Auditores de TI
💻Computação e MatemáticaExposição à IA
- Fonte dos dados: BLSPublicado: 2026-08
Muito alto· relativa
BaixoQuatro faixas relativasMuito altoValor 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
- Fonte dos dados: AnthropicPublicado: 2026-03
0.311
0.000Intervalo dos valores aqui apresentados0.745Escala, base e fonte
Índice de exposição observada, 0–1 tal como publicado
Mapeado sobre tarefas O*NET
- Fonte dos dados: ILOPublicado: 2025
0.49
0.09Intervalo dos valores aqui apresentados0.70Valor 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.
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 158 tarefas ocultas| Task | Claude.aiRaw / share % |
|---|---|
Determine sources of web page or server problems, and take action to correct such problems.Details15-1199 | 0.857711.1 |
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.Details15-1199 | 0.64608.4 |
Provide feedback and recommendations to developers on software usability and functionality.Details15-1199 | 0.57887.5 |
Provide technical guidance or support for the development or troubleshooting of systems.Details15-1199 | 0.32544.2 |
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.Details15-1199 | 0.31024.0 |
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.Details15-1199 | 0.29073.8 |
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.Details15-1199 | 0.28093.6 |
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.Details15-1199 | 0.27743.6 |
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.Details15-1199 | 0.22562.9 |
Design databases to support business applications, ensuring system scalability, security, performance and reliability.Details15-1199 | 0.21582.8 |
Consult with multiple stakeholders to define requirements and implement online features.Details15-1199 | 0.19972.6 |
Develop application-specific software.Details15-1199 | 0.16872.2 |
Respond to program error messages by finding and correcting problems or terminating the program.Details43-9011 | 0.14811.9 |
Help programmers and systems analysts test and debug new programs.Details43-9011 | 0.13931.8 |
Record information such as computer operating time, problems that occurred, and actions taken.Details43-9011 | 0.13761.8 |
Develop transactional Web applications, using Web programming software and knowledge of programming languages, such as hypertext markup language (HTML) and extensible markup language (XML).Details15-1199 | 0.13691.8 |
Create, analyze, report, convert, or transfer data, using specialized applications program software.Details15-1199 | 0.13111.7 |
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.Details15-1199 | 0.12461.6 |
Search electronic sources, such as databases or repositories, or manual sources for information.Details15-1199 | 0.10601.4 |
Develop or implement procedures for ongoing web site revision.Details15-1199 | 0.10371.3 |
Configure servers to meet functional specifications.Details15-1199 | 0.10101.3 |
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.Details15-1199 | 0.08631.1 |
Create visual representations of geospatial data using complex procedures, such as analytical modeling, three-dimensional renderings, or plot creation.Details15-1199 | 0.08251.1 |
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.Details15-1199 | 0.08131.1 |
Document software defects, using a bug tracking system, and report defects to software developers.Details15-1199 | 0.07901.0 |
Analyze, interpret, or disseminate system performance data.Details15-1199 | 0.06630.9 |
Test system modifications to prepare for implementation.Details15-1199 | 0.06510.8 |
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.Details15-1199 | 0.06400.8 |
Demonstrate database technical functionality, such as performance, security and reliability.Details15-1199 | 0.05850.8 |
Develop and document database architectures.Details15-1199 | 0.05660.7 |
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.Details15-1199 | 0.05630.7 |
Evaluate or recommend server hardware or software.Details15-1199 | 0.05520.7 |
Identify, standardize, and communicate levels of access and security.Details15-1199 | 0.05220.7 |
Review or update web page content or links in a timely manner, using appropriate tools.Details15-1199 | 0.04840.6 |
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.Details15-1199 | 0.04840.6 |
Develop data models for applications, metadata tables, views or related database structures.Details15-1199 | 0.04600.6 |
Document and communicate database schemas, using accepted notations.Details15-1199 | 0.04330.6 |
Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.Details15-1199 | 0.04220.5 |
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.Details15-1199 | 0.04120.5 |
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.Details15-1199 | 0.04040.5 |
