محللو المخاطر المالية

الأعمال والمالية

التعرّض للذكاء الاصطناعي

مصدر البيانات: BLSتاريخ النشر: 2026-08
مرتفع جدًا· نسبي
منخفضأربع فئات نسبيةمرتفع جدًا
قيمة 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
مجموعة البيانات المصدر (تنزيل ملف XLSX)
مصدر البيانات: Anthropicتاريخ النشر: 2026-03
0.265
0.000نطاق القيم المعروضة هنا0.745
المقياس والأساس والمصدر
مؤشر التعرّض المرصود، 0–1 كما نُشر
مربوط بمهام O*NET
مجموعة البيانات المصدر
مصدر البيانات: ILOتاريخ النشر: 2025
0.44
0.09نطاق القيم المعروضة هنا0.70
قيمة 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 28%.
مجموعة البيانات المصدر

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

عرض 62 مهمة مخفية

Task	Claude.aiRaw / share %	APIRaw / share %
Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models. 13-2099	0.053113.6	0.01704.5
Inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions. 13-2051	0.051513.2	0.072419.0
Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation. 13-2099	0.02777.1	0.00701.8
Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs. 13-2051	0.02706.9	0.047112.3
Recommend investments and investment timing to companies, investment firm staff, or the public. 13-2051	0.02165.5	0.02205.8
Interpret results of financial analysis procedures. 13-2099	0.01985.1	0.02847.4
Structure or negotiate deals, such as corporate mergers, sales, or acquisitions. 13-2099	0.01644.2	0.01143.0
Provide application or analytical support to researchers or traders on issues such as valuations or data. 13-2099	0.01383.5	0.01012.6
Create client presentations of plan details. 13-2099	0.01303.3	0.00481.2
Employ financial models to develop solutions to financial problems or to assess the financial or capital impact of transactions. 13-2099	0.01193.0	0.00491.3
Monitor fundamental economic, industrial, and corporate developments by analyzing information from financial publications and services, investment banking firms, government agencies, trade publications, company sources, or personal interviews. 13-2051	0.01183.0	0.01323.5
Produce reports or presentations that outline findings, explain risk positions, or recommend changes. 13-2099	0.01082.8	0.00381.0
Draw charts and graphs, using computer spreadsheets, to illustrate technical reports. 13-2051	0.01052.7	0.00411.1
Develop or implement risk-assessment models or methodologies. 13-2099	0.00952.4	0.00892.3
Present oral or written reports on general economic trends, individual corporations, and entire industries. 13-2051	0.00842.1	0.00741.9
Evaluate and compare the relative quality of various securities in a given industry. 13-2051	0.00741.9	0.00721.9
Coordinate due diligence processes and the negotiation or execution of purchase or sale agreements. 13-2099	0.00711.8	0.00982.6
Produce written summary reports of financial research results. 13-2099	0.00681.7	0.01654.3
Prepare requirements documentation for use by software developers. 13-2099	0.00611.6	0.00230.6
Research new financial products or analytics to determine their usefulness. 13-2099	0.00581.5	0.00330.9
Prepare all materials for transactions or execution of deals. 13-2099	0.00531.3	0.00280.7
Analyze financial or operational performance of companies facing financial difficulties to identify or recommend remedies. 13-2099	0.00491.2	0.00611.6
Identify, track, or maintain metrics for trading system operations. 13-2099	0.00401.0	0.00441.2
Identify and analyze areas of potential risk to the assets, earning capacity, or success of organizations. 13-2099	0.00360.9	—0
Define or recommend model specifications or data collection methods. 13-2099	0.00340.9	—0
Review reports of suspected fraud to determine need for further investigation. 13-2099	0.00330.8	—0
Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques. 13-2099	0.00310.8	0.00371.0
Train others in fraud detection and prevention techniques. 13-2099	0.00310.8	—0
Prepare written reports of investigation findings. 13-2099	0.00290.7	—0
Conduct in-depth investigations of suspicious financial activity, such as suspected money-laundering efforts. 13-2099	0.00270.7	0.00441.2
Identify key risks and mitigating factors of potential investments, such as asset types and values, legal and ownership structures, professional reputations, customer bases, or industry segments. 13-2099	0.00220.6	0.00381.0
Prepare plans of action for investment, using financial analyses. 13-2051	0.00210.5	—0
Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques. 13-2099	0.00210.5	—0
Assess companies as investments for clients by examining company facilities. 13-2099	0.00200.5	0.00290.7
Provide statistical modeling advice to other departments. 13-2099	0.00200.5	—0
Analyze financial data to detect irregularities in areas such as billing trends, financial relationships, and regulatory compliance procedures. 13-2099	0.00180.4	0.00401.1
Perform securities valuation or pricing. 13-2099	0.00180.4	0.00170.4
Arrange financing of deals from sources such as financial institutions, agencies, or public or private companies. 13-2099	0.00170.4	0.00260.7
Design, implement, or maintain fraud detection tools or procedures.	—0	0.02536.6
Develop and maintain client relationships.	—0	0.00942.5
Maintain input or data quality of risk management systems.	—0	0.00561.5
Maintain or modify all financial analytic models in use.	—0	0.00180.5
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.	—0	0.00170.4
عرض 33 مهمة إضافية ▾عرض أقل ▴

