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AI暴露度

  • 数据来源: BLS发布时间: '26.08

    很高· 相对

    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

    0.450

    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

    0.60

    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 4%。

    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

显示隐藏的 5 项工作

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
Compile, copy, sort, and file records of office activities, business transactions, and other activities.

O*NET Task ID 828

1.0
Complete and mail bills, contracts, policies, invoices, or checks.

O*NET Task ID 829

1.0
Compute, record, and proofread data and other information, such as records or reports.

O*NET Task ID 831

1.0
Maintain and update filing, inventory, mailing, and database systems, either manually or using a computer.

O*NET Task ID 832

1.0
Process and prepare documents, such as business or government forms and expense reports.

O*NET Task ID 838

1.0
Type, format, proofread, and edit correspondence and other documents, from notes or dictating machines, using computers or typewriters.

O*NET Task ID 840

1.0
Prepare meeting agendas, attend meetings, and record and transcribe minutes.

O*NET Task ID 843

1.0
Troubleshoot problems involving office equipment, such as computer hardware and software.

O*NET Task ID 844

1.0
Communicate with customers, employees, and other individuals to answer questions, disseminate or explain information, take orders, and address complaints.

O*NET Task ID 826

0.5
Answer telephones, direct calls, and take messages.

O*NET Task ID 827

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

Occupation information

与本职业相关的近期变化

2026年4月: Office clerks identified in OpenAI 18% high-pressure band; structured admin language tasks dominate role.

[来源: OpenAI Jobs Transition Framework, April 2026]

2026年3月: Brookings study finds office clerks are the single largest group (2.5M workers) in the high AI exposure, low adaptive capacity category. Geographic concentration in college towns and state capitals.

[来源: Brookings Institution — Measuring US workers capacity to adapt (2026-01)]

2025年11月: McKinsey MGI report flags office clerks doing routine filing, scheduling, and document processing as highly automatable. 30% of work hours could be automated in midpoint scenario by 2030.

[来源: McKinsey Global Institute]