微生物学家

生命、物理与社会科学

AI暴露度

  • 数据来源: BLS发布时间: '26.08

    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

    来源数据集（XLSX 文件下载）

  • 数据来源: Anthropic发布时间: '26.03

    0.097

    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: '25

    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

    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 39%。

    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

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.

TaskβE1 + 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
Observe action of microorganisms upon living tissues of plants, higher animals, and other microorganisms, and on dead organic matter.

O*NET Task ID 3677

0.0
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.

O*NET Task ID 3683

0.0
Conduct chemical analyses of substances such as acids, alcohols, and enzymes.

O*NET Task ID 3684

0.0
Isolate and maintain cultures of bacteria or other microorganisms in prescribed or developed media, controlling moisture, aeration, temperature, and nutrition.

O*NET Task ID 15212

0.0

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®, Eloundou et al. (2023): see full notices on the Credits page

Occupation information