商品トレーダー
ビジネス・金融AI露出度
- データ出典: BLS公表時点: 2026-08
非常に高い· 相対
低い4段階の相対区分非常に高い職業群単位の値
尺度・母数・出典
4段階の相対区分（低い / 中程度 / 高い / 非常に高い）
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
- データ出典: Anthropic公表時点: 2026-03
0.441
0.000ここに掲載された値の範囲0.745尺度・母数・出典
- データ出典: ILO公表時点: 2025
0.63
0.09ここに掲載された値の範囲0.70職業群単位の値
尺度・母数・出典
生成AI露出度指数、公開されたまま0–1
ISCO-08の職業小分類単位 — 同じコードの職業はすべて同じ値
当サイトの算出であり、ILOが公表した数値ではありません。当サイトがILOデータセットに結び付けた職業1,012件のうち、この値以上のものは2%です。
この出典がどのような性格の値か
BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。
Task-level exposure
露出のある作業のみ| Task | Claude.aiRaw / share % |
|---|---|
Explain stock market terms or trading practices to clients.41-3031 | 0.110221.7 |
Analyze market conditions to determine optimum times to execute securities transactions.41-3031 | 0.058911.6 |
Analyze target companies or investment opportunities to inform investment decisions.41-3031 | 0.052510.3 |
Devise trading, option, or hedge strategies.41-3031 | 0.03617.1 |
Track and analyze factors that affect price movement, such as trade policies, weather conditions, political developments, or supply and demand changes.41-3031 | 0.02975.9 |
Prepare documents needed to implement plans selected by clients.41-3031 | 0.01983.9 |
Contact prospective customers to determine customer needs, present information, or explain available services.41-3031 | 0.01943.8 |
Contact prospective customers to present information and explain available services.41-3031 | 0.01893.7 |
Inform other traders, managers, or customers of market conditions, including volume, price, competition, or dynamics.41-3031 | 0.01763.5 |
Offer advice on the purchase or sale of particular securities.41-3031 | 0.01713.4 |
| Not observed on any surface — 18 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 |
Interview clients to determine clients' assets, liabilities, cash flow, insurance coverage, tax status, or financial objectives. | —0 |
Calculate costs for billings or commissions. | —0 |
Discuss financial options with clients and keep them informed about transactions. | —0 |
Relay buy or sell orders to securities exchanges or to firm trading departments. | —0 |
Determine customers' financial services needs and prepare proposals to sell services that address these needs. | —0 |
Develop prospects from current commercial customers, referral leads, or sales or trade meetings. | —0 |
Make presentations on financial services to groups to attract new clients. | —0 |
Receive sales order tickets and inspect forms to determine accuracy of information. | —0 |
Process paperwork for special orders, including margin or option purchases. | —0 |
Review securities transactions to ensure conformance to regulations. | —0 |
Write or sign sales order confirmation forms to record or approve security transactions. | —0 |
Make transportation arrangements for sold or purchased commodities. | —0 |
Reconcile account-related statements, such as quarterly or annual statements or confirmations. | —0 |
Report deficiencies in account payments, securities deliveries, or documentation requirements to avoid rule violations. | —0 |
Supervise support staff and ensure proper execution of contracts. | —0 |
Buy, sell, or trade carbon emissions permits. | —0 |
Identify or pursue investment strategies related to the green economy, including green hedge funds, renewable energy markets, or clean technology investment opportunities. | —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