Engenheiros DevOps

Name: Engenheiros DevOps — published AI exposure indices
Creator: AI Changing Work

Computação e Matemática

Exposição à IA

Fonte dos dados: BLSPublicado: 2026-08
Muito alto· relativa
BaixoQuatro faixas relativasMuito alto
Valor por grupo ocupacional
Escala, base e fonte
Quatro faixas relativas (Baixo / Moderado / Alto / Muito alto)
831 ocupações detalhadas da tabela de projeções de emprego do BLS. O valor é atribuído por código da National Employment Matrix (NEM), pelo que as ocupações que partilham um código NEM recebem a mesma banda
Conjunto de dados de origem (transferência XLSX)
Fonte dos dados: AnthropicPublicado: 2026-03
0.311
0.000Intervalo dos valores aqui apresentados0.745
Escala, base e fonte
Índice de exposição observada, 0–1 tal como publicado
Mapeado sobre tarefas O*NET
Conjunto de dados de origem
Fonte dos dados: ILOPublicado: 2025
0.49
0.09Intervalo dos valores aqui apresentados0.70
Valor por grupo ocupacional
Escala, base e fonte
Índice de exposição à IA generativa, 0–1 tal como publicado
Grupo de base CITP-08 — todas as ocupações com o mesmo código recebem este valor
Calculado por este site, não publicado pela OIT: das 1.012 ocupações que este site liga ao conjunto de dados da OIT, 21% atingem ou superam este valor.
Conjunto de dados de origem

Que tipo de valor esta fonte publica

A categoria de BLS é uma posição relativa, não um nível absoluto, e também não é uma medição de primeira mão: agrupa em quatro faixas as posições percentis da ocupação em vários estudos publicados. Não é uma previsão de emprego ou de salários, não é uma probabilidade de adoção e não distingue automação de aumento.

