医療情報学スペシャリスト

コンピュータ・数学

AI露出度

データ出典: BLS公表時点: 2026-08
非常に高い· 相対
低い4段階の相対区分非常に高い
職業群単位の値
尺度・母数・出典
4段階の相対区分（低い / 中程度 / 高い / 非常に高い）
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
出典データセット（XLSX ファイルのダウンロード）
データ出典: Anthropic公表時点: 2026-03
0.276
0.000ここに掲載された値の範囲0.745
尺度・母数・出典
観測エクスポージャー指数、公開されたまま0–1
O*NETタスクへの対応づけが基準
出典データセット
データ出典: ILO公表時点: 2025
0.49
0.09ここに掲載された値の範囲0.70
職業群単位の値
尺度・母数・出典
生成AI露出度指数、公開されたまま0–1
ISCO-08の職業小分類単位 — 同じコードの職業はすべて同じ値
当サイトの算出であり、ILOが公表した数値ではありません。当サイトがILOデータセットに結び付けた職業1,012件のうち、この値以上のものは21%です。
出典データセット

この出典がどのような性格の値か

BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。

Task-level exposure

露出のある作業のみ

Task	Claude.aiRaw / share %	APIRaw / share %
Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes. 15-1121	0.891933.0	0.951151.1
Confer with clients regarding the nature of the information processing or computation needs a computer program is to address. 15-1121	0.628723.2	0.10565.7
Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements. 15-1121	0.387614.3	0.17119.2
Assess the usefulness of pre-developed application packages and adapt them to a user environment. 15-1121	0.352713.0	0.216811.6
Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems. 15-1121	0.14395.3	0.04732.5
Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling and information engineering. 15-1121	0.08413.1	0.03631.9
Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs. 15-1121	0.06462.4	0.03461.9
Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems. 15-1121	0.04911.8	0.193310.4
Recommend new equipment or software packages. 15-1121	0.02560.9	0.00920.5
Develop or implement policies or practices to ensure the privacy, confidentiality, or security of patient information. 15-1121	0.01630.6	0.02031.1
Use informatics science to design or implement health information technology applications to resolve clinical or health care administrative problems. 15-1121	0.01420.5	0.01450.8
Design, develop, select, test, implement, and evaluate new or modified informatics solutions, data structures, and decision-support mechanisms to support patients, health care professionals, and their information management and human-computer and human-technology interactions within health care contexts. 15-1121	0.01230.5	0.01390.7
Provide staff and users with assistance solving computer related problems, such as malfunctions and program problems. 15-1121	0.00830.3	0.00790.4
Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation. 15-1121	0.00690.3	—0
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology. 15-1121	0.00620.2	0.01020.5
Determine computer software or hardware needed to set up or alter system. 15-1121	0.00550.2	0.00220.1
Develop, implement or evaluate health information technology applications, tools, processes or structures to assist nurses with data management. 15-1121	0.00250.1	0.00220.1
Analyze computer and information technologies to determine applicability to nursing practice, education, administration and research. 15-1121	0.00230.1	0.00240.1
Analyze and interpret patient, nursing, or information systems data to improve nursing services. 15-1121	0.00180.1	0.00390.2
Plan, install, repair or troubleshoot telehealth technology applications or systems in homes. 15-1121	0.00170.1	—0
Specify inputs accessed by the system and plan the distribution and use of the results.	—0	0.01070.6
Identify, collect, record or analyze data that are relevant to the nursing care of patients.	—0	0.00490.3
Coordinate and link the computer systems within an organization to increase compatibility and so information can be shared.	—0	0.00410.2
他 13 件の作業を表示 ▾折りたたむ ▴
Not observed on any surface — 15 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.
Consult with management to ensure agreement on system principles.	—0	—0
Expand or modify system to serve new purposes or improve work flow.	—0	—0
Train staff and users to work with computer systems and programs.	—0	—0
Develop, document and revise system design procedures, test procedures, and quality standards.	—0	—0
Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects.	—0	—0
Interview or survey workers, observe job performance or perform the job to determine what information is processed and how it is processed.	—0	—0
Disseminate information about nursing informatics science and practice to the profession, other health care professions, nursing students, and the public.	—0	—0
Translate nursing practice information between nurses and systems engineers, analysts, or designers using object-oriented models or other techniques.	—0	—0
Apply knowledge of computer science, information science, nursing, and informatics theory to nursing practice, education, administration, or research, in collaboration with other health informatics specialists.	—0	—0
Design, conduct, or provide support to nursing informatics research.	—0	—0
Develop or deliver training programs for health information technology, creating operating manuals as needed.	—0	—0
Develop strategies, policies or procedures for introducing, evaluating or modifying information technology applied to nursing practice, administration, education, or research.	—0	—0
Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in informatics.	—0	—0
Provide consultation to nurses regarding hardware or software configuration.	—0	—0
Inform local, state, national and international health policies related to information management and communication, confidentiality and security, patient safety, infrastructure development and economics.	—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
Design, develop, select, test, implement, and evaluate new or modified informatics solutions, data structures, and decision-support mechanisms to support patients, health care professionals, and their information management and human-computer and human-technology interactions within health care contexts. O*NET Task ID 18088	0.5
Disseminate information about nursing informatics science and practice to the profession, other health care professions, nursing students, and the public. O*NET Task ID 18089	0.5
Translate nursing practice information between nurses and systems engineers, analysts, or designers, using object-oriented models or other techniques. O*NET Task ID 18090	0.5
Use informatics science to design or implement health information technology applications for resolution of clinical or health care administrative problems. O*NET Task ID 18092	0.5
Develop, implement, or evaluate health information technology applications, tools, processes, or structures to assist nurses with data management. O*NET Task ID 18093	0.5
Analyze and interpret patient, nursing, or information systems data to improve nursing services. O*NET Task ID 18094	0.5
Analyze computer and information technologies to determine applicability to nursing practice, education, administration, and research. O*NET Task ID 18095	0.5
Apply knowledge of computer science, information science, nursing, and informatics theory to nursing practice, education, administration, or research, in collaboration with other health informatics specialists. O*NET Task ID 18096	0.5
Develop or implement policies or practices to ensure the privacy, confidentiality, or security of patient information. O*NET Task ID 18097	0.5
Design, conduct, or provide support to nursing informatics research. O*NET Task ID 18098	0.5
Develop or deliver training programs for health information technology, creating operating manuals as needed. O*NET Task ID 18099	0.5
Develop strategies, policies or procedures for introducing, evaluating, or modifying information technology applied to nursing practice, administration, education, or research. O*NET Task ID 18100	0.5
Identify, collect, record, or analyze data relevant to the nursing care of patients. O*NET Task ID 18101	0.5
Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in informatics. O*NET Task ID 18102	0.5
Provide consultation to nurses regarding hardware or software configuration. O*NET Task ID 18103	0.5
Inform local, state, national, and international health policies related to information management and communication, confidentiality and security, patient safety, infrastructure development, and economics. O*NET Task ID 18104	0.5
他 6 件の作業を表示 ▾折りたたむ ▴
Plan, install, repair, or troubleshoot telehealth technology applications or systems in homes. O*NET Task ID 18091	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

職業情報

ILO

ESCO 職業語彙

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.

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

ライセンス: CC BY 4.0 (EU Reuse Notice)

原文を見る

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露出度

Task-level exposure

職業情報

ILO（国際労働機関）の職業説明

ESCO 職業語彙