Analistas de QA de Software

Computação e Matemática

Exposição à IA

  • Fonte dos dados: BLSPublicado: '26.08

    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: '26.03

    0.519

    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: '25

    0.53

    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, 14% 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

Apenas tarefas expostas
TaskClaude.aiRaw / share %
Modify existing software to correct errors, to adapt it to new hardware, or to upgrade interfaces and improve performance.

15-1133

6.650737.3
Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.

15-1132

2.678615.0
Determine sources of web page or server problems, and take action to correct such problems.

15-1199

0.85774.8
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.

15-1199

0.64603.6
Provide feedback and recommendations to developers on software usability and functionality.

15-1199

0.57883.2
Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.

15-1132

0.33661.9
Provide technical guidance or support for the development or troubleshooting of systems.

15-1199

0.32541.8
Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcome and consequences of design.

15-1132

0.31241.8
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.

15-1199

0.31021.7
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.

15-1199

0.29071.6
Not observed on any surface — 159 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states.
Coordinate software system installation and monitor equipment functioning to ensure specifications are met.
—0
Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.
—0
Determine system performance standards.
—0
Train users to use new or modified equipment.
—0
Recommend purchase of equipment to control dust, temperature, and humidity in area of system installation.
—0
Coordinate installation of software system.
—0
Confer with data processing or project managers to obtain information on limitations or capabilities for data processing projects.
—0
Monitor functioning of equipment to ensure system operates in conformance with specifications.
—0
Supervise and assign work to programmers, designers, technologists, technicians, or other engineering or scientific personnel.
—0
Use microcontrollers to develop control signals, implement control algorithms, or measure process variables, such as temperatures, pressures, or positions.
—0
Design test plans, scenarios, scripts, or procedures.
—0
Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.
—0
Identify, analyze, and document problems with program function, output, online screen, or content.
—0
Plan test schedules or strategies in accordance with project scope or delivery dates.
—0
Participate in product design reviews to provide input on functional requirements, product designs, schedules, or potential problems.
—0
Document test procedures to ensure replicability and compliance with standards.
—0
Develop or specify standards, methods, or procedures to determine product quality or release readiness.
—0
Investigate customer problems referred by technical support.
—0
Install, maintain, or use software testing programs.
—0
Monitor program performance to ensure efficient and problem-free operations.
—0
Conduct software compatibility tests with programs, hardware, operating systems, or network environments.
—0
Install and configure recreations of software production environments to allow testing of software performance.
—0
Identify program deviance from standards, and suggest modifications to ensure compliance.
—0
Coordinate user or third party testing.
—0
Visit beta testing sites to evaluate software performance.
—0
Conduct historical analyses of test results.
—0
Provide technical support during software installation or configuration.
—0
Communicate with staff or clients to understand specific system requirements.
—0
Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability.
—0
Monitor system operation to detect potential problems.
—0
Direct the analysis, development, and operation of complete computer systems.
—0
Investigate system component suitability for specified purposes and make recommendations regarding component use.
—0
Design and conduct hardware or software tests.
—0
Establish functional or system standards to ensure operational requirements, quality requirements, and design constraints are addressed.
—0
Research, test, or verify proper functioning of software patches and fixes.
—0
Direct the installation of operating systems, network or application software, or computer or network hardware.
—0
Train system users in system operation or maintenance.
—0
Develop efficient and effective system controllers.
—0
Back up or modify applications and related data to provide for disaster recovery.
—0
Administer internet/intranet infrastructure, including components such as web, file transfer protocol (FTP), news and mail servers.
—0
Collaborate with development teams to discuss, analyze, or resolve usability issues.
—0
Test backup or recovery plans regularly and resolve any problems.
—0
Monitor web developments through continuing education, reading, or participation in professional conferences, workshops, or groups.
—0
Implement updates, upgrades, and patches in a timely manner to limit loss of service.
—0
Identify or document backup or recovery plans.
—0
Collaborate with web developers to create and operate internal and external web sites, or to manage projects, such as e-marketing campaigns.
—0
Gather, analyze, or document user feedback to locate or resolve sources of problems.
—0
