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销售与市场营销

AI暴露度

  • 数据来源: BLS发布时间: '26.08

    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: '26.03

    0.322

    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

    0.38

    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 48%。

    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 related to sales.

O*NET Task ID 698

1.0
Prepare sales slips or sales contracts.

O*NET Task ID 704

1.0
Estimate cost of repair or alteration of merchandise.

O*NET Task ID 715

1.0
Maintain knowledge of current sales and promotions, policies regarding payment and exchanges, and security practices.

O*NET Task ID 696

0.5
Compute sales prices, total purchases, and receive and process cash or credit payment.

O*NET Task ID 697

0.5
Recommend, select, and help locate or obtain merchandise based on customer needs and desires.

O*NET Task ID 700

0.5
Answer questions regarding the store and its merchandise.

O*NET Task ID 701

0.5
Describe merchandise and explain use, operation, and care of merchandise to customers.

O*NET Task ID 702

0.5
Ticket, arrange, and display merchandise to promote sales.

O*NET Task ID 703

0.5
Place special orders or call other stores to find desired items.

O*NET Task ID 705

0.5
Greet customers and ascertain what each customer wants or needs.

O*NET Task ID 694

0.0
Open and close cash registers, performing tasks such as counting money, separating charge slips, coupons, and vouchers, balancing cash drawers, and making deposits.

O*NET Task ID 695

0.0
Watch for and recognize security risks and thefts and know how to prevent or handle these situations.

O*NET Task ID 699

0.0
Demonstrate use or operation of merchandise.

O*NET Task ID 706

0.0
Clean shelves, counters, and tables.

O*NET Task ID 707

0.0
Exchange merchandise for customers and accept returns.

O*NET Task ID 708

0.0
Bag or package purchases and wrap gifts.

O*NET Task ID 709

0.0
Help customers try on or fit merchandise.

O*NET Task ID 710

0.0
Prepare merchandise for purchase or rental.

O*NET Task ID 712

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

Occupation information