簿记员
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
- 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
- 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%。
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| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Classify, record, and summarize numerical and financial data to compile and keep financial records, using journals and ledgers or computers.43-3031 | 0.041830.7 | 0.084065.3 |
Perform financial calculations, such as amounts due, interest charges, balances, discounts, equity, and principal.43-3031 | 0.034325.2 | 0.00241.8 |
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 | 0.024217.8 | 0.023718.4 |
Compile budget data and documents, based on estimated revenues and expenses and previous budgets.43-3031 | 0.01359.9 | 0.00272.1 |
Calculate, prepare, and issue bills, invoices, account statements, and other financial statements according to established procedures.43-3031 | 0.00503.7 | —0 |
Operate computers programmed with accounting software to record, store, and analyze information.43-3031 | 0.00483.5 | 0.00483.8 |
Compute deductions for income and social security taxes.43-3031 | 0.00312.3 | —0 |
Reconcile records of bank transactions.43-3031 | 0.00201.5 | 0.00312.4 |
Perform general office duties, such as filing, answering telephones, and handling routine correspondence.43-3031 | 0.00201.5 | 0.00161.3 |
Prepare and process payroll information.43-3031 | 0.00201.5 | —0 |
| Not observed on any surface — 16 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 | —0 |
Debit, credit, and total accounts on computer spreadsheets and databases, using specialized accounting software. | —0 | —0 |
Code documents according to company procedures. | —0 | —0 |
Operate 10-key calculators, typewriters, and copy machines to perform calculations and produce documents. | —0 | —0 |
Reconcile or note and report discrepancies found in records. | —0 | —0 |
Receive, record, and bank cash, checks, and vouchers. | —0 | —0 |
Match order forms with invoices, and record the necessary information. | —0 | —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 | —0 |
Compare computer printouts to manually maintained journals to determine if they match. | —0 | —0 |
Prepare trial balances of books. | —0 | —0 |
Monitor status of loans and accounts to ensure that payments are up to date. | —0 | —0 |
Transfer details from separate journals to general ledgers or data processing sheets. | —0 | —0 |
Complete and submit tax forms and returns, workers' compensation forms, pension contribution forms, and other government documents. | —0 | —0 |
Maintain inventory records. | —0 | —0 |
Perform personal bookkeeping services. | —0 | —0 |
Prepare purchase orders and expense reports. | —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 |
|---|---|
Check figures, postings, and documents for correct entry, mathematical accuracy, and proper codes.O*NET Task ID 2486 | 1.0 |
Operate computers programmed with accounting software to record, store, and analyze information.O*NET Task ID 2487 | 1.0 |
Debit, credit, and total accounts on computer spreadsheets and databases, using specialized accounting software.O*NET Task ID 2489 | 1.0 |
Classify, record, and summarize numerical and financial data to compile and keep financial records, using journals and ledgers or computers.O*NET Task ID 2490 | 1.0 |
Code documents according to company procedures.O*NET Task ID 2493 | 1.0 |
Operate 10-key calculators, typewriters, and copy machines to perform calculations and produce documents.O*NET Task ID 2495 | 1.0 |
Perform financial calculations, such as amounts due, interest charges, balances, discounts, equity, and principal.O*NET Task ID 2497 | 1.0 |
Perform general office duties, such as filing, answering telephones, and handling routine correspondence.O*NET Task ID 2498 | 1.0 |
Calculate and prepare checks for utilities, taxes, and other payments.O*NET Task ID 2501 | 1.0 |
Compare computer printouts to manually maintained journals to determine if they match.O*NET Task ID 2502 | 1.0 |
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
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]