Computer Systems Analysts

Computer & Mathematical

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
0.276
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
0.49
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, 21% 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 27 hidden tasks

Task	Claude.aiRaw / share %	APIRaw / share %
Troubleshoot program and system malfunctions to restore normal functioning. 15-1211	0.930049.2	1.050077.2
Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems. 15-1211	0.710037.6	0.06004.4
Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering. 15-1211	0.06003.2	0.04002.9
Expand or modify system to serve new purposes or improve work flow. 15-1211	0.05002.6	0.09006.6
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology. 15-1211	0.04002.1	0.03002.2
Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements. 15-1211	0.03001.6	0.04002.9
Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems. 15-1211	0.03001.6	0.01000.7
Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs. 15-1211	0.03001.6	0.00000.0
Assess the usefulness of pre-developed application packages and adapt them to a user environment. 15-1211	0.01000.5	0.01000.7
Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems. 15-1211	0.00000.0	0.01000.7
Identify, collect, record, or analyze data relevant to the nursing care of patients. 15-1211	0.00000.0	0.01000.7
Develop, document, and revise system design procedures, test procedures, and quality standards.	—0	0.01000.7
Show 2 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
Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems. O*NET Task ID 3465	1.0
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology. O*NET Task ID 3466	1.0
Expand or modify system to serve new purposes or improve work flow. O*NET Task ID 3470	1.0
Determine computer software or hardware needed to set up or alter system. O*NET Task ID 3472	1.0
Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering. O*NET Task ID 3474	1.0
Assess the usefulness of pre-developed application packages and adapt them to a user environment. O*NET Task ID 3475	1.0
Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs. O*NET Task ID 3476	1.0
Develop, document, and revise system design procedures, test procedures, and quality standards. O*NET Task ID 3477	1.0
Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes. O*NET Task ID 3478	1.0
Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements. O*NET Task ID 3480	1.0
Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems. O*NET Task ID 3482	1.0
Specify inputs accessed by the system and plan the distribution and use of the results. O*NET Task ID 3484	1.0
Troubleshoot program and system malfunctions to restore normal functioning. O*NET Task ID 20950	1.0
Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems. O*NET Task ID 3464	0.5
Confer with clients regarding the nature of the information processing or computation needs a computer program is to address. O*NET Task ID 3467	0.5
Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared. O*NET Task ID 3468	0.5
Train staff and users to work with computer systems and programs. O*NET Task ID 3473	0.5
Recommend new equipment or software packages. O*NET Task ID 3479	0.5
Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects. O*NET Task ID 3481	0.5
Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation. O*NET Task ID 3483	0.5
Show 10 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

integration engineerESCO 2511.16
Integration engineers develop and implement solutions which coordinate applications across the enterprise or its units and departments. They evaluate existing components or systems to determine integration requirements and ensure that the final solutions meet organisational needs. They reuse components when possible and assist management in taking decisions. They perform ICT system integration troubleshooting.
embedded system designerESCO 2511.4
Embedded system designers translate and design requirements and the high-level plan or architecture of an embedded control system according to technical software specifications.
green ICT consultantESCO 2511.6
Green ICT consultants advise organisations on their green ICT strategy and its implementation in the most effective and efficient manner to allow the organisation to reach their short, mid, and long term ICT environmental objectives.
data scientistESCO 2511.3
Data scientists find and interpret rich data sources, manage large amounts of data, merge data sources, ensure consistency of data-sets, and create visualisations to aid in understanding data. They build mathematical models using data, present and communicate data insights and findings to specialists and scientists in their team and if required, to a non-expert audience, and recommend ways to apply the data.
enterprise architectESCO 2511.5
Enterprise architects balance technological opportunities with business requirements. They also maintain a holistic view of the organisation's strategy, processes, information and ICT assets and link the business mission, strategy and processes to the ICT strategy.
ICT intelligent systems designerESCO 2511.10
ICT intelligent systems designers apply methods of artificial intelligence in engineering, robotics and computer science to design programs which simulate intelligence including thinking models, cognitive and knowledge-based systems, problem solving, and decision making. They also integrate structured knowledge into computer systems (ontologies, knowledge bases) in order to solve complex problems normally requiring a high level of human expertise or artificial intelligence methods.
ICT business analysis managerESCO 2511.7
ICT business analysis managers identify areas where information system changes are needed to support business plans and monitor the impact in terms of change management. They contribute to the general ICT functional requirements of the business organisation. ICT business analysis managers analyse business needs and translate them into ICT solutions.
ICT research consultantESCO 2511.11
ICT research consultants perform targeted ICT research and provide a final report to the client. They also use ICT tools to design questionnaires for surveys, analyse the results, write reports, present the results and make recommendations based on the research findings.
ICT system analystESCO 2511.12
ICT system analysts specify the system needs to meet the end user requirements. They analyse system functions in order to define their goals or purposes and to discover operations and procedures for accomplishing them most efficiently. They also design new IT solutions to improve business efficiency and productivity, produce outline designs and estimate costs of new systems, specify the operations the system will perform, and the way data will be viewed by the end user. They present the design to the users and work closely with the users to implement the solution.
ICT system developerESCO 2511.14
ICT system developers maintain, audit and improve organisational support systems. They use existing or new technologies to meet particular needs. They test both hardware and software system components, diagnose and resolve system faults.
ICT consultantESCO 2511.9
ICT consultants provide advice on how to optimise the use of existing tools and systems, make recommendations for the development and implementation of a business project or technological solution and contribute to project definitions. They raise awareness on information technology innovations and their potential value to a business. They also participate in the assessment and choice of ICT solutions.
ICT system integration consultantESCO 2511.15
ICT system integration consultants advise on bringing together different systems to interoperate within an organisation for enabling data sharing and reducing redundancy.