Develop web site performance metrics.
—0
Identify or address interoperability requirements.
—0
Document installation or configuration procedures to allow maintenance and repetition.
—0
Test issues such as system integration, performance, and system security on a regular schedule or after any major program modifications.
—0
Document application and web site changes or change procedures.
—0
Provide training or technical assistance in web site implementation or use.
—0
Perform user testing or usage analyses to determine web sites' effectiveness or usability.
—0
Correct testing-identified problems, or recommend actions for their resolution.
—0
Set up or maintain monitoring tools on web servers or web sites.
—0
Develop testing routines and procedures.
—0
Evaluate testing routines or procedures for adequacy, sufficiency, and effectiveness.
—0
Test new software packages for use in web operations or other applications.
—0
Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.
—0
Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information.
—0
Assist users in formulating Geographic Information Systems (GIS) requirements or understanding the implications of alternatives.
—0
Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.
—0
Conduct or coordinate research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.
—0
Make recommendations regarding upgrades considering implications of new or revised Geographic Information Systems (GIS) software, equipment, or applications.
—0
Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.
—0
Coordinate the development or administration of Geographic Information Systems (GIS) projects, including the development of technical priorities, client reporting and interface, or coordination and review of schedules and budgets.
—0
Lead, train, or supervise technicians or related staff in the conduct of Geographic Information Systems (GIS) analytical procedures.
—0
Prepare training materials for or make presentations to Geographic Information Systems (GIS) users.
—0
Create, edit, or analyze geospatial data, using Global Positioning Systems (GPS) or digitizing techniques.
—0
Conduct feasibility studies or identify system, time, equipment, or cost requirements for projects.
—0
Coordinate or direct research or publication activities of technicians or related staff.
—0
Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.
—0
Apply three-dimensional (3D) or four-dimensional (4D) technologies to geospatial data to allow for new or different analyses or applications.
—0
Develop new applications for geospatial technology in areas such as farmland preservation, pollution measurement, or utilities operations management.
—0
Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in Geographic Information Systems (GIS) technology, equipment, or systems.
—0
Confer with users to analyze, configure, or troubleshoot applications.
—0
Transfer or rescale information from original photographs onto maps or other photographs.
—0
Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.
—0
Interpret aerial or ortho photographs.
—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
Design or coordinate the development of integrated Geographic Information Systems (GIS) spatial or non-spatial databases.
—0
Analyze Geographic Information Systems (GIS) data for use in urban planning applications that promote better land use or reduce environmental impacts of development.
—0
Analyze Geographic Information Systems (GIS) data to determine the best locations for renewable energy sites, including solar or wind energy installations.
—0
Apply Geographic Information Systems (GIS) data in transportation routing settings to determine the best routing to reduce pollution or energy consumption.
—0
Confer with biologists or other researchers in the use of Geographic Information Systems (GIS) data to define wildlife areas or corridors for land use planning.
—0
Participate in projects that map changes in carbon emissions levels across different geographic locations, using Geographic Information Systems (GIS) data.
—0
Test changes to database applications or systems.
—0
Monitor and report systems resource consumption trends to assure production systems meet availability requirements and hardware enhancements are scheduled appropriately.
—0
Identify and correct deviations from database development standards.
—0
Develop load-balancing processes to eliminate down time for backup processes.
—0
Review designs, codes, test plans, or documentation to ensure quality.
—0
Select methods, techniques, or criteria for data warehousing evaluative procedures.
—0
Create plans, test files, and scripts for data warehouse testing, ranging from unit to integration testing.
—0
Identify or monitor current and potential customers, using business intelligence tools.
—0
Maintain or update business intelligence tools, databases, dashboards, systems, or methods.
—0
Manage timely flow of business intelligence information to users.
—0
Conduct or coordinate tests to ensure that intelligence is consistent with defined needs.
—0
Create or review technical design documentation to ensure the accurate development of reporting solutions.
—0
Perform risk assessments to develop response strategies.
—0
Submit project deliverables, ensuring adherence to quality standards.
—0
Monitor the performance of project team members, providing and documenting performance feedback.
—0
Negotiate with project stakeholders or suppliers to obtain resources or materials.
—0
Initiate, review, or approve modifications to project plans.
—0
Establish and execute a project communication plan.