Notify supervisor or computer maintenance technicians of equipment malfunctions.Details43-9011 | 0.03780.5 |
Develop or document style guidelines for web site content.Details15-1199 | 0.03730.5 |
Optimize digital assets, such as text, graphics, or multimedia assets, for search engine optimization (SEO) or for display and usability on internet-connected devices.Details15-1199 | 0.03370.4 |
Design or develop automated testing tools.Details15-1199 | 0.03360.4 |
Synthesize current business intelligence or trend data to support recommendations for action.Details15-1199 | 0.03230.4 |
Provide guidelines for implementing secure systems to customers or installation teams.Details15-1199 | 0.02780.4 |
Evaluate or recommend software for testing or bug tracking.Details15-1199 | 0.02620.3 |
Implement web site security measures, such as firewalls or message encryption.Details15-1199 | 0.02570.3 |
Document technical functions and specifications for new or proposed content management systems.Details15-1199 | 0.02560.3 |
Develop system engineering, software engineering, system integration, or distributed system architectures.Details15-1199 | 0.02520.3 |
Perform security analyses of developed or packaged software components.Details15-1199 | 0.02510.3 |
Verify stability, interoperability, portability, security, or scalability of system architecture.Details15-1199 | 0.02430.3 |
Operate spreadsheet programs and other types of software to load and manipulate data and to produce reports.Details43-9011 | 0.02360.3 |
Collaborate with artists to achieve appropriate visual style.Details15-1199 | 0.02290.3 |
Identify methods for interfacing Web application technologies with enterprise resource planning or other system software.Details15-1199 | 0.02190.3 |
Create content strategies for digital media.Details15-1199 | 0.02150.3 |
Implement business rules via stored procedures, middleware, or other technologies.Details15-1199 | 0.02080.3 |
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.Details15-1199 | 0.02080.3 |
Prepare project status reports by collecting, analyzing, and summarizing information and trends.Details15-1199 | 0.01930.3 |
Retrieve, separate and sort program output as needed, and send data to specified users.Details43-9011 | 0.01870.2 |
Disseminate information regarding tools, reports, or metadata enhancements.Details15-1199 | 0.01820.2 |
Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility.Details15-1199 | 0.01770.2 |
Analyze competitive market strategies through analysis of related product, market, or share trends.Details15-1199 | 0.01730.2 |
Map data between source systems, data warehouses, and data marts.Details15-1199 | 0.01720.2 |
Design and implement warehouse database structures.Details15-1199 | 0.01620.2 |
Prepare functional or technical documentation for data warehouses.Details15-1199 | 0.01590.2 |
Assist in the assessment, acquisition, or deployment of new electronic document management systems.Details15-1199 | 0.01490.2 |
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.Details15-1199 | 0.01430.2 |
Provide or coordinate troubleshooting support for data warehouses.Details15-1199 | 0.01420.2 |
Select cartographic elements needed for effective presentation of information.Details15-1199 | 0.01350.2 |
Develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.Details15-1199 | 0.01340.2 |
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.Details15-1199 | 0.01250.2 |
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel.Details15-1199 | 0.01200.2 |
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures.Details15-1199 | 0.01170.2 |
Develop data warehouse process models, including sourcing, loading, transformation, and extraction.Details15-1199 | 0.01120.1 |
Identify system data, hardware, or software components required to meet user needs.Details15-1199 | 0.01090.1 |
Identify and analyze industry or geographic trends with business strategy implications.Details15-1199 | 0.01080.1 |
Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.Details15-1199 | 0.01070.1 |
Maintain library of model documents, templates, or other reusable knowledge assets.Details15-1199 | 0.01040.1 |
Recommend procedures or equipment or software upgrades to increase data accessibility or ease of use.Details15-1199 | 0.00960.1 |
Provide technical support for computer-based Geographic Information Systems (GIS) mapping software.Details15-1199 | 0.00920.1 |
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements.Details15-1199 | 0.00910.1 |
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.Details15-1199 | 0.00890.1 |
Administer document and system access rights and revision control to ensure security of system and integrity of master documents.Details15-1199 | 0.00890.1 |
