ウェブ管理者

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
0.311
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

非表示の作業 151 件を表示

Task	Claude.aiRaw / share %	APIRaw / share %
Search electronic sources, such as databases or repositories, or manual sources for information. 15-1299	4.950064.0	5.720045.1
Confer with users to analyze, configure, or troubleshoot applications. 15-1299	0.64008.3	0.15001.2
Provide technical guidance or support for the development or troubleshooting of systems. 15-1299	0.48006.2	0.07000.6
Write and execute scripts to automate tasks, such as parsing large data files. 15-1299	0.21002.7	0.16001.3
Create, analyze, report, convert, or transfer data, using specialized applications program software. 15-1299	0.15001.9	0.24001.9
Evaluate existing systems to determine effectiveness, and suggest changes to meet organizational requirements. 15-1299	0.08001.0	0.04000.3
Monitor system operation to detect potential problems. 15-1299	0.07000.9	0.67005.3
Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation. 15-1299	0.06000.8	3.560028.1
Review or update Web page content or links in a timely manner, using appropriate tools. 15-1299	0.06000.8	0.11000.9
Retrieve electronic assets from repository for distribution to users, collecting and returning to repository, if necessary. 15-1299	0.06000.8	0.11000.9
Document design specifications, installation instructions, and other system-related information. 15-1299	0.06000.8	0.05000.4
Investigate system component suitability for specified purposes, and make recommendations regarding component use. 15-1299	0.06000.8	0.04000.3
Develop application-specific software. 15-1299	0.06000.8	0.04000.3
Correct testing-identified problems, or recommend actions for their resolution. 15-1299	0.05000.6	0.02000.2
Develop system engineering, software engineering, system integration, or distributed system architectures. 15-1299	0.05000.6	0.01000.1
Provide technical support to computer users for installation and use of security products. 15-1299	0.05000.6	0.01000.1
Develop a maintainable code base using object-oriented design principles, practices, or patterns. 15-1299	0.04000.5	0.03000.2
Recommend procedures, equipment, or software upgrades to increase data accessibility or ease of use. 15-1299	0.04000.5	0.01000.1
Provide training or technical assistance in Web site implementation or use. 15-1299	0.04000.5	0.00000.0
Develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing. 15-1299	0.03000.4	0.02000.2
Communicate project information through presentations, technical reports, or white papers. 15-1299	0.03000.4	0.01000.1
Consult with end users regarding problems in accessing electronic content. 15-1299	0.03000.4	0.01000.1
Perform security analyses of developed or packaged software components. 15-1299	0.02000.3	0.42003.3
Analyze, interpret, or disseminate system performance data. 15-1299	0.02000.3	0.21001.7
Check and analyze operating system or application log files regularly to verify proper system performance. 15-1299	0.02000.3	0.14001.1
Gather, analyze, or document user feedback to locate or resolve sources of problems. 15-1299	0.02000.3	0.10000.8
Write technical summaries to report findings. 15-1299	0.02000.3	0.06000.5
Prepare project status reports by collecting, analyzing, and summarizing information and trends. 15-1299	0.02000.3	0.03000.2
Configure servers to meet functional specifications. 15-1299	0.02000.3	0.02000.2
Develop or implement software tools to assist in the detection, prevention, and analysis of security threats. 15-1299	0.02000.3	0.02000.2
Develop or approve project plans, schedules, or budgets. 15-1299	0.02000.3	0.01000.1
Develop or implement procedures for ongoing Web site revision. 15-1299	0.02000.3	0.01000.1
Initiate, review, or approve modifications to project plans. 15-1299	0.02000.3	0.01000.1
Develop, document, or maintain standards, best practices, or system usage procedures. 15-1299	0.02000.3	0.01000.1
Design and implement dashboard and data visualizations to meet customer reporting needs. 15-1299	0.02000.3	0.01000.1
Provide advice on project costs, design concepts, or design changes. 15-1299	0.02000.3	0.00000.0
Develop or document style guidelines for Web site content. 15-1299	0.02000.3	0.00000.0
Conduct predictive or reactive analyses on security measures to support cyber security initiatives. 15-1299	0.01000.1	0.10000.8
Identify security system weaknesses, using penetration tests. 15-1299	0.01000.1	0.08000.6
Conduct network and security system audits, using established criteria. 15-1299	0.01000.1	0.04000.3
Identify or implement solutions to information security problems. 15-1299	0.01000.1	0.03000.2
Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability. 15-1299	0.01000.1	0.02000.2
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software. 15-1299	0.01000.1	0.02000.2
Develop or install software, such as firewalls and data encryption programs, to protect sensitive information. 15-1299	0.01000.1	0.02000.2
Determine sources of Web page or server problems, and take action to correct such problems. 15-1299	0.01000.1	0.01000.1
Develop and manage work breakdown structure (WBS) of information technology projects. 15-1299	0.01000.1	0.01000.1
Document penetration test findings. 15-1299	0.01000.1	0.01000.1
Recommend information security enhancements to management. 15-1299	0.01000.1	0.01000.1
Troubleshoot security and network problems. 15-1299	0.01000.1	0.01000.1
