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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
0.199
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
0.52
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15%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

非表示の作業 26 件を表示

Task	Claude.aiRaw / share %	APIRaw / share %
Develop or recommend network security measures, such as firewalls, network security audits, or automated security probes. 15-1143	0.029612.7	0.00721.9
Instruct in use of voice, video, and data communications systems. 15-1143	0.025210.8	0.00240.6
Manage user access to systems and equipment through account management and password administration. 15-1143	0.02139.1	0.128934.0
Maintain networks by performing activities such as file addition, deletion, or backup. 15-1143	0.02099.0	0.03318.7
Document technical specifications and operating standards for telecommunications equipment. 15-1143	0.01536.6	0.00501.3
Prepare detailed network specifications, including diagrams, charts, equipment configurations, or recommended technologies. 15-1143	0.01446.2	0.00200.5
Prepare or monitor project schedules, budgets, or cost control systems. 15-1143	0.01124.8	0.00421.1
Implement controls to provide security for operating systems, software, and data. 15-1143	0.01014.3	0.097225.6
Develop and implement solutions for network problems. 15-1143	0.00843.6	0.01002.6
Monitor and analyze network performance and data input/output reports to detect problems, identify inefficient use of computer resources, or perform capacity planning. 15-1143	0.00743.2	0.02987.9
Communicate with telecommunications vendors to obtain pricing and technical specifications for available hardware, software, or services. 15-1143	0.00693.0	0.00170.5
Develop and write procedures for installation, use, or troubleshooting of communications hardware or software. 15-1143	0.00662.8	0.00150.4
Prepare design presentations and proposals for staff or customers. 15-1143	0.00652.8	0.00210.5
Communicate with vendors to gather information about products, alert them to future needs, resolve problems, or address system maintenance issues. 15-1143	0.00482.1	0.00320.8
Develop or maintain project reporting systems. 15-1143	0.00421.8	—0
Explain design specifications to integration or test engineers. 15-1143	0.00421.8	—0
Document procedures for hardware and software installation and use. 15-1143	0.00401.7	—0
Communicate with customers, sales staff, or marketing staff to determine customer needs. 15-1143	0.00351.5	0.00461.2
Develop conceptual, logical, or physical network designs. 15-1143	0.00341.5	—0
Provide user support by diagnosing network and device problems and implementing technical or procedural solutions. 15-1143	0.00321.4	0.01614.2
Design, organize, and deliver product awareness, skills transfer, or product education sessions for staff or suppliers. 15-1143	0.00321.4	—0
Prepare system activity and performance reports. 15-1143	0.00301.3	0.02075.5
Consult with users, administrators, and engineers to identify business and technical requirements for proposed system modifications or technology purchases. 15-1143	0.00231.0	—0
Develop network-related documentation. 15-1143	0.00220.9	—0
Assess existing facilities' needs for new or modified telecommunications systems. 15-1143	0.00210.9	—0
Design, build, or operate equipment configuration prototypes, including network hardware, software, servers, or server operation systems. 15-1143	0.00190.8	—0
Determine specific network hardware or software requirements, such as platforms, interfaces, bandwidths, or routine schemas. 15-1143	0.00190.8	—0
Develop disaster recovery plans. 15-1143	0.00180.8	—0
Maintain or coordinate the maintenance of network peripherals, such as printers. 15-1143	0.00170.7	—0
Research and test new or modified hardware or software products to determine performance and interoperability. 15-1143	0.00160.7	—0
Document user support activity, such as system problems, corrective actions, resolution status, and completed equipment installations.	—0	0.00511.4
Communicate with system users to ensure accounts are set up properly or to diagnose and solve operational problems.	—0	0.00270.7
Review and evaluate requests from engineers, managers, and technicians for system modifications.	—0	0.00200.5
他 23 件の作業を表示 ▾折りたたむ ▴

