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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

    0.028

    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

    0.49

    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 21%。

    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
Maintain records for each case, including contacts, telephone numbers, and actions taken.

O*NET Task ID 5290

1.0
Send notices to taxpayers when accounts are delinquent.

O*NET Task ID 5293

1.0
Enter tax return information into computers for processing.

O*NET Task ID 5298

1.0
Check tax forms to verify that names and taxpayer identification numbers are correct, that computations have been performed correctly, or that amounts match those on supporting documentation.

O*NET Task ID 5302

1.0
Collect taxes from individuals or businesses according to prescribed laws and regulations.

O*NET Task ID 5288

0.5
Maintain knowledge of tax code changes, and of accounting procedures and theory to properly evaluate financial information.

O*NET Task ID 5289

0.5
Confer with taxpayers or their representatives to discuss the issues, laws, and regulations involved in returns, and to resolve problems with returns.

O*NET Task ID 5291

0.5
Contact taxpayers by mail or telephone to address discrepancies and to request supporting documentation.

O*NET Task ID 5292

0.5
Notify taxpayers of any overpayment or underpayment, and either issue a refund or request further payment.

O*NET Task ID 5294

0.5
Conduct independent field audits and investigations of income tax returns to verify information or to amend tax liabilities.

O*NET Task ID 5295

0.5
Direct service of legal documents, such as subpoenas, warrants, notices of assessment, and garnishments.

O*NET Task ID 5308

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