大宗商品交易员
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
- 数据来源: Anthropic发布时间: 2026-03
0.441
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
0.63
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 2%。
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| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Explain stock market terms or trading practices to clients.41-3031 | 0.104318.1 | 0.00330.4 |
Analyze target companies or investment opportunities to inform investment decisions.41-3031 | 0.078013.5 | 0.07518.1 |
Offer advice on the purchase or sale of particular securities.41-3031 | 0.076213.2 | 0.05215.6 |
Contact prospective customers to present information and explain available services.41-3031 | 0.03946.8 | 0.248326.7 |
Supply the latest price quotes on any security, as well as information on the activities or financial positions of the corporations issuing these securities.41-3031 | 0.03135.4 | 0.01251.3 |
Inform other traders, managers, or customers of market conditions, including volume, price, competition, or dynamics.41-3031 | 0.03025.2 | 0.05005.4 |
Devise trading, option, or hedge strategies.41-3031 | 0.02464.3 | 0.02092.2 |
Analyze market conditions to determine optimum times to execute securities transactions.41-3031 | 0.02253.9 | 0.139615.0 |
Contact prospective customers to determine customer needs, present information, or explain available services.41-3031 | 0.02243.9 | 0.105411.3 |
Track and analyze factors that affect price movement, such as trade policies, weather conditions, political developments, or supply and demand changes.41-3031 | 0.01883.3 | 0.01481.6 |
| Not observed on any surface — 19 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Complete sales order tickets and submit for processing of client-requested transactions. | —0 | —0 |
Interview clients to determine clients' assets, liabilities, cash flow, insurance coverage, tax status, or financial objectives. | —0 | —0 |
Calculate costs for billings or commissions. | —0 | —0 |
Keep accurate records of transactions. | —0 | —0 |
Discuss financial options with clients and keep them informed about transactions. | —0 | —0 |
Determine customers' financial services needs and prepare proposals to sell services that address these needs. | —0 | —0 |
Make presentations on financial services to groups to attract new clients. | —0 | —0 |
Agree on buying or selling prices at optimal levels for clients. | —0 | —0 |
Make bids or offers to buy or sell securities. | —0 | —0 |
Receive sales order tickets and inspect forms to determine accuracy of information. | —0 | —0 |
Develop or maintain supplier or customer relationships. | —0 | —0 |
Process paperwork for special orders, including margin or option purchases. | —0 | —0 |
Review securities transactions to ensure conformance to regulations. | —0 | —0 |
Write or sign sales order confirmation forms to record or approve security transactions. | —0 | —0 |
Make transportation arrangements for sold or purchased commodities. | —0 | —0 |
Report deficiencies in account payments, securities deliveries, or documentation requirements to avoid rule violations. | —0 | —0 |
Supervise support staff and ensure proper execution of contracts. | —0 | —0 |
Buy, sell, or trade carbon emissions permits. | —0 | —0 |
Identify or pursue investment strategies related to the green economy, including green hedge funds, renewable energy markets, or clean technology investment opportunities. | —0 | —0 |
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 |
|---|---|
Keep accurate records of transactions.O*NET Task ID 23195 | 1.0 |
Complete sales order tickets and submit for processing of client-requested transactions.O*NET Task ID 23197 | 1.0 |
Report all positions or trading results.O*NET Task ID 23198 | 1.0 |
Explain stock market terms or trading practices to clients.O*NET Task ID 23212 | 1.0 |
Calculate costs for billings or commissions.O*NET Task ID 23213 | 1.0 |
Prepare and send requests for price quotations to all companies in a particular market.O*NET Task ID 23219 | 1.0 |
Make bids or offers to buy or sell securities.O*NET Task ID 23192 | 0.5 |
Monitor markets or positions.O*NET Task ID 23193 | 0.5 |
Agree on buying or selling prices at optimal levels for clients.O*NET Task ID 23194 | 0.5 |
Buy or sell stocks, bonds, commodity futures, foreign currencies, or other securities on behalf of investment dealers.O*NET Task ID 23196 | 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