Quantitative Analysts

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
0.461
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 33 hidden tasks

Task	Claude.aiRaw / share %	APIRaw / share %
Prepare appropriate formatting to data sets as requested. 15-2041	0.084015.7	0.408933.7
Evaluate sources of information to determine any limitations in terms of reliability or usability. 15-2041	0.054510.2	0.143011.8
Prepare data for processing by organizing information, checking for any inaccuracies, and adjusting and weighting the raw data. 15-2041	0.04187.8	0.292524.1
Report results of statistical analyses, including information in the form of graphs, charts, and tables. 15-2041	0.03486.5	0.02572.1
Read technical literature and participate in continuing education or professional associations to maintain awareness of current database technology and best practices. 15-2041	0.03366.3	0.01120.9
Prepare articles for publication or presentation at professional conferences. 15-2041	0.03015.6	0.00280.2
Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports. 15-2041	0.02875.4	0.01481.2
Contribute to the compilation, organization, and production of protocols, clinical study reports, regulatory submissions, or other controlled documentation. 15-2041	0.02795.2	0.01481.2
Write program code to analyze data using statistical analysis software. 15-2041	0.02634.9	0.04343.6
Develop and test experimental designs, sampling techniques, and analytical methods. 15-2041	0.02053.8	0.00890.7
Prepare data analysis listings and activity, performance, or progress reports. 15-2041	0.01943.6	0.11139.2
Develop an understanding of fields to which statistical methods are to be applied to determine whether methods and results are appropriate. 15-2041	0.01883.5	0.00400.3
Develop software applications or programming to use for statistical modeling and graphic analysis. 15-2041	0.01643.1	0.00600.5
Design research projects that apply valid scientific techniques and use information obtained from baselines or historical data to structure uncompromised and efficient analyses. 15-2041	0.01462.7	0.00850.7
Report results of statistical analyses in peer-reviewed papers and technical manuals. 15-2041	0.01412.6	0.00960.8
Identify relationships and trends in data, as well as any factors that could affect the results of research. 15-2041	0.01172.2	0.03222.7
Draw conclusions or make predictions based on data summaries or statistical analyses. 15-2041	0.01021.9	0.01481.2
Process large amounts of data for statistical modeling and graphic analysis, using computers. 15-2041	0.01001.9	0.00910.7
Read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences. 15-2041	0.00921.7	0.00150.1
Examine theories, such as those of probability and inference, to discover mathematical bases for new or improved methods of obtaining and evaluating numerical data. 15-2041	0.00581.1	0.00230.2
Design forms for receiving, processing, or tracking data. 15-2041	0.00480.9	0.00250.2
Collect data through surveys or experimentation. 15-2041	0.00370.7	0.01020.8
Plan or direct research studies related to life sciences. 15-2041	0.00290.5	—0
Prepare tables and graphs to present clinical data or results. 15-2041	0.00260.5	0.00190.2
Analyze clinical data using appropriate statistical tools. 15-2041	0.00210.4	0.00220.2
Train staff on technical procedures or software program usage. 15-2041	0.00210.4	—0
Provide support and information to functional areas such as marketing, clinical monitoring, and medical affairs. 15-2041	0.00180.3	0.00340.3
Write research proposals or grant applications for submission to external bodies. 15-2041	0.00180.3	—0
Process clinical data, including receipt, entry, verification, or filing of information.	—0	0.02251.9
Perform quality control audits to ensure accuracy, completeness, or proper usage of clinical systems and data.	—0	0.00260.2
Design and validate clinical databases including designing or testing logic checks.	—0	0.00210.2
Show 21 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
Prepare appropriate formatting to data sets as requested. O*NET Task ID 16268	1.0
Develop technical specifications for data management programming and communicate needs to information technology staff. O*NET Task ID 16270	1.0
Develop or select specific software programs for various research scenarios. O*NET Task ID 16271	1.0
Write work instruction manuals, data capture guidelines, or standard operating procedures. O*NET Task ID 16273	1.0
Design and validate clinical databases, including designing or testing logic checks. O*NET Task ID 16281	1.0
Design forms for receiving, processing, or tracking data. O*NET Task ID 16286	1.0
Read technical literature and participate in continuing education or professional associations to maintain awareness of current database technology and best practices. O*NET Task ID 16266	0.5
Provide support and information to functional areas such as marketing, clinical monitoring, and medical affairs. O*NET Task ID 16267	0.5
Evaluate processes and technologies, and suggest revisions to increase productivity and efficiency. O*NET Task ID 16269	0.5
Contribute to the compilation, organization, and production of protocols, clinical study reports, regulatory submissions, or other controlled documentation. O*NET Task ID 16272	0.5
Track the flow of work forms, including in-house data flow or electronic forms transfer. O*NET Task ID 16274	0.5
Train staff on technical procedures or software program usage. O*NET Task ID 16275	0.5
Supervise the work of data management project staff. O*NET Task ID 16276	0.5
Prepare data analysis listings and activity, performance, or progress reports. O*NET Task ID 16277	0.5
Perform quality control audits to ensure accuracy, completeness, or proper usage of clinical systems and data. O*NET Task ID 16278	0.5
Monitor work productivity or quality to ensure compliance with standard operating procedures. O*NET Task ID 16279	0.5
Generate data queries, based on validation checks or errors and omissions identified during data entry, to resolve identified problems. O*NET Task ID 16280	0.5
Confer with end users to define or implement clinical system requirements such as data release formats, delivery schedules, and testing protocols. O*NET Task ID 16282	0.5
Analyze clinical data using appropriate statistical tools. O*NET Task ID 16283	0.5
Process clinical data, including receipt, entry, verification, or filing of information. O*NET Task ID 16284	0.5
Develop project-specific data management plans that address areas such as coding, reporting, or transfer of data, database locks, and work flow processes. O*NET Task ID 16285	0.5
Show 11 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