Task-level exposure

Ver 146 tarefas ocultas

Task	Claude.aiRaw / share %	APIRaw / share %
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies. 15-1199	3.672941.1	3.472226.1
Provide feedback and recommendations to developers on software usability and functionality. 15-1199	0.41494.6	0.49653.7
Determine sources of web page or server problems, and take action to correct such problems. 15-1199	0.39964.5	0.22081.7
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks. 15-1199	0.33323.7	2.414118.1
Develop transactional Web applications, using Web programming software and knowledge of programming languages, such as hypertext markup language (HTML) and extensible markup language (XML). 15-1199	0.27833.1	0.13161.0
Consult with multiple stakeholders to define requirements and implement online features. 15-1199	0.20422.3	0.08160.6
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source. 15-1199	0.17401.9	0.38842.9
Search electronic sources, such as databases or repositories, or manual sources for information. 15-1199	0.16851.9	0.15241.1
Configure servers to meet functional specifications. 15-1199	0.16611.9	0.15381.2
Design databases to support business applications, ensuring system scalability, security, performance and reliability. 15-1199	0.15501.7	0.07380.6
Provide technical guidance or support for the development or troubleshooting of systems. 15-1199	0.15321.7	0.01480.1
Help programmers and systems analysts test and debug new programs. 43-9011	0.14981.7	0.22731.7
Document software defects, using a bug tracking system, and report defects to software developers. 15-1199	0.13321.5	0.75795.7
Develop application-specific software. 15-1199	0.12671.4	0.16031.2
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions. 15-1199	0.12621.4	0.03210.2
Evaluate or recommend server hardware or software. 15-1199	0.12391.4	0.06100.5
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction. 15-1199	0.11771.3	0.20811.6
Demonstrate database technical functionality, such as performance, security and reliability. 15-1199	0.10361.2	0.03580.3
Design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure. 15-1199	0.10181.1	0.04380.3
Develop or implement procedures for ongoing web site revision. 15-1199	0.09611.1	0.11000.8
Respond to program error messages by finding and correcting problems or terminating the program. 43-9011	0.07910.9	0.08660.7
Perform security analyses of developed or packaged software components. 15-1199	0.06900.8	1.05007.9
Evaluate or recommend software for testing or bug tracking. 15-1199	0.06770.8	0.03140.2
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance. 15-1199	0.05670.6	0.02480.2
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements. 15-1199	0.05560.6	0.03860.3
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow. 15-1199	0.05430.6	0.05500.4
Identify methods for interfacing Web application technologies with enterprise resource planning or other system software. 15-1199	0.05210.6	0.04560.3
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements. 15-1199	0.05070.6	0.02110.2
Document and communicate database schemas, using accepted notations. 15-1199	0.04350.5	0.06890.5
Develop or document style guidelines for web site content. 15-1199	0.04310.5	0.03460.3
Develop and document database architectures. 15-1199	0.03890.4	0.02210.2
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources. 15-1199	0.03820.4	0.20681.6
Develop data models for applications, metadata tables, views or related database structures. 15-1199	0.03570.4	0.02270.2
Record information such as computer operating time, problems that occurred, and actions taken. 43-9011	0.03520.4	0.10080.8
Identify, standardize, and communicate levels of access and security. 15-1199	0.03480.4	0.06720.5
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders. 15-1199	0.03230.4	0.05690.4
Develop system engineering, software engineering, system integration, or distributed system architectures. 15-1199	0.02890.3	0.00650.0
Design or develop automated testing tools. 15-1199	0.02710.3	0.10470.8
Create content strategies for digital media. 15-1199	0.02700.3	0.01630.1
Collaborate with web, multimedia, or art design staffs to create multimedia Web sites or other internet content that conforms to brand and company visual format. 15-1199	0.02620.3	0.02800.2
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs. 15-1199	0.02550.3	0.04010.3
Provide guidelines for implementing secure systems to customers or installation teams. 15-1199	0.02500.3	0.00610.0
Prepare project status reports by collecting, analyzing, and summarizing information and trends. 15-1199	0.02430.3	0.03550.3
Provide or coordinate troubleshooting support for data warehouses. 15-1199	0.02430.3	0.01190.1
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures. 15-1199	0.02410.3	0.03870.3
Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications. 15-1199	0.02290.3	0.00510.0
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims. 15-1199	0.02260.3	0.03110.2
Analyze, interpret, or disseminate system performance data. 15-1199	0.02060.2	0.08200.6
Document technical functions and specifications for new or proposed content management systems. 15-1199	0.02020.2	0.00480.0
Retrieve, separate and sort program output as needed, and send data to specified users. 43-9011	0.01990.2	0.06230.5
Review or update web page content or links in a timely manner, using appropriate tools. 15-1199	0.01950.2	0.07450.6
Create, analyze, report, convert, or transfer data, using specialized applications program software. 15-1199	0.01800.2	0.14631.1
Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility. 15-1199	0.01800.2	0.01470.1
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software. 15-1199	0.01710.2	0.01080.1
Design and implement warehouse database structures. 15-1199	0.01690.2	0.01310.1
