting the raw data.15-2041 | 0.087412.6 | 0.546633.6 |
Read technical literature and participate in continuing education or professional associations to maintain awareness of current database technology and best practices.15-2041 | 0.03555.1 | 0.00230.1 |
Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports.15-2041 | 0.03424.9 | 0.02811.7 |
Report results of statistical analyses, including information in the form of graphs, charts, and tables.15-2041 | 0.02894.2 | 0.02071.3 |
Write program code to analyze data using statistical analysis software.15-2041 | 0.02824.1 | 0.05053.1 |
Develop software applications or programming to use for statistical modeling and graphic analysis.15-2041 | 0.02733.9 | 0.01480.9 |
Develop and test experimental designs, sampling techniques, and analytical methods.15-2041 | 0.02713.9 | 0.00660.4 |
Process large amounts of data for statistical modeling and graphic analysis, using computers.15-2041 | 0.02613.8 | 0.02301.4 |
| Not observed on any surface — 30 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. | ||
Analyze and interpret statistical data to identify significant differences in relationships among sources of information. | —0 | —0 |
Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy. | —0 | —0 |
Plan data collection methods for specific projects and determine the types and sizes of sample groups to be used. | —0 | —0 |
Supervise and provide instructions for workers collecting and tabulating data. | —0 | —0 |
Apply sampling techniques or use complete enumeration bases to determine and define groups to be surveyed. | —0 | —0 |
Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering. | —0 | —0 |
Present statistical and nonstatistical results using charts, bullets, and graphs in meetings or conferences to audiences such as clients, peers, and students. | —0 | —0 |
Teach graduate or continuing education courses or seminars in biostatistics. | —0 | —0 |
Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients. | —0 | —0 |
Calculate sample size requirements for clinical studies. | —0 | —0 |
Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies. | —0 | —0 |
Assign work to biostatistical assistants or programmers. | —0 | —0 |
Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected. | —0 | —0 |
Develop or use mathematical models to track changes in biological phenomena such as the spread of infectious diseases. | —0 | —0 |
Develop or implement data analysis algorithms. | —0 | —0 |
Design research studies in collaboration with physicians, life scientists, or other professionals. | —0 | —0 |
Design or maintain databases of biological data. | —0 | —0 |
Review clinical or other medical research protocols and recommend appropriate statistical analyses. | —0 | —0 |
Provide biostatistical consultation to clients or colleagues. | —0 | —0 |
Design surveys to assess health issues. | —0 | —0 |
Develop technical specifications for data management programming and communicate needs to information technology staff. | —0 | —0 |
Write work instruction manuals, data capture guidelines, or standard operating procedures. | —0 | —0 |
Track the flow of work forms including in-house data flow or electronic forms transfer. | —0 | —0 |
Train staff on technical procedures or software program usage. | —0 | —0 |
Supervise the work of data management project staff. | —0 | —0 |
Monitor work productivity or quality to ensure compliance with standard operating procedures. | —0 | —0 |
Generate data queries based on validation checks or errors and omissions identified during data entry to resolve identified problems. | —0 | —0 |
Design and validate clinical databases including designing or testing logic checks. | —0 | —0 |
Confer with end users to define or implement clinical system requirements such as data release formats, delivery schedules, and testing protocols. | —0 | —0 |
Develop project-specific data management plans that address areas such as data coding, reporting, or transfer, database locks, and work flow processes. | —0 | —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 | βE1 + 0.5 × E2 |
|---|---|
Write research proposals or grant applications for submission to external bodies.O*NET Task ID 16241 | 1.0 |
Prepare articles for publication or presentation at professional conferences.O*NET Task ID 16245 | 1.0 |
Calculate sample size requirements for clinical studies.O*NET Task ID 16246 | 1.0 |
Assign work to biostatistical assistants or programmers.O*NET Task ID 16248 | 1.0 |
Write program code to analyze data with statistical analysis software.O*NET Task ID 16249 | 1.0 |
Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports.O*NET Task ID 16250 | 1.0 |
Develop or implement data analysis algorithms.O*NET Task ID 16257 | 1.0 |
Design or maintain databases of biological data.O*NET Task ID 16259 | 1.0 |
Teach graduate or continuing education courses or seminars in biostatistics.O*NET Task ID 16242 | 0.5 |
Read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences.O*NET Task ID 16243 | 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