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办公与行政支持

AI暴露度

  • 数据来源: BLS发布时间: '26.08

    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

    来源数据集（XLSX 文件下载）

  • 数据来源: Anthropic发布时间: '26.03

    0.310

    0.000此处所载数值的范围0.745
    尺度 · 母数 · 来源

    观测暴露度指数，按发布原值0–1

    以O*NET任务映射为基准

    来源数据集

  • 数据来源: ILO发布时间: '25

    0.49

    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 21%。

    来源数据集

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
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

与本职业相关的近期变化

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

[来源: 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.

[来源: 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.

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