Create visual representations of geospatial data using complex procedures, such as analytical modeling, three-dimensional renderings, or plot creation. 15-1199	0.01650.2	0.00360.0
Provide technical support to junior staff or clients. 15-1199	0.01500.2	0.00470.0
Prepare functional or technical documentation for data warehouses. 15-1199	0.01470.2	0.00250.0
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel. 15-1199	0.01440.2	0.06380.5
Implement web site security measures, such as firewalls or message encryption. 15-1199	0.01270.1	0.00410.0
Synthesize current business intelligence or trend data to support recommendations for action. 15-1199	0.01260.1	0.01010.1
Analyze competitive market strategies through analysis of related product, market, or share trends. 15-1199	0.01240.1	0.00400.0
Provide advice on project costs, design concepts, or design changes. 15-1199	0.01220.1	0.00150.0
Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs). 15-1199	0.01210.1	0.03500.3
Identify and analyze industry or geographic trends with business strategy implications. 15-1199	0.01140.1	0.00230.0
Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications. 15-1199	0.01110.1	0.00850.1
Identify system data, hardware, or software components required to meet user needs. 15-1199	0.01080.1	0.01030.1
Provide technical support for computer-based Geographic Information Systems (GIS) mapping software. 15-1199	0.01060.1	0.00200.0
Execute or manage social media campaigns to inform search marketing tactics. 15-1199	0.01050.1	0.01300.1
Map data between source systems, data warehouses, and data marts. 15-1199	0.00980.1	0.03220.2
Plan and install upgrades of database management system software to enhance database performance. 15-1199	0.00970.1	0.00550.0
Operate spreadsheet programs and other types of software to load and manipulate data and to produce reports. 43-9011	0.00960.1	0.00770.1
Develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing. 15-1199	0.00950.1	0.00500.0
Test system modifications to prepare for implementation. 15-1199	0.00930.1	0.17351.3
Develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases. 15-1199	0.00830.1	0.00860.1
Disseminate information regarding tools, reports, or metadata enhancements. 15-1199	0.00780.1	0.01170.1
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements. 15-1199	0.00770.1	0.00510.0
Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software. 15-1199	0.00770.1	0.00420.0
Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users. 15-1199	0.00770.1	0.00160.0
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures. 15-1199	0.00760.1	0.26792.0
Conduct market research analysis to identify search query trends, real-time search and news media activity, popular social media topics, electronic commerce trends, market opportunities, or competitor performance. 15-1199	0.00760.1	0.01400.1
Design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements. 15-1199	0.00760.1	0.00690.1
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. 15-1199	0.00750.1	0.00420.0
Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods. 15-1199	0.00740.1	0.01380.1
Update automated test scripts to ensure currency. 15-1199	0.00730.1	0.08270.6
Develop data warehouse process models, including sourcing, loading, transformation, and extraction. 15-1199	0.00730.1	0.00510.0
Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns. 15-1199	0.00690.1	0.01550.1
Document design specifications, installation instructions, and other system-related information. 15-1199	0.00690.1	0.00410.0
Provide training or technical assistance in web site implementation or use. 15-1199	0.00680.1	0.00160.0
Create and enforce database development standards. 15-1199	0.00660.1	0.00720.1
Administer document and system access rights and revision control to ensure security of system and integrity of master documents. 15-1199	0.00650.1	0.03090.2
Conduct online marketing initiatives, such as paid ad placement, affiliate programs, sponsorship programs, email promotions, or viral marketing campaigns on social media Web sites. 15-1199	0.00650.1	0.01300.1
Collaborate with artists to achieve appropriate visual style. 15-1199	0.00620.1	0.01250.1
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI). 15-1199	0.00620.1	—0
Monitor bug resolution efforts and track successes. 15-1199	0.00600.1	0.10810.8
Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content. 15-1199	0.00590.1	0.01690.1
Develop or maintain archived procedures, procedural codes, or queries for applications. 15-1199	0.00590.1	0.00950.1
Gather, analyze, or document user feedback to locate or resolve sources of problems. 15-1199	0.00580.1	0.04050.3
Select cartographic elements needed for effective presentation of information. 15-1199	0.00570.1	0.00220.0
Provide technical support for existing reports, dashboards, or other tools. 15-1199	0.00560.1	0.01270.1
Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies. 15-1199	0.00550.1	0.00410.0
Verify stability, interoperability, portability, security, or scalability of system architecture. 15-1199	0.00520.1	0.00370.0
Track, compile, and analyze web site usage data. 15-1199	0.00510.1	0.02600.2
Prepare support documentation and training materials for end users of document management systems. 15-1199	0.00470.1	0.00170.0
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components. 15-1199	0.00460.1	0.00210.0
Analyze technology trends to identify markets for future product development or to improve sales of existing products. 15-1199	0.00440.0	—0
Collect and analyze Web metrics, such as visits, time on site, page views per visit, transaction volume and revenue, traffic mix, click-through rates, conversion rates, cost per acquisition, or cost per click. 15-1199	0.00420.0	0.00840.1