Document specifications for business intelligence or information technology (IT) reports, dashboards, or other outputs.Details15-1199 | 0.00860.1 |
Provide advice on project costs, design concepts, or design changes.Details15-1199 | 0.00850.1 |
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.Details15-1199 | 0.00850.1 |
Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications.Details15-1199 | 0.00820.1 |
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.Details15-1199 | 0.00820.1 |
Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs).Details15-1199 | 0.00800.1 |
Conduct financial modeling for online marketing programs or Web site revenue forecasting.Details15-1199 | 0.00780.1 |
Create or maintain databases of known test defects.Details15-1199 | 0.00750.1 |
Create and enforce database development standards.Details15-1199 | 0.00730.1 |
Document design specifications, installation instructions, and other system-related information.Details15-1199 | 0.00720.1 |
Provide technical support for existing reports, dashboards, or other tools.Details15-1199 | 0.00700.1 |
Develop or maintain archived procedures, procedural codes, or queries for applications.Details15-1199 | 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.Details15-1199 | 0.00680.1 |
Create and manage documentation, production schedules, prototyping goals, and communication plans in collaboration with production staff.Details15-1199 | 0.00640.1 |
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.Details15-1199 | 0.00620.1 |
Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends.Details15-1199 | 0.00580.1 |
Prepare support documentation and training materials for end users of document management systems.Details15-1199 | 0.00550.1 |
Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.Details15-1199 | 0.00540.1 |
Monitor bug resolution efforts and track successes.Details15-1199 | 0.00530.1 |
Update automated test scripts to ensure currency.Details15-1199 | 0.00510.1 |
Combine secondary data sources with keyword research to more accurately profile and satisfy user intent.Details15-1199 | 0.00490.1 |
Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content.Details15-1199 | 0.00480.1 |
Analyze Geographic Information Systems (GIS) data to identify spatial relationships or display results of analyses, using maps, graphs, or tabular data.Details15-1199 | 0.00460.1 |
Write, review, or execute plans for testing new or established document management systems.Details15-1199 | 0.00460.1 |
Develop and maintain design level documentation, including mechanics, guidelines, and mission outlines.Details15-1199 | 0.00430.1 |
Assess current or future customer needs and priorities through communicating directly with customers, conducting surveys, or other methods.Details15-1199 | 0.00420.1 |
Track, compile, and analyze web site usage data.Details15-1199 | 0.00410.1 |
Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns.Details15-1199 | 0.00410.1 |
Create or implement metadata processes and frameworks.Details15-1199 | 0.00400.1 |
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI).Details15-1199 | 0.00400.1 |
Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies.Details15-1199 | 0.00400.1 |
Conduct online marketing initiatives, such as paid ad placement, affiliate programs, sponsorship programs, email promotions, or viral marketing campaigns on social media Web sites.Details15-1199 | 0.00380.0 |
Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.Details15-1199 | 0.00360.0 |
Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods.Details15-1199 | 0.00360.0 |
Design, program, or model Geographic Information Systems (GIS) applications or procedures.Details15-1199 | 0.00340.0 |
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.Details15-1199 | 0.00320.0 |
Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.Details15-1199 | 0.00300.0 |
Maintain or modify existing Geographic Information Systems (GIS) databases.Details15-1199 | 0.00300.0 |
Communicate project information through presentations, technical reports or white papers.Details15-1199 | 0.00290.0 |
Install or configure web server software or hardware to ensure that directory structure is well-defined, logical, secure, and that files are named properly.Details15-1199 | 0.00280.0 |
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.Details15-1199 | 0.00280.0 |
Set up database clusters, backup, or recovery processes.Details15-1199 | 0.00260.0 |
Test software systems or applications for software enhancements or new products.Details15-1199 | 0.00260.0 |
Verify the structure, accuracy, or quality of warehouse data.Details15-1199 | 0.00260.0 |
Participate in the development or implementation of online marketing strategy.Details15-1199 | 0.00250.0 |