Perform computer programming, data analysis, or software development for Geographic Information Systems (GIS) applications, including the maintenance of existing systems or research and development for future enhancements. 15-1299	0.01000.1	0.00000.0
Perform risk assessments to develop response strategies. 15-1299	0.00000.0	0.03000.2
Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata. 15-1299	0.00000.0	0.03000.2
Gather cyber intelligence to identify vulnerabilities. 15-1299	0.00000.0	0.02000.2
Research, test, or verify proper functioning of software patches and fixes. 15-1299	0.00000.0	0.01000.1
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel. 15-1299	0.00000.0	0.01000.1
Track, compile, and analyze Web site usage data. 15-1299	0.00000.0	0.01000.1
Test issues such as system integration, performance, and system security on a regular schedule or after any major program modifications. 15-1299	0.00000.0	0.01000.1
Conduct investigations of information security breaches to identify vulnerabilities and evaluate the damage. 15-1299	0.00000.0	0.01000.1
Review security assessments for computing environments or check for compliance with cybersecurity standards and regulations. 15-1299	0.00000.0	0.01000.1
Write audit reports to communicate technical and procedural findings and recommend solutions.	—0	0.03000.2
Assess current or future customer needs and priorities by communicating directly with customers, conducting surveys, or other methods.	—0	0.01000.1
Test the security of systems by attempting to gain access to networks, Web-based applications, or computers.	—0	0.01000.1
Assess the quality of security controls, using performance indicators.	—0	0.01000.1
他 53 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
Back up or modify applications and related data to provide for disaster recovery. O*NET Task ID 14731	1.0
Determine sources of Web page or server problems, and take action to correct such problems. O*NET Task ID 14732	1.0
Review or update Web page content or links in a timely manner, using appropriate tools. O*NET Task ID 14733	1.0
Implement Web site security measures, such as firewalls or message encryption. O*NET Task ID 14735	1.0
Administer internet or intranet infrastructure, including Web, file, and mail servers. O*NET Task ID 14736	1.0
Collaborate with development teams to discuss, analyze, or resolve usability issues. O*NET Task ID 14737	1.0
Test backup or recovery plans regularly and resolve any problems. O*NET Task ID 14738	1.0
Monitor Web developments through continuing education, reading, or participation in professional conferences, workshops, or groups. O*NET Task ID 14739	1.0
Implement updates, upgrades, and patches in a timely manner to limit loss of service. O*NET Task ID 14740	1.0
Identify or document backup or recovery plans. O*NET Task ID 14741	1.0
Collaborate with Web developers to create and operate internal and external Web sites, or to manage projects, such as e-marketing campaigns. O*NET Task ID 14742	1.0
Install or configure Web server software or hardware to ensure that directory structure is well-defined, logical, and secure, and that files are named properly. O*NET Task ID 14743	1.0
Develop Web site performance metrics. O*NET Task ID 14745	1.0
Identify or address interoperability requirements. O*NET Task ID 14746	1.0
Document installation or configuration procedures to allow maintenance and repetition. O*NET Task ID 14747	1.0
Identify, standardize, and communicate levels of access and security. O*NET Task ID 14748	1.0
Test issues such as system integration, performance, and system security on a regular schedule or after any major program modifications. O*NET Task ID 14750	1.0
Inform Web site users of problems, problem resolutions, or application changes and updates. O*NET Task ID 14752	1.0
Document application and Web site changes or change procedures. O*NET Task ID 14753	1.0
Develop or implement procedures for ongoing Web site revision. O*NET Task ID 14754	1.0
Provide training or technical assistance in Web site implementation or use. O*NET Task ID 14755	1.0
Evaluate or recommend server hardware or software. O*NET Task ID 14757	1.0
Correct testing-identified problems, or recommend actions for their resolution. O*NET Task ID 14758	1.0
Develop or document style guidelines for Web site content. O*NET Task ID 14759	1.0
Check and analyze operating system or application log files regularly to verify proper system performance. O*NET Task ID 14761	1.0
Set up or maintain monitoring tools on Web servers or Web sites. O*NET Task ID 14762	1.0
Develop testing routines and procedures. O*NET Task ID 14763	1.0
Evaluate testing routines or procedures for adequacy, sufficiency, and effectiveness. O*NET Task ID 14764	1.0
Test new software packages for use in Web operations or other applications. O*NET Task ID 14765	1.0
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel. O*NET Task ID 14734	0.5
Gather, analyze, or document user feedback to locate or resolve sources of problems. O*NET Task ID 14744	0.5
Track, compile, and analyze Web site usage data. O*NET Task ID 14749	0.5
Recommend Web site improvements, and develop budgets to support recommendations. O*NET Task ID 14751	0.5
Perform user testing or usage analyses to determine Web sites' effectiveness or usability. O*NET Task ID 14756	0.5
Develop and implement marketing plans for home pages, including print advertising or advertisement rotation. O*NET Task ID 14760	0.5
他 25 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