Analyze Geographic Information Systems (GIS) data to identify spatial relationships or display results of analyses, using maps, graphs, or tabular data. 15-1199	0.00410.0	0.00970.1
Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends. 15-1199	0.00400.0	0.00150.0
Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information. 15-1199	0.00400.0	—0
Create or implement metadata processes and frameworks. 15-1199	0.00390.0	0.01970.1
Assist in the assessment, acquisition, or deployment of new electronic document management systems. 15-1199	0.00380.0	0.01840.1
Optimize digital assets, such as text, graphics, or multimedia assets, for search engine optimization (SEO) or for display and usability on internet-connected devices. 15-1199	0.00380.0	0.00250.0
Maintain library of model documents, templates, or other reusable knowledge assets. 15-1199	0.00350.0	0.01000.1
Maintain or modify existing Geographic Information Systems (GIS) databases. 15-1199	0.00310.0	0.00430.0
Recommend procedures or equipment or software upgrades to increase data accessibility or ease of use. 15-1199	0.00310.0	—0
Write, review, or execute plans for testing new or established document management systems. 15-1199	0.00300.0	0.00280.0
Notify supervisor or computer maintenance technicians of equipment malfunctions. 43-9011	0.00280.0	0.00570.0
Design, program, or model Geographic Information Systems (GIS) applications or procedures. 15-1199	0.00280.0	—0
Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability. 15-1199	0.00240.0	—0
Prepare training materials for or make presentations to Geographic Information Systems (GIS) users. 15-1199	0.00240.0	—0
Document specifications for business intelligence or information technology (IT) reports, dashboards, or other outputs. 15-1199	0.00230.0	—0
Check and analyze operating system or application logfiles regularly to verify proper system performance. 15-1199	0.00210.0	0.02530.2
Identify, review, or select vendors or consultants to meet project needs. 15-1199	0.00210.0	0.00400.0
Develop or approve project plans, schedules, or budgets. 15-1199	0.00210.0	—0
Implement business rules via stored procedures, middleware, or other technologies. 15-1199	0.00200.0	0.03010.2
Coordinate sales or other promotional strategies with merchandising, operations, or inventory control staff to ensure product catalogs are current, accurate, and organized for best findability against user intent. 15-1199	0.00200.0	0.01610.1
Communicate with staff or clients to understand specific system requirements. 15-1199	0.00200.0	0.00200.0
Develop and maintain design level documentation, including mechanics, guidelines, and mission outlines. 15-1199	0.00200.0	—0
Confer with users to analyze, configure, or troubleshoot applications. 15-1199	0.00180.0	0.00720.1
Select methods, techniques, or criteria for data warehousing evaluative procedures. 15-1199	0.00180.0	0.00270.0
Assess current or future customer needs and priorities through communicating directly with customers, conducting surveys, or other methods. 15-1199	0.00170.0	0.00850.1
Implement scanning or other automated data entry procedures, using imaging devices and document imaging software. 15-1199	0.00160.0	0.00810.1
Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems. 15-1199	0.00160.0	0.00150.0
Develop and manage work breakdown structure (WBS) of information technology projects. 15-1199	0.00160.0	—0
Monitor or track project milestones and deliverables. 15-1199	0.00150.0	0.01260.1
Participate in the development or implementation of online marketing strategy. 15-1199	0.00150.0	—0
Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.	—0	0.01000.1
Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.	—0	0.00770.1
Investigate customer problems referred by technical support.	—0	0.00650.0
Enter data into Geographic Information Systems (GIS) databases, using techniques such as coordinate geometry, keyboard entry of tabular data, manual digitizing of maps, scanning or automatic conversion to vectors, or conversion of other sources of digital data.	—0	0.00650.0
Direct or coordinate activities of project personnel.	—0	0.00620.0
Identify, evaluate, or procure hardware or software for implementing online marketing campaigns.	—0	0.00520.0
Maintain or update business intelligence tools, databases, dashboards, systems, or methods.	—0	0.00440.0
Manage timely flow of business intelligence information to users.	—0	0.00410.0
Combine secondary data sources with keyword research to more accurately profile and satisfy user intent.	—0	0.00360.0
Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.	—0	0.00300.0
Manage project execution to ensure adherence to budget, schedule, and scope.	—0	0.00260.0
Provide technical support during software installation or configuration.	—0	0.00230.0
Confer with project personnel to identify and resolve problems.	—0	0.00220.0
Define and analyze objectives, scope, issues, or organizational impact of information systems.	—0	0.00210.0
Test software systems or applications for software enhancements or new products.	—0	0.00210.0
Operate data capture technology to import digitized documents into document management system.	—0	0.00210.0
Identify or monitor current and potential customers, using business intelligence tools.	—0	0.00200.0
Exercise security surveillance over document processing, reproduction, distribution, storage, or archiving.	—0	0.00200.0
Execute and manage communications with digital journalists or bloggers.	—0	0.00200.0
Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.	—0	0.00190.0
Implement online customer service processes to ensure positive and consistent user experiences.	—0	0.00170.0
Assist in setting up or optimizing analytics tools for tracking visitors' behaviors.	—0	0.00160.0
Ver mais 149 tarefas ▾Ver menos ▴

