請求・記帳事務員
事務・管理サポート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
0.192
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
0.64
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1%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 % | APIRaw / share % |
|---|---|---|
Prepare itemized statements, bills, or invoices and record amounts due for items purchased or services rendered.43-3021 | 0.016634.1 | —0 |
Resolve discrepancies in accounting records.43-3021 | 0.009419.3 | 0.00677.8 |
Verify accuracy of billing data and revise any errors.43-3021 | 0.006212.7 | 0.033038.5 |
Review documents such as purchase orders, sales tickets, charge slips, or hospital records to compute fees or charges due.43-3021 | 0.00449.0 | 0.022125.8 |
Compile reports of cost factors, such as labor, production, storage, or equipment.43-3021 | 0.00387.8 | —0 |
Estimate market value of products or services.43-3021 | 0.00275.5 | —0 |
Monitor equipment to ensure proper operation.43-3021 | 0.00255.1 | —0 |
Compare previously prepared bank statements with canceled checks and reconcile discrepancies.43-3021 | 0.00163.3 | —0 |
Perform bookkeeping work, including posting data or keeping other records concerning costs of goods or services or the shipment of goods.43-3021 | 0.00153.1 | —0 |
Keep records of invoices and support documents. | —0 | 0.013215.4 |
| 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. | ||
Verify signatures and required information on checks. | —0 | —0 |
Post stop-payment notices to prevent payment of protested checks. | —0 | —0 |
Retrieve checks returned to customers in error, adjusting customer accounts and answering inquiries about errors as necessary. | —0 | —0 |
Route statements for mailing or over-the-counter delivery to customers. | —0 | —0 |
Fix minor problems, such as equipment jams, and notify repair personnel of major equipment problems. | —0 | —0 |
Encode and cancel checks, using bank machines. | —0 | —0 |
Take orders for imprinted checks. | —0 | —0 |
Maintain files of canceled checks and customers' signatures. | —0 | —0 |
Match statements with batches of canceled checks by account numbers. | —0 | —0 |
Weigh envelopes containing statements to determine correct postage and affix postage, using stamps or metering equipment. | —0 | —0 |
Load machines with statements, cancelled checks, or envelopes to prepare statements for distribution to customers or stuff envelopes by hand. | —0 | —0 |
Operate typing, adding, calculating, or billing machines. | —0 | —0 |
Type billing documents, shipping labels, credit memorandums, or credit forms, using typewriters or computers. | —0 | —0 |
Answer mail or telephone inquiries regarding rates, routing, or procedures. | —0 | —0 |
Compute credit terms, discounts, shipment charges, or rates for goods or services to complete billing documents. | —0 | —0 |
Track accumulated hours and dollar amounts charged to each client job to calculate client fees for professional services, such as legal or accounting services. | —0 | —0 |
Review compiled data on operating costs and revenues to set rates. | —0 | —0 |
Consult sources such as rate books, manuals, or insurance company representatives to determine specific charges or information such as rules, regulations, or government tax and tariff information. | —0 | —0 |
Update manuals when rates, rules, or regulations are amended. | —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 |
|---|---|
Post stop-payment notices to prevent payment of protested checks.O*NET Task ID 23237 | 1.0 |
Verify accuracy of billing data and revise any errors.O*NET Task ID 23238 | 1.0 |
Prepare itemized statements, bills, or invoices and record amounts due for items purchased or services rendered.O*NET Task ID 23240 | 1.0 |
Perform bookkeeping work, including posting data or keeping other records concerning costs of goods or services or the shipment of goods.O*NET Task ID 23241 | 1.0 |
Operate typing, adding, calculating, or billing machines.O*NET Task ID 23242 | 1.0 |
Resolve discrepancies in accounting records.O*NET Task ID 23243 | 1.0 |
Review documents, such as purchase orders, sales tickets, charge slips, or hospital records, to compute fees or charges due.O*NET Task ID 23245 | 1.0 |
Keep records of invoices and support documents.O*NET Task ID 23246 | 1.0 |
Route statements for mailing or over-the-counter delivery to customers.O*NET Task ID 23247 | 1.0 |
Compare previously prepared bank statements with canceled checks and reconcile discrepancies.O*NET Task ID 23251 | 1.0 |
Monitor equipment to ensure proper operation.O*NET Task ID 23248 | 0.0 |
Fix minor problems, such as equipment jams, and notify repair personnel of major equipment problems.O*NET Task ID 23249 | 0.0 |
Weigh envelopes containing statements to determine correct postage and affix postage, using stamps or metering equipment.O*NET Task ID 23250 | 0.0 |
Load machines with statements, cancelled checks, or envelopes to prepare statements for distribution to customers or stuff envelopes by hand.O*NET Task ID 23259 | 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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page