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
Draw charts and graphs, using computer spreadsheets, to illustrate technical reports. O*NET Task ID 21617	1.0
Review or draft risk disclosures for offer documents. O*NET Task ID 21633	1.0
Analyze areas of potential risk to the assets, earning capacity, or success of organizations. O*NET Task ID 21605	0.5
Analyze new legislation to determine impact on risk exposure. O*NET Task ID 21606	0.5
Conduct statistical analyses to quantify risk, using statistical analysis software or econometric models. O*NET Task ID 21607	0.5
Confer with traders to identify and communicate risks associated with specific trading strategies or positions. O*NET Task ID 21608	0.5
Consult financial literature to ensure use of the latest models or statistical techniques. O*NET Task ID 21609	0.5
Contribute to development of risk management systems. O*NET Task ID 21610	0.5
Determine potential environmental impacts of new products or processes on long-term growth and profitability. O*NET Task ID 21611	0.5
Develop contingency plans to deal with emergencies. O*NET Task ID 21612	0.5
Develop or implement risk-assessment models or methodologies. O*NET Task ID 21613	0.5
Devise scenario analyses reflecting possible severe market events. O*NET Task ID 21614	0.5
Devise systems or processes to monitor validity of risk assessments. O*NET Task ID 21615	0.5
Document, and ensure communication of, key risks. O*NET Task ID 21616	0.5
Evaluate and compare the relative quality of various securities in a given industry. O*NET Task ID 21618	0.5
Evaluate the risks and benefits involved in implementing green building technologies. O*NET Task ID 21619	0.5
Evaluate the risks related to green investments, such as renewable energy company stocks. O*NET Task ID 21620	0.5
Gather risk-related data from internal or external resources. O*NET Task ID 21621	0.5
Identify key risks and mitigating factors of potential investments, such as asset types and values, legal and ownership structures, professional reputations, customer bases, or industry segments. O*NET Task ID 21622	0.5
Inform financial decisions by analyzing financial information to forecast business, industry, or economic conditions. O*NET Task ID 21623	0.5
Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs. O*NET Task ID 21624	0.5
Maintain input or data quality of risk management systems. O*NET Task ID 21625	0.5
Meet with clients to answer queries on subjects such as risk exposure, market scenarios, or values-at-risk calculations. O*NET Task ID 21626	0.5
Monitor developments in the fields of industrial technology, business, finance, and economic theory. O*NET Task ID 21627	0.5
Prepare plans of action for investment, using financial analyses. O*NET Task ID 21628	0.5
Produce reports or presentations that outline findings, explain risk positions, or recommend changes. O*NET Task ID 21629	0.5
Provide statistical modeling advice to other departments. O*NET Task ID 21630	0.5
Recommend investments and investment timing to companies, investment firm staff, or the public. O*NET Task ID 21631	0.5
Recommend ways to control or reduce risk. O*NET Task ID 21632	0.5
Track, measure, or report on aspects of market risk for traded issues. O*NET Task ID 21634	0.5
عرض 20 مهمة إضافية ▾عرض أقل ▴

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

معلومات مهنية

ILO

مفردات ESCO المهنية

مدير حقوق النشر / مديرة حقوق النشرESCO 3339.6
يتولى مديرو حقوق النشر مسؤولية حقوق الطبع والنشر الخاصة بالكتب. وهم يُنظّمون بيع هذه الحقوق بحيث يمكن ترجمة الكتب، أو تحويلها إلى أفلام، وما إلى ذلك.
مسؤول الانتقال / مسؤولة الانتقالESCO 3339.7
يساعد مسؤولو الانتقال الشركات والمؤسسات في نقل الموظفين. فهُم يخططون للانتقال بالكامل. ويُقدّم مسؤولو الانتقال المشورة بشأن العقارات. ويخططون لخدمات الانتقال ويهتمون بالرفاهية العامة للموظفين وأسرهم.
مروج / مروجةESCO 3339.5
يعمل المروّجون مع الفنانين (أو وكلائهم) والأماكن لترتيب عرض. ويتواصلون مع الفِرق والوكلاء للاتفاق على تاريخ الأداء والتفاوض على صفقة. ويحجزون مكانًا ويروّجون للعمل القادم. ويتأكدون من وجود كل ما تحتاجه الفرقة ويقومون بإعداد أوقات فحص الصوت وترتيب تشغيل العرض. يعمل بعض المروّجين بشكل مستقل، لكنهم قد يكونوا أيضًا مرتبطين بمكان أو مهرجان واحد.
مفاوضة عقد السياحة / مفاوضة عقد السياحةESCO 3339.9
يتفاوض مفاوضو عقود السياحة على العقود المتعلقة بالسياحة بين منظمي الرحلات السياحية ومقدمي الخدمات السياحية.
مستشار الملكية الفكرية / مستشارة الملكية الفكريةESCO 3339.4
يُقدِّم مستشارو الملكية الفكرية المشورة بشأن استخدام حقوق الملكية الفكرية مثل براءات الاختراع وحقوق التأليف والنشر والعلامات التجارية. فهُم يُساعدون العملاء على تقدير، من الناحية النقدية، محافظ الملكية الفكرية، واتباع الإجراءات القانونية الكافية لحماية هذه الملكية، والقيام بأنشطة الوساطة في براءات الاختراع.
وكيل المواهب / وكيلة المواهبESCO 3339.8
يُمثّل وكلاء المواهب الفنانين والمؤلفين وأصحاب الأداء والرياضيين. فهُم يشجّعون عملاءهم من أجل جذب أصحاب العمل المحتملين. ويقوم وكلاء المواهب بإعداد المظهر العام والاختبارات والعروض. وهم يعتنون بمفاوضات العقود.
بائع المزاد / بائعة المزادESCO 3339.2
يتولى بائعو المزاد إجراء المزادات عن طريق قبول العطاءات وإعلان البضائع المباعة.
وكيل مبيعات الإعلانات / وكيلة مبيعات الإعلاناتESCO 3339.1
يبيع وكلاء مبيعات الإعلانات مساحات إعلانية ووقت الوسائط الإعلامية للشركات والأفراد. ويُقدِّمون كلامًا تروجيًا للعملاء المحتملين ومتابعة ما بعد البيع.