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 and evaluate hardware and software to determine efficiency, reliability, or compatibility with existing systems. O*NET Task ID 16061	1.0
Prepare purchase requisitions for computer hardware and software, networking and telecommunications equipment, test equipment, cabling, or tools. O*NET Task ID 16066	1.0
Manage user access to systems and equipment through account management and password administration. O*NET Task ID 16070	1.0
Implement or perform preventive maintenance, backup, or recovery procedures. O*NET Task ID 16074	1.0
Implement controls to provide security for operating systems, software, and data. O*NET Task ID 16075	1.0
Document user support activity, such as system problems, corrective actions, resolution status, and completed equipment installations. O*NET Task ID 16076	1.0
Document technical specifications and operating standards for telecommunications equipment. O*NET Task ID 16077	1.0
Document procedures for hardware and software installation and use. O*NET Task ID 16078	1.0
Install, or coordinate installation of, new or modified hardware, software, or programming modules of telecommunications systems. O*NET Task ID 16083	1.0
Keep abreast of changes in industry practices and emerging telecommunications technology by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences. O*NET Task ID 16058	0.5
Estimate costs for system or component implementation and operation. O*NET Task ID 16059	0.5
Develop, maintain, or implement telecommunications disaster recovery plans to ensure business continuity. O*NET Task ID 16060	0.5
Review and evaluate requests from engineers, managers, and technicians for system modifications. O*NET Task ID 16063	0.5
Provide user support by diagnosing network and device problems and implementing technical or procedural solutions. O*NET Task ID 16064	0.5
Prepare system activity and performance reports. O*NET Task ID 16065	0.5
Use computer-aided design (CAD) software to prepare or evaluate network diagrams, floor plans, or site configurations for existing facilities, renovations, or new systems. O*NET Task ID 16067	0.5
Monitor and analyze system performance, such as network traffic, security, and capacity. O*NET Task ID 16069	0.5
Implement system renovation projects in collaboration with technical staff, engineering consultants, installers, and vendors. O*NET Task ID 16073	0.5
Consult with users, administrators, and engineers to identify business and technical requirements for proposed system modifications or technology purchases. O*NET Task ID 16080	0.5
Communicate with telecommunications vendors to obtain pricing and technical specifications for available hardware, software, or services. O*NET Task ID 16081	0.5
Assess existing facilities' needs for new or modified telecommunications systems. O*NET Task ID 16082	0.5
Order or maintain inventory of telecommunications equipment for customer premises equipment (CPE), facilities, access networks, or backbone networks. O*NET Task ID 20365	0.5
Instruct in use of voice, video, and data communications systems. O*NET Task ID 20366	0.5
他 13 件の作業を表示 ▾折りたたむ ▴

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

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.

