Commodities Traders
Business & Financial OperationsAI exposure
- Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.441
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.63
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 2% score at or above this value.
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Exposed tasks only| Task | Claude.aiRaw / share % |
|---|---|
Analyze target companies or investment opportunities to inform investment decisions.41-3031 | 0.080318.0 |
Explain stock market terms or trading practices to clients.41-3031 | 0.060413.5 |
Review financial periodicals, stock and bond reports, business publications, or other material to identify potential investments for clients or to keep abreast of trends affecting market conditions.41-3031 | 0.03257.3 |
Offer advice on the purchase or sale of particular securities.41-3031 | 0.03187.1 |
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 | 0.02575.7 |
Contact prospective customers to determine customer needs, present information, or explain available services.41-3031 | 0.02495.6 |
Prepare documents needed to implement plans selected by clients.41-3031 | 0.02385.3 |
Devise trading, option, or hedge strategies.41-3031 | 0.02285.1 |
Analyze market conditions to determine optimum times to execute securities transactions.41-3031 | 0.01964.4 |
Prepare financial reports to monitor client or corporate finances.41-3031 | 0.01794.0 |
| Not observed on any surface — 24 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 |
Keep accurate records of transactions. | —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 |
Read corporate reports and calculate ratios to determine best prospects for profit on stock purchases. | —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 |
Review business trends to advise customers regarding expected fluctuations. | —0 |
Make presentations on financial services to groups to attract new clients. | —0 |
Agree on buying or selling prices at optimal levels for clients. | —0 |
Make bids or offers to buy or sell securities. | —0 |
Receive sales order tickets and inspect forms to determine accuracy of information. | —0 |
Develop or maintain supplier or customer relationships. | —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