Prepare and record changes to official documents and confirm changes with legal and compliance management staff, including enterprise-wide records management staff.Details15-1199 | 0.00250.0 |
Analyze technology trends to identify markets for future product development or to improve sales of existing products.Details15-1199 | 0.00240.0 |
Assist in setting up or optimizing analytics tools for tracking visitors' behaviors.Details15-1199 | 0.00240.0 |
Execute or manage social media campaigns to inform search marketing tactics.Details15-1199 | 0.00230.0 |
Schedule and facilitate meetings related to information technology projects.Details15-1199 | 0.00220.0 |
Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.Details15-1199 | 0.00210.0 |
Identify, review, or select vendors or consultants to meet project needs.Details15-1199 | 0.00210.0 |
Develop and implement marketing plans for home pages, including print advertising or advertisement rotation.Details15-1199 | 0.00200.0 |
Confer with project personnel to identify and resolve problems.Details15-1199 | 0.00200.0 |
Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.Details15-1199 | 0.00180.0 |
Develop or approve project plans, schedules, or budgets.Details15-1199 | 0.00170.0 |
Check and analyze operating system or application logfiles regularly to verify proper system performance.Details15-1199 | 0.00170.0 |
Provide technical support to junior staff or clients.Details15-1199 | 0.00170.0 |
Recommend web site improvements, and develop budgets to support recommendations.Details15-1199 | 0.00160.0 |
Inform web site users of problems, problem resolutions or application changes and updates.Details15-1199 | 0.00160.0 |
Plan and install upgrades of database management system software to enhance database performance.Details15-1199 | 0.00160.0 |
Define and analyze objectives, scope, issues, or organizational impact of information systems.Details15-1199 | 0.00150.0 |
Monitor or track project milestones and deliverables.Details15-1199 | 0.00150.0 |
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 |
|---|---|
Submit project deliverables, ensuring adherence to quality standards.DetailsO*NET Task ID 16152 | 1.0 |
Initiate, review, or approve modifications to project plans.DetailsO*NET Task ID 16159 | 1.0 |
Develop and manage work breakdown structure (WBS) of information technology projects.DetailsO*NET Task ID 16171 | 1.0 |
Perform risk assessments to develop response strategies.DetailsO*NET Task ID 16151 | 0.5 |
Monitor the performance of project team members, providing and documenting performance feedback.DetailsO*NET Task ID 16153 | 0.5 |
Confer with project personnel to identify and resolve problems.DetailsO*NET Task ID 16154 | 0.5 |
Assess current or future customer needs and priorities by communicating directly with customers, conducting surveys, or other methods.DetailsO*NET Task ID 16155 | 0.5 |
Schedule and facilitate meetings related to information technology projects.DetailsO*NET Task ID 16156 | 0.5 |
Monitor or track project milestones and deliverables.DetailsO*NET Task ID 16157 | 0.5 |
Negotiate with project stakeholders or suppliers to obtain resources or materials.DetailsO*NET Task ID 16158 | 0.5 |
Identify, review, or select vendors or consultants to meet project needs.DetailsO*NET Task ID 16160 | 0.5 |
Establish and execute a project communication plan.DetailsO*NET Task ID 16161 | 0.5 |
Identify need for initial or supplemental project resources.DetailsO*NET Task ID 16162 | 0.5 |
Direct or coordinate activities of project personnel.DetailsO*NET Task ID 16163 | 0.5 |
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI).DetailsO*NET Task ID 16164 | 0.5 |
Coordinate recruitment or selection of project personnel.DetailsO*NET Task ID 16165 | 0.5 |
Develop and manage annual budgets for information technology projects.DetailsO*NET Task ID 16166 | 0.5 |
Assign duties, responsibilities, and spans of authority to project personnel.DetailsO*NET Task ID 16167 | 0.5 |
Prepare project status reports by collecting, analyzing, and summarizing information and trends.DetailsO*NET Task ID 16168 | 0.5 |
Manage project execution to ensure adherence to budget, schedule, and scope.DetailsO*NET Task ID 16169 | 0.5 |
Develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.DetailsO*NET Task ID 16170 | 0.5 |
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
Descrição ocupacional da OIT
Systems Analysts
Analistas de sistemas
Fonte: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
Licença: CC BY 4.0 (EU Reuse Notice)
Systems analysts conduct research, analyse and evaluate client information technology requirements, procedures or problems, and develop and implement proposals, recommendations and plans to improve current or future information systems.
