货运经纪人
运输与物料搬运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
- 数据来源: Anthropic发布时间: 2026-03
0.017
0.000此处所载数值的范围0.745尺度 · 母数 · 来源
- 数据来源: ILO发布时间: 2025
0.44
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 28%。
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 45 项工作| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Determine efficient and cost-effective methods of moving goods from one location to another.43-5011 | 0.004623.8 | 0.00226.8 |
Check import or export documentation to determine cargo contents and use tariff coding system to classify goods according to fee or tariff group.43-5011 | 0.003417.8 | 0.00319.4 |
Refer exporters to experts in areas such as trade financing, international marketing, government export requirements, international banking, or marine insurance.43-5011 | 0.002915.1 | 0.00185.5 |
Verify adherence of documentation to customs, insurance, or regulatory requirements.43-5011 | 0.002814.6 | 0.015246.8 |
Provide detailed port information to importers or exporters.43-5011 | 0.002814.6 | —0 |
Advise clients on transportation and payment methods.43-5011 | 0.002714.1 | —0 |
Monitor or record locations of goods in transit. | —0 | 0.00319.4 |
Negotiate and arrange transport of goods with shipping or freight companies. | —0 | 0.00298.8 |
Determine method of shipment and prepare bills of lading, invoices, and other shipping documents. | —0 | 0.00268.1 |
Inform clients of factors such as shipping options, timelines, transfers, or regulations affecting shipments. | —0 | 0.00175.2 |
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.
| Task | βE1 + 0.5 × E2 |
|---|---|
Calculate weight, volume, or cost of goods to be moved.O*NET Task ID 17686 | 1.0 |
Prepare shipping documentation, such as bills of lading, packing lists, dock receipts, or certificates of origin.O*NET Task ID 17687 | 1.0 |
Keep records of goods dispatched or received.O*NET Task ID 17690 | 1.0 |
Prepare invoices or cost quotations for freight transportation.O*NET Task ID 17696 | 1.0 |
Complete customs paperwork.O*NET Task ID 17701 | 1.0 |
Select shipment routes, based on nature of goods shipped, transit times, or security needs.O*NET Task ID 17680 | 0.5 |
Determine efficient and cost-effective methods of moving goods from one location to another.O*NET Task ID 17681 | 0.5 |
Reserve necessary space on ships, aircraft, trains, or trucks.O*NET Task ID 17682 | 0.5 |
Arrange delivery or storage of goods at destinations.O*NET Task ID 17683 | 0.5 |
Arrange for special transport of sensitive cargoes, such as livestock, food, or medical supplies.O*NET Task ID 17684 | 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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page