정보 보안 전문가KNOW K000000832
Job outlook: 증가(43%) 현상유지(17%) 감소(40%)
Wages (10,000 KRW): lower(25%) 4.788K average(50%) 6.0K upper(25%) 8.373K
minacross 461 KNOW occupationsmax
Job satisfaction: 70.4
minacross 461 KNOW occupationsmax
Details
Duties
- -조직의 정보보호 정책, 표준, 기본방침, 절차, 모니터링 방법 등을 분석하여 정보보호 관련 환경수준을 평가한다.
- -네트워크의 위험하고 취약한 요소를 파악하여 대비책을 마련한다.
- -인트라넷, 엑스트라넷, 업무 관련 솔루션 및 제휴업체를 연결하는 정보보호 아키텍쳐를 구현한다.
- -조직의 정보보호 수준을 최상으로 유지하기 위해 정기적으로 정보보호 수준을 평가하고, 새롭게 대두되는 정보보호 방식을 채택한다.
- -인터넷망을 통한 외부로부터의 불법적인 침입을 차단하기 위해 방화벽을 구축한다.
- -외부로부터의 불법적인 침입을 탐지하기 위한 시스템을 개발한다.
- -컴퓨터 시스템에 대한 접근 권한을 부여한다.
- -컴퓨터 바이러스 백신 프로그램을 개발·보급한다.
- -컴퓨터 바이러스에 감염된 데이터를 복구한다.
- -정보보호 관련 소프트웨어 제품을 기획한다.
- -정보보호 업무 전반에 대하여 최고 경영자 및 업무관리자에게 보고하고, 이들을 대상으로 교육한다.
- -정보보호제도 입안 과정에 참여하여 기술 규격 및 표준화 제정에 협력한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
기술 분석(99) · 전산(99) · 문제 해결(97) · 논리적 분석(95) · 모니터링(Monitoring)(94)
Knowledge
컴퓨터와 전자공학(95) · 통신(95) · 법(82) · 영어(81) · 공학과 기술(79)
Work environment
앉아서 근무(89) · 이메일 이용하기(89) · 다른 사람과의 상호작용(87) · 다른 사람들을 조율하거나 이끌기(84) · 재택근무(84)
Related occupations
네트워크시스템개발자(네트워크엔지니어)
네트워크시스템개발자(네트워크엔지니어)KNOW K000000968
Job outlook: 증가(22%) 현상유지(32%) 감소(45%)
Wages (10,000 KRW): lower(25%) 4.1K average(50%) 6.0K upper(25%) 9.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 70
minacross 461 KNOW occupationsmax
Details
Duties
- -전체적인 네트워크시스템의 구조를 분석하고 평가하여 문제점과 개선책을 도출한다.
- -사용자의 요구사항에 부합되는 기본적인 네트워크 시스템의 구조를 기능성, 안정성, 확장성, 변경가능성, 관리 용이성에 입각하여 설계한다.
- -구성요소에 대한 세부적 사양을 설정한다
- -네트워크 관련 시스템에 대한 조사·분석과 벤치마킹의 과정을 통해 활용 가능성을 평가한다.
- -평가 검증된 네트워크 시스템을 기초로 세부적으로 시스템을 설계한다.
- -시스템 구축 전에 네트워크 장비들에 대한 설치 위치, 환경, 케이블 등의 구비 요건을 확인·점검한다.
- -시스템이 도입되면 단위 시스템에 대한 인터페이스와 설치 과정을 통해 시스템의 기능과 성능을 평가한다. -
- -단위 시스템의 평가가 완료되면 전체적으로 네트워크 시스템과 컴퓨터 시스템들을 통합 연동하여 종합적으로 평가하고 분석한다.
- -통합 구축된 네트워크 시스템의 시험 평가가 완료되면, 실제 운영에 대비한 네트워크 시스템의 운영 관리체계를 정립한다.
- -구축 완료된 네트워크 시스템에 대해서 일정 기간 실제 운영한 데이터를 분석·평가하여 시스템의 조정과정을 거쳐 기능과 성능을 향상시킨다.
- -네트워크의 고장이 발생하였을 경우 네트워크 관리자와 함께 원인을 파악하고, 복구를 위한 대책을 강구한다.
- -네트워크 시스템에 관한 보안 정책을 수립하고, 네트워크를 통한 해킹을 방지하기 위한 기술적 보안과 관리적 보안을 설계한다.
- -네트워크의 기술 동향 및 추세를 지속적으로 조사·분석하여 정보기술의 변화에 대비한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
전산(97) · 기술 설계(97) · 장비의 유지(97) · 고장의 발견.수리(96) · 작동 점검(95)
Knowledge
통신(97) · 컴퓨터와 전자공학(90) · 영어(81) · 공학과 기술(81) · 고객서비스(66)
Work environment
이메일 이용하기(88) · 공문, 문서 주고받기(84) · 반복적인 신체행동, 정신적 활동(84) · 다른 사람들을 조율하거나 이끌기(84) · 전화 대화하기(83)
Related occupations
정보 보안 전문가

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.

電気通信エンジニアリング専門家

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