ILO（国際労働機関）の職業説明

Database and Network Professionals Not Elsewhere Classified

他に分類されないデータベース・ネットワーク専門職

出典: 総務省「国際標準職業分類（ISCO）2008年改定版（仮訳）分類項目名一覧（和英対照）」— 原著：ILO ISCO-08 © International Labour Organization（日本語訳は総務省がILOの許可を得て作成）

原文を見る

This unit group includes database and network professionals not classified elsewhere in Minor Group 252: Database and Network Professionals. For instance, the group includes information and communications technology security specialists.

作業

In such cases tasks would include -
(a) developing plans to safeguard computer files against accidental or unauthorized modification, destruction or disclosure and to meet emergency data processing needs;
(b) training users and promoting security awareness to ensure system security and to improve server and network efficiency;
(c) conferring with users to discuss issues such as computer data access needs, security violations, and programming changes;
(d) monitoring current reports of computer viruses to determine when to update virus protection systems;
(e) modifying computer security files to incorporate new software, correct errors or change individual access status;
(f) monitoring use of data files and regulate access to safeguard information in computer files;
(g) performing risk assessments and executing tests of data processing system to ensure functioning of data processing activities and security measures;
(h) encrypting data transmissions and erecting firewalls to conceal confidential information as it is being transmitted and to keep out tainted digital transfers.

職業例

Data miner · Digital forensic specialist · Security specialist (ICT)

間接マッピング — この職業はルールベースのフォールバックにより ISCO 小分類に紐付けられています。

ISCO-08 2529

Sources: ILO ISCO-08 — details: Credits

ESCO 職業語彙

ICT security administratorESCO 2529.5
ICT security administrators plan and carry out security measures to protect information and data from unauthorised access, deliberate attack, theft and corruption.
digital forensics expertESCO 2529.2
Digital forensics experts retrieve and analyse information from computers and other types of data storage devices. They examine digital media that may have been hidden, encrypted or damaged, in a forensic manner with the aim to identify, preserve, recover, analyse and present facts and opinions about the digital information.
ICT security consultantESCO 2529.6
ICT security consultants advise and implement solutions to control access to data and programs. They promote a safe exchange of information.
chief ICT security officerESCO 2529.1
Chief ICT security officers protect company and employee information against unauthorized access. They also define the Information System security policy, manage security deployment across all Information Systems and ensure the provision of information availability.
ethical hackerESCO 2529.3
Ethical hackers perform security vulnerability assessments and penetration tests in accordance with industry-accepted methods and protocols. They analyse systems for potential vulnerabilities that may result from improper system configuration, hardware or software flaws, or operational weaknesses.
ICT security managerESCO 2529.7
ICT security managers propose and implement necessary security updates. They advise, support, inform and provide training and security awareness and take direct action on all or part of a network or system.
knowledge engineerESCO 2529.8
Knowledge engineers integrate structured knowledge into computer systems (knowledge bases) in order to solve complex problems normally requiring a high level of human expertise or artificial intelligence methods. They are also responsible for eliciting or extracting knowledge from information sources, maintaining this knowledge, and making it available to the organisation or users. To achieve this, they are aware of knowledge representation and maintenance techniques (rules, frames, semantic nets, ontologies) and use knowledge extraction techniques and tools. They can design and build expert or artificial intelligence systems that use this knowledge.
ICT resilience managerESCO 2529.4
ICT resilience managers research, plan and develop models, policies, methods, techniques and tools that enhance an organisation's cyber security, resilience and disaster recovery.

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.

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)
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