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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

    0.310

    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

显示隐藏的 18 项工作
TaskClaude.aiRaw / share %
Perform financial calculations, such as amounts due, interest charges, balances, discounts, equity, and principal.

43-3031

0.025022.0
Classify, record, and summarize numerical and financial data to compile and keep financial records, using journals and ledgers or computers.

43-3031

0.022219.6
Calculate costs of materials, overhead, and other expenses, based on estimates, quotations and price lists.

43-3031

0.016514.6
Compile statistical, financial, accounting, or auditing reports and tables pertaining to such matters as cash receipts, expenditures, accounts payable and receivable, and profits and losses.

43-3031

0.014412.7
Operate computers programmed with accounting software to record, store, and analyze information.

43-3031

0.00645.6
Debit, credit, and total accounts on computer spreadsheets and databases, using specialized accounting software.

43-3031

0.00635.5
Prepare and process payroll information.

43-3031

0.00585.1
Compile budget data and documents, based on estimated revenues and expenses and previous budgets.

43-3031

0.00534.7
Reconcile records of bank transactions.

43-3031

0.00433.8
Calculate and prepare checks for utilities, taxes, and other payments.

43-3031

0.00353.1

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

职业信息

与本职业相关的近期变化

2025年5月: Brookings retraining analysis: workers displaced by AI from clerical roles face challenging transitions. TAA participants remained underemployed even 4 years after job loss.

[来源: Brookings Institution]

2024年10月: Brookings (Oct 2024) names bookkeepers among the office and administrative support jobs, a sector with high generative AI exposure and high automation potential, that have long given women without a college degree decent-paying, stable work.

[来源: Brookings 2024 — Generative AI, the American worker]

These summaries were written by AI Changing Work from the source linked with each one, and any figures in them are given as AI Changing Work summarised them; they can differ from the source's own wording and from figures shown elsewhere on this page, so check the source before relying on them. AI Changing Work matched this page's occupation to an O*NET occupation and chose, by its own judgment, case by case, which summaries relate to that O*NET occupation; a summary appearing here does not mean that its source names this occupation.