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
Document design specifications, installation instructions, and other system-related information. O*NET Task ID 14668	1.0
Verify stability, interoperability, portability, security, or scalability of system architecture. O*NET Task ID 14669	1.0
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components. O*NET Task ID 14670	1.0
Provide technical guidance or support for the development or troubleshooting of systems. O*NET Task ID 14672	1.0
Provide customers or installation teams guidelines for implementing secure systems. O*NET Task ID 14674	1.0
Investigate system component suitability for specified purposes, and make recommendations regarding component use. O*NET Task ID 14677	1.0
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software. O*NET Task ID 14678	1.0
Configure servers to meet functional specifications. O*NET Task ID 14679	1.0
Develop system engineering, software engineering, system integration, or distributed system architectures. O*NET Task ID 14682	1.0
Design and conduct hardware or software tests. O*NET Task ID 14683	1.0
Establish functional or system standards to address operational requirements, quality requirements, and design constraints. O*NET Task ID 14684	1.0
Research, test, or verify proper functioning of software patches and fixes. O*NET Task ID 14686	1.0
Communicate project information through presentations, technical reports, or white papers. O*NET Task ID 14687	1.0
Develop application-specific software. O*NET Task ID 14692	1.0
Develop efficient and effective system controllers. O*NET Task ID 14693	1.0
Communicate with staff or clients to understand specific system requirements. O*NET Task ID 14666	0.5
Provide advice on project costs, design concepts, or design changes. O*NET Task ID 14667	0.5
Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability. O*NET Task ID 14671	0.5
Identify system data, hardware, or software components required to meet user needs. O*NET Task ID 14673	0.5
Monitor system operation to detect potential problems. O*NET Task ID 14675	0.5
Direct the analysis, development, and operation of complete computer systems. O*NET Task ID 14676	0.5
Develop or approve project plans, schedules, or budgets. O*NET Task ID 14680	0.5
Define and analyze objectives, scope, issues, or organizational impact of information systems. O*NET Task ID 14681	0.5
Evaluate existing systems to determine effectiveness, and suggest changes to meet organizational requirements. O*NET Task ID 14685	0.5
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions. O*NET Task ID 14688	0.5
Direct the installation of operating systems, network or application software, or computer or network hardware. O*NET Task ID 14689	0.5
Train system users in system operation or maintenance. O*NET Task ID 14690	0.5
Perform security analyses of developed or packaged software components. O*NET Task ID 14691	0.5
Ver mais 18 tarefas ▾Ver menos ▴