—0
Identify need for initial or supplemental project resources.
—0
Direct or coordinate activities of project personnel.
—0
Coordinate recruitment or selection of project personnel.
—0
Develop and manage annual budgets for information technology projects.
—0
Assign duties, responsibilities, and spans of authority to project personnel.
—0
Manage project execution to ensure adherence to budget, schedule, and scope.
—0
Develop and manage work breakdown structure (WBS) of information technology projects.
—0
Define product requirements, based on market research analysis, in collaboration with user interface design and engineering staff.
—0
Assist in the evaluation or negotiation of contracts with vendors or online partners.
—0
Propose online or multiple-sales-channel campaigns to marketing executives.
—0
Communicate and collaborate with merchants, Webmasters, bloggers, or online editors to strategically place hyperlinks.
—0
Collaborate with other marketing staff to integrate and complement marketing strategies across multiple sales channels.
—0
Evaluate new emerging media or technologies and make recommendations for their application within Internet marketing or search marketing campaigns.
—0
Execute and manage communications with digital journalists or bloggers.
—0
Execute or manage banner, video, or other non-text link ad campaigns.
—0
Manage tracking and reporting of search-related activities and provide analyses to marketing executives.
—0
Keep abreast of government regulations and emerging Web technology to ensure regulatory compliance by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.
—0
Resolve product availability problems in collaboration with customer service staff.
—0
Implement online customer service processes to ensure positive and consistent user experiences.
—0
Identify, evaluate, or procure hardware or software for implementing online marketing campaigns.
—0
Assist in the development of online transactional or security policies.
—0
Prepare electronic commerce designs or prototypes, such as storyboards, mock-ups, or other content, using graphics design software.
—0
Identify and develop commercial or technical specifications, such as usability, pricing, checkout, or data security, to promote transactional internet-enabled commerce functionality.
—0
Review or evaluate competitive products, film, music, television, and other art forms to generate new game design ideas.
—0
Keep abreast of game design technology and techniques, industry trends, or audience interests, reactions, and needs by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.
—0
Provide feedback to designers and other colleagues regarding game design features.
—0
Balance and adjust gameplay experiences to ensure the critical and commercial success of the product.
—0
Write or supervise the writing of game text and dialogue.
—0
Solicit, obtain, and integrate feedback from design and technical staff into original game design.
—0
Provide feedback to production staff regarding technical game qualities or adherence to original design.
—0
Prepare two-dimensional concept layouts or three-dimensional mock-ups.
—0
Present new game design concepts to management and technical colleagues, including artists, animators, and programmers.
—0
Prepare and revise initial game sketches using two- and three-dimensional graphical design software.
—0
Oversee gameplay testing to ensure intended gaming experience and game adherence to original vision.
—0
Guide design discussions between development teams.
—0
Devise missions, challenges, or puzzles to be encountered in game play.
—0
Create gameplay prototypes for presentation to creative and technical staff and management.
—0
Conduct regular design reviews throughout the game development process.
—0
Document all aspects of formal game design, using mock-up screenshots, sample menu layouts, gameplay flowcharts, and other graphical devices.
—0
Create core game features including storylines, role-play mechanics, and character biographies for a new video game or game franchise.
—0
Provide test specifications to quality assurance staff.
—0
Create gameplay test plans for internal and external test groups.
—0
Monitor regulatory activity to maintain compliance with records and document management laws.
—0
Retrieve electronic assets from repository for distribution to users, collecting and returning to repository, if necessary.
—0
Propose recommendations for improving content management system capabilities.
—0
Exercise security surveillance over document processing, reproduction, distribution, storage, or archiving.
—0
Implement scanning or other automated data entry procedures, using imaging devices and document imaging software.
—0
Develop, document, or maintain standards, best practices, or system usage procedures.
—0
Consult with end users regarding problems in accessing electronic content.
—0
Conduct needs assessments to identify document management requirements of departments or end users.
—0
Assist in the development of document or content classification taxonomies to facilitate information capture, search, and retrieval.
—0
Assist in determining document management policies to facilitate efficient, legal, and secure access to electronic content.
—0
Operate data capture technology to import digitized documents into document management system.
—0
Keep abreast of developments in document management technologies and techniques by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.
—0

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

Occupation information