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AI暴露度

  • 数据来源: BLS发布时间: 2026-08

    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: 2026-03

    0.043

    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

    0.41

    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 36%。

    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
Resolve customer complaints regarding sales and service.

O*NET Task ID 1

0.5
Monitor customer preferences to determine focus of sales efforts.

O*NET Task ID 2

0.5
Direct and coordinate activities involving sales of manufactured products, services, commodities, real estate, or other subjects of sale.

O*NET Task ID 3

0.5
Determine price schedules and discount rates.

O*NET Task ID 4

0.5
Review operational records and reports to project sales and determine profitability.

O*NET Task ID 5

0.5
Direct, coordinate, and review sales and service accounting and record-keeping, as well as receiving and shipping.

O*NET Task ID 6

0.5
Confer or consult with department heads to plan advertising services and to secure information on equipment and customer specifications.

O*NET Task ID 7

0.5
Advise dealers and distributors on policies and operating procedures to ensure functional effectiveness of business.

O*NET Task ID 8

0.5
Prepare budgets and approve budget expenditures.

O*NET Task ID 9

0.5
Plan and direct staffing, training, and performance evaluations to develop and control sales and service programs.

O*NET Task ID 11

0.5
Represent company at trade association meetings to promote products.

O*NET Task ID 10

0.0
Visit franchised dealers to stimulate interest in establishment or expansion of leasing programs.

O*NET Task ID 12

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

与本职业相关的近期变化

2026年3月: Anthropic Economic Index report (Mar 2026): business sales and outreach automation (B2B lead qualification, cold-email drafting) and automated trading were two API workflows whose share at least doubled in three months. Tasks tied to Management occupations rose from 3% to 5% of Claude.ai traffic.

[来源: Anthropic Economic Index (March 2026)]

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.