Tarefas
- (a) consulting with users to formulate and document requirements and with management to ensure agreement on systems principles;
- (b) identifying and analysing business processes, procedures and work practices;
- (c) identifying and evaluating inefficiencies and recommending optimal business practices and system functionality and behaviour;
- (d) taking responsibility for deploying functional solutions, such as creating, adopting and implementing system test plans;
- (e) developing functional specifications for use by systems developers;
- (f) expanding or modifying systems to improve workflow or serve new purposes;
- (g) coordinating and linking the computer systems within an organization to increase compatibility.
Ocupações de exemplo
Business analyst (IT) · Computer scientist · Information systems analyst · Systems consultant · Systems designer (IT)
Correspondência indireta — esta profissão está ligada ao grupo base ISCO por uma regra de recurso.
Sources: ILO ISCO-08 — details: Credits
Vocabulário ocupacional ESCO
- Engenheiro de integração/Engenheira de integraçãoESCO 2511.16
Os engenheiros de integração desenvolvem e implementam soluções que coordenam aplicações em toda a empresa ou nas suas unidades e departamentos. Avaliam os componentes ou sistemas existentes a fim de determinarem os requisitos de integração e de assegurarem que as soluções finais satisfazem as necessidades organizacionais. Sempre que possível, reutilizam componentes e prestam assistência aos responsáveis pela gestão na tomada de decisões. Resolvem problemas de integração de sistemas de TIC.
- Designer de sistemas incorporadosESCO 2511.4
Os designers de sistemas incorporados traduzem e concebem requisitos, bem como o plano ou a arquitetura de alto nível, de um sistema de controlo incorporado de acordo com as especificações técnicas do software.
- Consultor de TIC ecológicas/Consultora de TIC ecológicasESCO 2511.6
Os consultores de TIC ecológicas prestam aconselhamento às organizações sobre a sua estratégia relativa às TIC ecológicas, bem como sobre a sua implementação da forma mais eficaz e eficiente para permitir à organização cumprir os seus objetivos ambientais a curto, médio e longo prazo.
- Cientista de dadosESCO 2511.3
Os cientistas de dados pesquisam e interpretam fontes de dados enriquecidos, gerem grandes quantidades de dados, procedem à fusão de fontes de dados, asseguram a consistência dos conjuntos de dados e criam visualizações para ajudar na compreensão dos dados. Constroem modelos matemáticos utilizando os dados, apresentam e comunicam informações e conclusões relativas aos dados aos especialistas e cientistas da sua equipa e, se necessário, a um público não especializado, e recomendam formas de aplicar os dados.
- Arquiteto empresarial/Arquiteta empresarialESCO 2511.5
Os arquitetos empresariais equilibram as oportunidades tecnológicas com as necessidades da empresa. Além disso, mantêm uma visão holística da estratégia, dos processos, das informações e dos ativos de TIC da organização e associam a missão, a estratégia e os processos da empresa à estratégia das TIC.
