合规官

商业与金融

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

    0.121

    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

    0.43

    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 30%。

    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
Warn violators of infractions or penalties.

O*NET Task ID 21446

1.0
Advise licensees or other individuals or groups concerning licensing, permit, or passport regulations.

O*NET Task ID 21448

1.0
Prepare reports of activities, evaluations, recommendations, or decisions.

O*NET Task ID 21449

1.0
Report law or regulation violations to appropriate boards or agencies.

O*NET Task ID 21450

1.0
Score tests and observe equipment operation and control to rate ability of applicants.

O*NET Task ID 21456

1.0
Prepare correspondence to inform concerned parties of licensing decisions or appeals processes.

O*NET Task ID 21457

1.0
Evaluate applications, records, or documents to gather information about eligibility or liability issues.

O*NET Task ID 21447

0.5
Confer with or interview officials, technical or professional specialists, or applicants to obtain information or to clarify facts relevant to licensing decisions.

O*NET Task ID 21451

0.5
Issue licenses to individuals meeting standards.

O*NET Task ID 21452

0.5
Collect fees for licenses.

O*NET Task ID 21453

0.5
Administer oral, written, road, or flight tests to license applicants.

O*NET Task ID 21454

0.0
Visit establishments to verify that valid licenses or permits are displayed and that licensing standards are being upheld.

O*NET Task ID 21455

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

职业信息