Financial Risk Specialists

Business & Financial Operations

AI exposure

Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery high
Group-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
Source dataset (XLSX download)
Data source: AnthropicPublished: 2026-03
0.265
0.000Range of values carried here0.745
Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Source dataset
Data source: ILOPublished: 2025
0.44
0.09Range of values carried here0.70
Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 28% score at or above this value.
Source dataset

What kind of figure this source publishes

The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.

Task-level exposure

Show 60 hidden tasks

Task	Claude.aiRaw / share %	APIRaw / share %
Inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions. 13-2051	0.063815.3	0.071921.2
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	0.053212.8	0.02838.3
Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs. 13-2051	0.02455.9	0.01765.2
Structure or negotiate deals, such as corporate mergers, sales, or acquisitions. 13-2099	0.02375.7	0.01494.4
Coordinate due diligence processes and the negotiation or execution of purchase or sale agreements. 13-2099	0.02325.6	0.02958.7
Recommend investments and investment timing to companies, investment firm staff, or the public. 13-2051	0.01694.1	0.01053.1
Draw charts and graphs, using computer spreadsheets, to illustrate technical reports. 13-2051	0.01543.7	0.00421.2
Interpret results of financial analysis procedures. 13-2099	0.01363.3	0.01193.5
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	0.01353.2	0.02036.0
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	0.01253.0	0.00320.9
Prepare all materials for transactions or execution of deals. 13-2099	0.01212.9	0.01354.0
Employ financial models to develop solutions to financial problems or to assess the financial or capital impact of transactions. 13-2099	0.01192.9	0.00341.0
Develop or implement risk-assessment models or methodologies. 13-2099	0.01082.6	0.01213.6
Create client presentations of plan details. 13-2099	0.00992.4	0.00170.5
Produce written summary reports of financial research results. 13-2099	0.00942.3	0.01644.8
Provide application or analytical support to researchers or traders on issues such as valuations or data. 13-2099	0.00942.3	0.00551.6
Produce reports or presentations that outline findings, explain risk positions, or recommend changes. 13-2099	0.00892.1	0.00441.3
Analyze financial or operational performance of companies facing financial difficulties to identify or recommend remedies. 13-2099	0.00862.1	0.00872.6
Prepare written reports of investigation findings. 13-2099	0.00771.9	—0
Prepare requirements documentation for use by software developers. 13-2099	0.00681.6	0.00401.2
Present oral or written reports on general economic trends, individual corporations, and entire industries. 13-2051	0.00641.5	0.00401.2
Evaluate and compare the relative quality of various securities in a given industry. 13-2051	0.00551.3	0.00812.4
Maintain knowledge of current events and trends in such areas as money laundering and criminal tools and techniques. 13-2099	0.00451.1	—0
Arrange financing of deals from sources such as financial institutions, agencies, or public or private companies. 13-2099	0.00441.1	0.00401.2
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	0.00330.8	—0
Maintain or modify all financial analytic models in use. 13-2099	0.00300.7	0.00240.7
Identify, track, or maintain metrics for trading system operations. 13-2099	0.00290.7	0.00621.8
Perform securities valuation or pricing. 13-2099	0.00290.7	0.00341.0
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues. 13-2099	0.00270.6	0.00240.7
Prepare evidence for presentation in court. 13-2099	0.00270.6	—0
Define or recommend model specifications or data collection methods. 13-2099	0.00260.6	0.00361.1
Research new financial products or analytics to determine their usefulness. 13-2099	0.00260.6	—0
Review reports of suspected fraud to determine need for further investigation. 13-2099	0.00250.6	0.00200.6
Conduct in-depth investigations of suspicious financial activity, such as suspected money-laundering efforts. 13-2099	0.00220.5	0.00240.7
Prepare plans of action for investment, using financial analyses. 13-2051	0.00220.5	—0
Identify and analyze areas of potential risk to the assets, earning capacity, or success of organizations. 13-2099	0.00220.5	—0
Train others in fraud detection and prevention techniques. 13-2099	0.00210.5	—0
Maintain input or data quality of risk management systems. 13-2099	0.00190.5	0.00581.7
Provide statistical modeling advice to other departments. 13-2099	0.00180.4	—0
Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques. 13-2099	0.00160.4	—0
Develop and maintain client relationships.	—0	0.00461.4
Analyze financial data to detect irregularities in areas such as billing trends, financial relationships, and regulatory compliance procedures.	—0	0.00230.7
Track, measure, or report on aspects of market risk for traded issues.	—0	0.00220.6
Assess companies as investments for clients by examining company facilities.	—0	0.00220.6
Conduct statistical analyses to quantify risk using statistical analysis software or econometric models.	—0	0.00160.5
Show 35 more tasks ▾Show less ▴

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
Show 20 more tasks ▾Show less ▴

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

ILO

ESCO occupational vocabulary

publishing rights managerESCO 3339.6
Publishing rights managers are responsible for the copyrights of books. They organise the sale of these rights so books can be translated, made into movies, etc.
relocation officerESCO 3339.7
Relocation officers help businesses and organisations with the move of employees. They plan the whole move. Relocation officers advise on real estate. They plan moving services and look after the general well-being of the employees and their family.
promoterESCO 3339.5
Promoters work with artists (or their agents) and venues on to arrange a show. They liaise with bands and agents to agree on a date for a performance and negotiate a deal. They book a venue and promote the upcoming gig. They make sure everything the band needs is in place and set up soundcheck times and the running order of the show. Some promoters work freelance, but they may also be tied to a single venue or festival.
tourism contract negotiatorESCO 3339.9
Tourism contract negotiators negotiate tourism-related contracts between a tour operator and tourism service providers.
intellectual property consultantESCO 3339.4
Intellectual property consultants provide advice on the usage of intellectual property assests such as patents, copyrights, and trademarks. They help clients to value, in monetary terms, intellectual property portfolios, to follow adequate legal procedures for protecting of such property, and to perform patent brokerage activities.
talent agentESCO 3339.8
Talent agents represent artists, authors, performers and athletes. They promote their clients in order to attract prospective employers. Talent agents set up public appearances, auditions and performances. They take care of contract negotiations.
auctioneerESCO 3339.2
Auctioneers conduct auctions by accepting bids and declaring goods sold.
advertising sales agentESCO 3339.1
Advertising sales agents sell advertising space and media time to businesses and individuals. They make sales pitches to potential clients and follow up on after-sales.

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

License: CC BY 4.0 (EU Reuse Notice)

View original

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.

AI exposure

Task-level exposure

Occupation information

ILO occupational description

ESCO occupational vocabulary