فاحصو المالية
الأعمال والماليةالتعرّض 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
0.043
0.000نطاق القيم المعروضة هنا0.745المقياس والأساس والمصدر
- مصدر البيانات: ILOتاريخ النشر: '25
0.62
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 3%.
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 % |
|---|---|---|
Review and analyze new, proposed, or revised laws, regulations, policies, and procedures to interpret their meaning and determine their impact.13-2061 | 0.045690.1 | 0.0287100.0 |
Prepare reports, exhibits and other supporting schedules that detail an institution's safety and soundness, compliance with laws and regulations, and recommended solutions to questionable financial conditions.13-2061 | 0.00326.3 | —0 |
Recommend actions to ensure compliance with laws and regulations, or to protect solvency of institutions.13-2061 | 0.00183.6 | —0 |
| Not observed on any surface — 14 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. | ||
Investigate activities of institutions to enforce laws and regulations and to ensure legality of transactions and operations or financial solvency. | —0 | —0 |
Plan, supervise, and review work of assigned subordinates. | —0 | —0 |
Examine the minutes of meetings of directors, stockholders and committees to investigate the specific authority extended at various levels of management. | —0 | —0 |
Review balance sheets, operating income and expense accounts, and loan documentation to confirm institution assets and liabilities. | —0 | —0 |
Review audit reports of internal and external auditors to monitor adequacy of scope of reports or to discover specific weaknesses in internal routines. | —0 | —0 |
Train other examiners in the financial examination process. | —0 | —0 |
Establish guidelines for procedures and policies that comply with new and revised regulations and direct their implementation. | —0 | —0 |
Direct and participate in formal and informal meetings with bank directors, trustees, senior management, counsels, outside accountants and consultants to gather information and discuss findings. | —0 | —0 |
Verify and inspect cash reserves, assigned collateral, and bank-owned securities to check internal control procedures. | —0 | —0 |
Review applications for mergers, acquisitions, establishment of new institutions, acceptance in Federal Reserve System, or registration of securities sales to determine their public interest value and conformance to regulations, and recommend acceptance or rejection. | —0 | —0 |
Resolve problems concerning the overall financial integrity of banking institutions including loan investment portfolios, capital, earnings, and specific or large troubled accounts. | —0 | —0 |
Evaluate data processing applications for institutions under examination to develop recommendations for coordinating existing systems with examination procedures. | —0 | —0 |
Confer with officials of real estate, securities, or financial institution industries to exchange views and discuss issues or pending cases. | —0 | —0 |
Provide regulatory compliance training to employees. | —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 |
|---|---|
Train other examiners in the financial examination process.O*NET Task ID 7322 | 1.0 |
Investigate activities of institutions to enforce laws and regulations and to ensure legality of transactions and operations or financial solvency.O*NET Task ID 7314 | 0.5 |
Review and analyze new, proposed, or revised laws, regulations, policies, and procedures to interpret their meaning and determine their impact.O*NET Task ID 7315 | 0.5 |
Plan, supervise, and review work of assigned subordinates.O*NET Task ID 7316 | 0.5 |
Recommend actions to ensure compliance with laws and regulations, or to protect solvency of institutions.O*NET Task ID 7317 | 0.5 |
Examine the minutes of meetings of directors, stockholders, and committees to investigate the specific authority extended at various levels of management.O*NET Task ID 7318 | 0.5 |
Prepare reports, exhibits, and other supporting schedules that detail an institution's safety and soundness, compliance with laws and regulations, and recommended solutions to questionable financial conditions.O*NET Task ID 7319 | 0.5 |
Review balance sheets, operating income and expense accounts, and loan documentation to confirm institution assets and liabilities.O*NET Task ID 7320 | 0.5 |
Review audit reports of internal and external auditors to monitor adequacy of scope of reports or to discover specific weaknesses in internal routines.O*NET Task ID 7321 | 0.5 |
Establish guidelines for procedures and policies that comply with new and revised regulations and direct their implementation.O*NET Task ID 7323 | 0.5 |
Direct and participate in formal and informal meetings with bank directors, trustees, senior management, counsels, outside accountants, and consultants to gather information and discuss findings.O*NET Task ID 7324 | 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
Occupation information
تغيّرات حديثة تخصّ هذه المهنة
أبريل 2026: ATE 0.42 by 2027 in SF Bay Tier 1. Part of the 91.7% of financial occupations crossing moderate-risk threshold in Tier 1 by 2027.
[المصدر: arXiv 2604.00186 (Gupta & Kumar, 2026)]مارس 2026: Published evergreen blog analysis: AI exposure 63%, automation risk 46/100 in 2025.
[المصدر: AI Changing Work Blog]