كتاب الحسابات
المكتب والدعم الإداريالتعرّض للذكاء الاصطناعي
- مصدر البيانات: BLSتاريخ النشر: '26.08
مرتفع جدًا· نسبي
منخفضأربع فئات نسبيةمرتفع جدًاقيمة على مستوى المجموعة المهنية
المقياس والأساس والمصدر
أربع فئات نسبية (منخفض / متوسط / مرتفع / مرتفع جدًا)
831 مهنة تفصيلية في جدول توقعات التوظيف لدى BLS. وتُسند القيمة على مستوى رمز مصفوفة التوظيف الوطنية (NEM)، فالمهن التي تشترك في الرمز نفسه تأخذ النطاق نفسه
- مصدر البيانات: Anthropicتاريخ النشر: '26.03
0.310
0.000نطاق القيم المعروضة هنا0.745المقياس والأساس والمصدر
- مصدر البيانات: ILOتاريخ النشر: '25
0.49
0.09نطاق القيم المعروضة هنا0.70قيمة على مستوى المجموعة المهنية
المقياس والأساس والمصدر
مؤشر التعرّض للذكاء الاصطناعي التوليدي، 0–1 كما نُشر
وحدة التصنيف ISCO-08 — تأخذ كل المهن ذات الرمز نفسه هذه القيمة
محسوب من قِبل هذا الموقع وليس منشورًا من منظمة العمل الدولية: من بين 1,012 مهنة يربطها هذا الموقع بمجموعة بيانات المنظمة، تبلغ نسبة التي تساوي هذه القيمة أو تتجاوزها 21%.
ما نوع القيمة التي ينشرها هذا المصدر
فئة BLS رتبة نسبية لا مستوى مطلق، وليست قياسًا مباشرًا: فهي تجمع الرتب المئينية للمهنة في عدة دراسات منشورة في أربع فئات. وهي ليست توقّعًا للتوظيف أو الأجور، ولا احتمالًا للتبني، ولا تفرّق بين الأتمتة والتعزيز.
Task-level exposure
المهام ذات التعرض فقط| 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
تغيّرات حديثة تخصّ هذه المهنة
أبريل 2026: Bookkeeping clerks classified in office/administrative high-risk segment by OpenAI framework — repetitive structured ledger and reconciliation work.
[المصدر: OpenAI Jobs Transition Framework, April 2026]مارس 2026: Brookings retraining analysis: workers displaced by AI from clerical roles face challenging transitions. TAA participants remained underemployed even 4 years after job loss.
[المصدر: Brookings Institution]مارس 2026: AI Layoff Trap research highlights bookkeeping as especially vulnerable to over-automation due to highly structured task composition in competitive markets.
[المصدر: Falk & Tsoukalas (2026), The AI Layoff Trap]