مسوّو ومحققو المطالبات
الأعمال والماليةالتعرّض للذكاء الاصطناعي
- مصدر البيانات: BLSتاريخ النشر: 2026-08
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: 2026-03
0.082
0.000نطاق القيم المعروضة هنا0.745المقياس والأساس والمصدر
- مصدر البيانات: ILOتاريخ النشر: 2025
0.45
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 25%.
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 % |
|---|---|---|
Analyze information gathered by investigation and report findings and recommendations.13-1031 | 0.002862.8 | 0.002321.6 |
Examine titles to property to determine validity and act as company agent in transactions with property owners.13-1031 | 0.001737.2 | 0.001614.7 |
Examine claims investigated by insurance adjusters, further investigating questionable claims to determine whether to authorize payments. | —0 | 0.002926.5 |
Prepare reports to be submitted to company's data processing department. | —0 | 0.002321.6 |
Investigate, evaluate, and settle claims, applying technical knowledge and human relations skills to effect fair and prompt disposal of cases and to contribute to a reduced loss ratio. | —0 | 0.001715.7 |
| Not observed on any surface — 24 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. | ||
Pay and process claims within designated authority level. | —0 | —0 |
Adjust reserves or provide reserve recommendations to ensure that reserve activities are consistent with corporate policies. | —0 | —0 |
Enter claim payments, reserves and new claims on computer system, inputting concise yet sufficient file documentation. | —0 | —0 |
Resolve complex, severe exposure claims, using high service oriented file handling. | —0 | —0 |
Maintain claim files, such as records of settled claims and an inventory of claims requiring detailed analysis. | —0 | —0 |
Verify and analyze data used in settling claims to ensure that claims are valid and that settlements are made according to company practices and procedures. | —0 | —0 |
Present cases and participate in their discussion at claim committee meetings. | —0 | —0 |
Contact or interview claimants, doctors, medical specialists, or employers to get additional information. | —0 | —0 |
Confer with legal counsel on claims requiring litigation. | —0 | —0 |
Report overpayments, underpayments, and other irregularities. | —0 | —0 |
Communicate with reinsurance brokers to obtain information necessary for processing claims. | —0 | —0 |
Supervise claims adjusters to ensure that adjusters have followed proper methods. | —0 | —0 |
Conduct detailed bill reviews to implement sound litigation management and expense control. | —0 | —0 |
Examine claims forms and other records to determine insurance coverage. | —0 | —0 |
Negotiate claim settlements and recommend litigation when settlement cannot be negotiated. | —0 | —0 |
Prepare report of findings of investigation. | —0 | —0 |
Collect evidence to support contested claims in court. | —0 | —0 |
Interview or correspond with agents and claimants to correct errors or omissions and to investigate questionable claims. | —0 | —0 |
Refer questionable claims to investigator or claims adjuster for investigation or settlement. | —0 | —0 |
Investigate and assess damage to property and create or review property damage estimates. | —0 | —0 |
Interview or correspond with claimants, witnesses, police, physicians, or other relevant parties to determine claim settlement, denial, or review. | —0 | —0 |
Review police reports, medical treatment records, medical bills, or physical property damage to determine the extent of liability. | —0 | —0 |
Obtain credit information from banks and other credit services. | —0 | —0 |
Communicate with former associates to verify employment record and to obtain background information regarding persons or businesses applying for credit. | —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 |
|---|---|
Enter claim payments, reserves and new claims on computer system, inputting concise yet sufficient file documentation.O*NET Task ID 21429 | 1.0 |
Communicate with reinsurance brokers to obtain information necessary for processing claims.O*NET Task ID 21440 | 1.0 |
Prepare reports to be submitted to company's data processing department.O*NET Task ID 21441 | 1.0 |
Examine claims forms and other records to determine insurance coverage.O*NET Task ID 21417 | 0.5 |
Analyze information gathered by investigation and report findings and recommendations.O*NET Task ID 21418 | 0.5 |
Review police reports, medical treatment records, medical bills, or physical property damage to determine the extent of liability.O*NET Task ID 21419 | 0.5 |
Investigate and assess damage to property and create or review property damage estimates.O*NET Task ID 21420 | 0.5 |
Interview or correspond with agents and claimants to correct errors or omissions and to investigate questionable claims.O*NET Task ID 21421 | 0.5 |
Interview or correspond with claimants, witnesses, police, physicians, or other relevant parties to determine claim settlement, denial, or review.O*NET Task ID 21422 | 0.5 |
Investigate, evaluate, and settle claims, applying technical knowledge and human relations skills to effect fair and prompt disposal of cases and to contribute to a reduced loss ratio.O*NET Task ID 21423 | 0.5 |
Attend mediations or trials.O*NET Task ID 21443 | 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