- Designer de sistemas informáticos inteligentesESCO 2511.10
Os designers de sistemas informáticos inteligentes aplicam métodos de inteligência artificial nos domínios da engenharia, da robótica e da informática para a conceção de programas de simulação de inteligência, incluindo modelos de raciocínio, sistemas cognitivos e baseados no conhecimento, resolução de problemas e tomada de decisões. Além disso, integram conhecimentos estruturados em sistemas informáticos (ontologias, bases de conhecimentos), tendo em vista a resolução de problemas complexos que exigem normalmente um elevado nível de competências humanas ou métodos de inteligência artificial.
- Gestor de análise de negócios de informática/Gestora de análise de negócios de informáticaESCO 2511.7
Os gestores de análise de negócios de informática identificam os domínios em que são necessárias alterações ao sistema de informação, com o objetivo de apoiarem os planos de negócios e de monitorizarem o impacto em termos de gestão de mudanças. Contribuem para os requisitos funcionais gerais dos sistemas informáticos da organização empresarial. Os gestores de análise de negócios de informática analisam as necessidades da empresa e traduzem-nas em soluções informáticas.
- Consultor de investigação em TIC/Consultora de investigação em TICESCO 2511.11
Os consultores de investigação em TIC realizam investigações direcionadas para o domínio das TIC e apresentam um relatório final ao cliente. Utilizam igualmente ferramentas de TIC para a conceção dos questionários destinados aos inquéritos, para a análise dos resultados, para a elaboração de relatórios, para a apresentação de resultados e para a formulação de recomendações com base nos resultados da investigação.
- Analista de sistemas informáticosESCO 2511.12
Os analistas de sistemas informáticos especificam as necessidades dos sistemas a fim de satisfazerem os requisitos dos utilizadores finais. Analisam as funções do sistema a fim de definirem os seus objetivos ou finalidades e de descobrirem as operações e procedimentos que permitem executá-las de forma mais eficiente. Além disso, concebem novas soluções informáticas para aumentar a eficiência e a produtividade das empresas, produzem esquemas e calculam os custos de novos sistemas, especificam as operações que o sistema irá executar e a forma como os dados serão visualizados pelo utilizador final. Apresentam o projeto aos utilizadores e trabalham em estreita colaboração com os mesmos na implementação da solução.
- Programador de sistemas informáticos/Programadora de sistemas informáticosESCO 2511.14
Os programadores de sistemas informáticos executam funções de manutenção, verificação e melhoria de sistemas de apoio à organização. Utilizam tecnologias existentes ou novas para satisfazer necessidades específicas. Testam componentes de sistemas de hardware e de software e diagnosticam e resolvem falhas do sistema.
- Consultor de TIC/Consultora de TICESCO 2511.9
Os consultores de TIC prestam aconselhamento sobre a forma de otimizar a utilização das ferramentas e sistemas existentes, fazem recomendações para o desenvolvimento e a implementação de um projeto empresarial ou de uma solução tecnológica e contribuem para as definições do projeto. Promovem ações de sensibilização no que respeita às inovações no domínio das tecnologias da informação e ao seu potencial valor para uma empresa. Participam igualmente na avaliação e na escolha de soluções de TIC.
- Consultor de integração de sistemas informáticos/Consultora de integração de sistemas informáticosESCO 2511.15
Os consultores de integração de sistemas informáticos prestam aconselhamento sobre o agrupamento de diferentes sistemas tendo em vista a sua interoperabilidade dentro de uma organização, a fim de permitir a partilha de dados e de reduzir a redundância.
Fonte: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
Licença: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
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 occupationsmaxJob satisfaction: 70.6
minacross 461 KNOW occupationsmaxDetails ▾▴
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 occupationsmaxJob satisfaction: 69.9
minacross 461 KNOW occupationsmaxDetails ▾▴
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.
Projected change: +7.9%
Median wage: $106K
Employment: 544K
Typical entry-level education: Bachelor's degree
BLS Employment Projections 2025–35 (SOC 15-1211 occupational group)
Details ▾▴
Employment: 2025 544K → 2035 587K
Median annual wage (exact): $105,850
BLS occupational group: Computer systems analysts