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AI露出度

  • データ出典: BLS公表時点: '26.08

    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

    出典データセット（XLSX ファイルのダウンロード）

  • データ出典: Anthropic公表時点: '26.03

    0.310

    0.000ここに掲載された値の範囲0.745
    尺度・母数・出典

    観測エクスポージャー指数、公開されたまま0–1

    O*NETタスクへの対応づけが基準

    出典データセット

  • データ出典: ILO公表時点: '25

    0.49

    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21%です。

    出典データセット

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
TaskClaude.aiRaw / share %
Classify, record, and summarize numerical and financial data to compile and keep financial records, using journals and ledgers or computers.

43-3031

0.046034.4
Perform financial calculations, such as amounts due, interest charges, balances, discounts, equity, and principal.

43-3031

0.026720.0
Compile statistical, financial, accounting, or auditing reports and tables pertaining to such matters as cash receipts, expenditures, accounts payable and receivable, and profits and losses.

43-3031

0.015811.8
Calculate costs of materials, overhead, and other expenses, based on estimates, quotations and price lists.

43-3031

0.01229.2
Compile budget data and documents, based on estimated revenues and expenses and previous budgets.

43-3031

0.00936.9
Calculate, prepare, and issue bills, invoices, account statements, and other financial statements according to established procedures.

43-3031

0.00795.9
Operate computers programmed with accounting software to record, store, and analyze information.

43-3031

0.00574.3
Debit, credit, and total accounts on computer spreadsheets and databases, using specialized accounting software.

43-3031

0.00564.2
Perform general office duties, such as filing, answering telephones, and handling routine correspondence.

43-3031

0.00251.9
Reconcile records of bank transactions.

43-3031

0.00201.5
Not observed on any surface — 20 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.
Check figures, postings, and documents for correct entry, mathematical accuracy, and proper codes.
—0
Comply with federal, state, and company policies, procedures, and regulations.
—0
Code documents according to company procedures.
—0
Access computerized financial information to answer general questions as well as those related to specific accounts.
—0
Operate 10-key calculators, typewriters, and copy machines to perform calculations and produce documents.
—0
Reconcile or note and report discrepancies found in records.
—0
Receive, record, and bank cash, checks, and vouchers.
—0
Match order forms with invoices, and record the necessary information.
—0
Prepare bank deposits by compiling data from cashiers, verifying and balancing receipts, and sending cash, checks, or other forms of payment to banks.
—0
Calculate and prepare checks for utilities, taxes, and other payments.
—0
Compare computer printouts to manually maintained journals to determine if they match.
—0
Prepare trial balances of books.
—0
Monitor status of loans and accounts to ensure that payments are up to date.
—0
Transfer details from separate journals to general ledgers or data processing sheets.
—0
Complete and submit tax forms and returns, workers' compensation forms, pension contribution forms, and other government documents.
—0
Maintain inventory records.
—0
Perform personal bookkeeping services.
—0
Compute deductions for income and social security taxes.
—0
Prepare purchase orders and expense reports.
—0
Prepare and process payroll information.
—0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

Occupation information

この職業に関わる最近の変化

2026年4月: Bookkeeping clerks classified in office/administrative high-risk segment by OpenAI framework — repetitive structured ledger and reconciliation work.

[出典: OpenAI Jobs Transition Framework, April 2026]

2026年3月: Brookings retraining analysis: workers displaced by AI from clerical roles face challenging transitions. TAA participants remained underemployed even 4 years after job loss.

[出典: Brookings Institution]

2026年3月: AI Layoff Trap research highlights bookkeeping as especially vulnerable to over-automation due to highly structured task composition in competitive markets.

[出典: Falk & Tsoukalas (2026), The AI Layoff Trap]