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

Informação ocupacional

ILO

Vocabulário ocupacional ESCO

Administrador de segurança informática/Administradora de segurança informáticaESCO 2529.5
Os administradores de segurança informática planeiam e aplicam medidas de segurança para proteger a informação e os dados contra acessos não autorizados, ataques intencionais, roubo e corrupção.
Perito em investigação forense digital/Perita em investigação forense digitalESCO 2529.2
Os peritos em investigação forense digital obtêm e analisam informações provenientes de computadores e de outros tipos de dispositivos de armazenamento de dados. Examinam suportes digitais que possam ter sido ocultados, encriptados ou danificados, utilizando métodos forenses, com o objetivo de identificar, preservar, recuperar, analisar e apresentar factos e opiniões sobre a informação digital.
Consultor de segurança informática/Consultora de segurança informáticaESCO 2529.6
Os consultores de segurança informática prestam aconselhamento e implementam soluções para controlar o acesso a dados e programas. Promovem um intercâmbio seguro de informações.
Diretor de segurança informática/Diretora de segurança informáticaESCO 2529.1
Os diretores de segurança informática protegem do acesso não autorizado as informações sobre empresas e sobre trabalhadores. Definem também a política de segurança do sistema de informação, gerem a implementação da segurança em todos os sistemas de informação e asseguram a disponibilidade das informações.
Hacker ético/Hacker éticaESCO 2529.3
Os hackers éticos realizam avaliações de vulnerabilidade em matéria de segurança e testes de penetração em conformidade com os métodos e protocolos aceites pela indústria. Analisam potenciais vulnerabilidades nos sistemas que podem resultar da incorreta configuração do sistema, de falhas no hardware ou no software ou de deficiências operacionais.
Gestor de segurança informática/Gestora de segurança informáticaESCO 2529.7
Os gestores de segurança informática propõem e aplicam as atualizações de segurança necessárias. Prestam aconselhamento, apoio, informação e formação, sensibilizam para as questões de segurança e atuam diretamente na totalidade ou em parte de uma rede ou sistema.
Engenheiro do conhecimento/Engenheira do conhecimentoESCO 2529.8
Os engenheiros do conhecimento integram conhecimentos estruturados em sistemas informáticos (bases de conhecimentos), a fim de resolverem problemas complexos que exigem normalmente um elevado nível de competências humanas ou métodos de inteligência artificial. São também responsáveis pela divulgação ou extração de conhecimentos de fontes de informação, pela manutenção desses conhecimentos e pela sua disponibilização à organização ou aos utilizadores. Para tal, têm conhecimento das técnicas de representação e manutenção dos conhecimentos (regras, estruturas, redes semânticas, ontologias) e utilizam técnicas e ferramentas de extração de conhecimentos. Podem conceber e construir sistemas de inteligência artificial ou especializados que utilizem esses conhecimentos.
Gestor de resiliência informática/Gestora de resiliência informáticaESCO 2529.4
Os gestores de resiliência informática investigam, planeiam e desenvolvem modelos, políticas, métodos, técnicas e ferramentas destinadas a aumentar a cibersegurança, a resiliência e a recuperação de catástrofes informáticas de uma organização.

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

Licença: CC BY 4.0 (EU Reuse Notice)

Ver 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.

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.

Alterações recentes relacionadas com esta ocupação

jul. de 2026: ADP/Stanford linked postings-payroll study of ~7,000 IT workers (2019-2025) prices tasks separately within IT jobs. Advising others on the design or use of technologies is among 8 higher-wage activities; five tasks lost compensation value in 2023-2025 vs 2019-2022, including "develop models of systems, processes, or products." Effect sizes were not published.

[Fonte: ADP Research / Stanford Digital Economy Lab, Unbundling Jobs (July 2026)]

mar. de 2026: EIG (Mar 2026) argues the weakness in young adults' labor market is about age, not education: young workers of all education levels lag the rest of the labor market, which does not fit the media narrative of AI displacing computer science majors and entry-level graduates.

[Fonte: EIG: AI and Young-Adult Jobs (March 2026)]

mar. de 2026: Brookings (Mar 2026) says research on AI and the labor market is still in its first inning, and studies disagree: ADP payroll data show employment fell more for young workers in high-AI-exposure occupations, while CPS data show unemployment rose less for workers in more exposed occupations.

[Fonte: Brookings Institution]

These summaries were written by AI Changing Work from the source linked with each one, and any figures in them are given as AI Changing Work summarised them; they can differ from the source's own wording and from figures shown elsewhere on this page, so check the source before relying on them. AI Changing Work matched this page's occupation to an O*NET occupation and chose, by its own judgment, case by case, which summaries relate to that O*NET occupation; a summary appearing here does not mean that its source names this occupation.

Exposição à IA

Task-level exposure

Informação ocupacional

Descrição ocupacional da OIT

Vocabulário ocupacional ESCO

Alterações recentes relacionadas com esta ocupação