المصدر: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

الترخيص: CC BY 4.0 (EU Reuse Notice)

عرض المصدر الأصلي

ESCO reuse terms and the modification notice are in Credits.

KEIS2025

Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.

공연·영화 및 음반 기획자KNOW K000000881
Job outlook: 증가(23%) 현상유지(33%) 감소(43%)
Wages (10,000 KRW): lower(25%) 3.575K average(50%) 4.3K upper(25%) 5.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 63.6
minacross 461 KNOW occupationsmax
Details
Duties
- -공연작품을 무대에 올리기 위해 작품 선정, 홍보, 마케팅, 공연결과 평가 등 제반 과정을 기획하고 추진한다.
- -음반시장 및 수요자 분석을 통해 음반을 기획하고, 적합한 가수, 연주자, 작곡ㆍ작사ㆍ편곡자를 선정하여 음반을 기획하고 제작한다.
- -영화 제작을 위해 시나리오, 영화감독 등을 선정하고, 제작비 투자 및 사용, 상영극장 섭외 등 제작 및 영화상영에 관한 업무 전반을 총괄한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
창의력(99) · 협상(98) · 재정 관리(97) · 인적자원 관리(97) · 설득(96)
Knowledge
예술(98) · 영업과 마케팅(82) · 의사소통과 미디어(78) · 국어(76) · 통신(66)
Work environment
연설, 발표, 회의하기(78) · 앉아서 근무(77) · 치열한 경쟁(77) · 불쾌하거나 무례한 사람 상대(77) · 주말 및 공휴일 근무(73)
Related occupations
연예인매니저
연예인매니저KNOW K000007574
Job outlook: 증가(7%) 현상유지(60%) 감소(33%)
Wages (10,000 KRW): lower(25%) 3.15K average(50%) 3.9K upper(25%) 4.575K
minacross 461 KNOW occupationsmax
Job satisfaction: 62.9
minacross 461 KNOW occupationsmax
Details
Duties
- -연예인의 활동일정을 관리하고 출연작품 선정을 위해 연예인과 협의한다.
- -출연을 제의한 영화사, 방송국, 기업체, 기타 일반 단체와 출연일정, 출연료 등을 협의하고 계약한다.
- -지방, 해외공연에 따른 여행일정, 교통, 숙박 등과 관련하여 세부적인 일정을 수립하고 협의한다.
- -대본이나 시나리오를 검토하여 담당연예인이 해당 배역을 소화할 수 있도록 체력 또는 특기활동 등을 훈련시킨다.
- -극중 인물의 성격을 효과적으로 표현할 수 있도록 언어, 연기 등을 협의한다.
- -연예인으로서 소질이 있는 사람을 현장에서 발굴하며, 성장할 수 있는 방안을 구상한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
시간 관리(98) · 기억력(93) · 청력(91) · 시력(80) · 모니터링(Monitoring)(80)
Knowledge
예술(90) · 영업과 마케팅(87) · 의사소통과 미디어(74) · 지리(68) · 심리(63)
Work environment
규칙적인 근무(100) · 움직이는 기계(99) · 주말 및 공휴일 근무(98) · 극단적으로 밝거나 부적절한 조명(98) · 걷거나 뛰기(90)
Related occupations
공연·영화 및 음반 기획자

The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.

التعرّض للذكاء الاصطناعي

Task-level exposure

معلومات مهنية

الوصف المهني لمنظمة العمل الدولية (ILO)

مفردات ESCO المهنية