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.

컴퓨터시스템설계 및 분석가KNOW K000000856
Job outlook: 증가(17%) 현상유지(13%) 감소(70%)
Wages (10,000 KRW): lower(25%) 5.675K average(50%) 7.75K upper(25%) 9.65K
minacross 461 KNOW occupationsmax
Job satisfaction: 70.6
minacross 461 KNOW occupationsmax
Details
Duties
- -기업체, 대학교, 병원, 정부기관 등으로부터 시스템 구축 의뢰가 들어오면 새로운 시스템이 수행해야 할 기능과 특성, 데이터베이스 성격, 비용 등을 종합적으로 분석한다.
- -분석내용을 바탕으로 구축해야 할 하드웨어 및 소프트웨어, 소요기간 등을 산정하고 시스템 설계안을 기획한다.
- -시스템 설계 시 생산성을 극대화하기 위하여 고객의 요구사항을 체계적으로 반영하고, 컴퓨터프로그래머, 데이터베이스관리자, 컴퓨터보안전문가 등과 협의한다.
- -시스템 설계안에 제시된 기능이 제대로 구현되고, 일정에 맞춰 시스템 구축이 완료될 수 있도록 관리한다.
- -데이터베이스를 분석하고, 소프트웨어 튜닝을 실시하여 컴퓨터시스템의 환경을 최적화시킨다.
- -개발된 시스템이 안정적으로 운용되는지 시험하고 문제점이 발견되면 수정작업을 한다.
- -개발된 시스템을 운용하는 데 필요한 사용자 교육이나 기술평가를 하기도 한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
전산(97) · 기술 설계(96) · 논리적 분석(94) · 행동조정(93) · 기술 분석(93)
Knowledge
컴퓨터와 전자공학(94) · 통신(85) · 공학과 기술(82) · 영어(74) · 안전과 보안(70)
Work environment
재택근무(89) · 이메일 이용하기(89) · 다른 사람들을 조율하거나 이끌기(86) · 앉아서 근무(86) · 의사결정 권한(82)
Related occupations
정보통신컨설턴트 및 감리원
정보통신컨설턴트 및 감리원KNOW K000001085
Job outlook: 증가(13%) 현상유지(37%) 감소(50%)
Wages (10,000 KRW): lower(25%) 5.6K average(50%) 7.6K upper(25%) 10.25K
minacross 461 KNOW occupationsmax
Job satisfaction: 69.9
minacross 461 KNOW occupationsmax
Details
Duties
- -고객의 사업 비전과 부합되는 최적의 정보시스템을 구축함에 있어서 기술적, 운영적, 관리적 방안을 자문하고 제시한다.
- -데이터베이스 컨설턴트는 데이터베이스 시스템의 분석, 설계, 구축과 튜닝에 관련된 기술적 운영 관리적 측면에서의 컨설팅서비스를 제공한다.
- -네트워크 컨설턴트는 네트워크시스템의 분석, 설계, 구축과 운영 관리 등에 관한 기술적 운영 관리적 측면에서의 컨설팅서비스를 제공한다.
- -정보보안 컨설턴트는 인터넷으로부터의 정보보안에 관한 기술적 및 운영 관리적 측면에서의 컨설팅서비스를 제공한다.
- -웹컨설턴트는 웹과 관련된 다양한 기술과 마케팅 기법들에 대해 지식을 가지고, 기업이 웹을 이용하여 어떠한 업무를 하는 것이 적합한지에 대한 컨설팅부터 운영 중인 웹사이트의 문제점과 개선방향 등을 지적해주는 업무를 한다.
- -응용시스템 컨설턴트는 특정의 응용시스템(ERP, CRM 등)의 구축에 대한 컨설팅서비스를 전문으로 담당한다.
- -컴퓨터시스템감리전문가는 정보위험요소를 사전에 최소화 시키고, 정보시스템의 개발, 구축, 운영에 관한 사항을 점검하고 평가한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
전산(99) · 조직체계의 분석 및 평가(98) · 기술 설계(98) · 기술 분석(98) · 문제 해결(97)
Knowledge
컴퓨터와 전자공학(94) · 통신(88) · 공학과 기술(85) · 법(81) · 영어(77)
Work environment
연설, 발표, 회의하기(90) · 다른 사람과의 상호작용(88) · 이메일 이용하기(87) · 재택근무(87) · 외부 고객 대하기(87)
Related occupations
컴퓨터시스템설계 및 분석가

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