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

    来源数据集（XLSX 文件下载）

  • 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

    观测暴露度指数，按发布原值0–1

    以O*NET任务映射为基准

    来源数据集

  • 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%。

    来源数据集

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
TaskClaude.aiRaw / share %
Evaluate sources of information to determine any limitations in terms of reliability or usability.

15-2041

0.399527.4
Read technical literature and participate in continuing education or professional associations to maintain awareness of current database technology and best practices.

15-2041

0.13999.6
Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data.

15-2041

0.09986.8
Develop an understanding of fields to which statistical methods are to be applied to determine whether methods and results are appropriate.

15-2041

0.09396.4
Draw conclusions or make predictions based on data summaries or statistical analyses.

15-2041

0.08375.7
Prepare appropriate formatting to data sets as requested.

15-2041

0.07595.2
Report results of statistical analyses, including information in the form of graphs, charts, and tables.

15-2041

0.07585.2
Process large amounts of data for statistical modeling and graphic analysis, using computers.

15-2041

0.05743.9
Identify relationships and trends in data, as well as any factors that could affect the results of research.

15-2041

0.05343.7
Prepare data for processing by organizing information, checking for any inaccuracies, and adjusting and weighting the raw data.

15-2041

0.05053.5
Not observed on any surface — 28 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
Evaluate the statistical methods and procedures used to obtain data to ensure validity, applicability, efficiency, and accuracy.
—0
Plan data collection methods for specific projects and determine the types and sizes of sample groups to be used.
—0
Supervise and provide instructions for workers collecting and tabulating data.
—0
Apply sampling techniques or use complete enumeration bases to determine and define groups to be surveyed.
—0
Adapt statistical methods to solve specific problems in many fields, such as economics, biology, and engineering.
—0
Teach graduate or continuing education courses or seminars in biostatistics.
—0
Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
—0
Calculate sample size requirements for clinical studies.
—0
Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.
—0
Assign work to biostatistical assistants or programmers.
—0
Plan or direct research studies related to life sciences.
—0
Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected.
—0
Develop or use mathematical models to track changes in biological phenomena such as the spread of infectious diseases.
—0
Design or maintain databases of biological data.
—0
Collect data through surveys or experimentation.
—0
Analyze archival data such as birth, death, and disease records.
—0
Review clinical or other medical research protocols and recommend appropriate statistical analyses.
—0
Provide biostatistical consultation to clients or colleagues.
—0
Design surveys to assess health issues.
—0
Develop technical specifications for data management programming and communicate needs to information technology staff.
—0
Write work instruction manuals, data capture guidelines, or standard operating procedures.
—0
Track the flow of work forms including in-house data flow or electronic forms transfer.
—0
Train staff on technical procedures or software program usage.
—0
Supervise the work of data management project staff.
—0
Monitor work productivity or quality to ensure compliance with standard operating procedures.
—0
Generate data queries based on validation checks or errors and omissions identified during data entry to resolve identified problems.
—0
Develop project-specific data management plans that address areas such as data coding, reporting, or transfer, database locks, and work flow processes.
—0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

职业信息