Arquitectos Empresariales

Informática y Matemáticas

Exposición a la IA

Fuente de datos: BLSPublicado: 2026-08
Muy alto· relativa
BajoCuatro bandas relativasMuy alto
Valor por grupo ocupacional
Escala, base y fuente
Cuatro bandas relativas (Bajo / Moderado / Alto / Muy alto)
831 ocupaciones detalladas de la tabla de proyecciones de empleo de BLS. El valor se asigna por código de la National Employment Matrix (NEM), de modo que las ocupaciones que comparten un código NEM reciben la misma banda
Conjunto de datos de origen (descarga XLSX)
Fuente de datos: AnthropicPublicado: 2026-03
0.311
0.000Rango de los valores aquí recogidos0.745
Escala, base y fuente
Índice de exposición observada, 0–1 tal como se publica
Mapeado sobre tareas de O*NET
Conjunto de datos de origen
Fuente de datos: ILOPublicado: 2025
0.43
0.09Rango de los valores aquí recogidos0.70
Valor por grupo ocupacional
Escala, base y fuente
Índice de exposición a la IA generativa, 0–1 tal como se publica
Grupo primario de la CIUO-08 — todas las ocupaciones con ese código reciben este valor
Calculado por este sitio, no publicado por la OIT: de las 1012 ocupaciones que este sitio vincula al conjunto de datos de la OIT, un 30% alcanza o supera este valor.
Conjunto de datos de origen

Qué tipo de cifra publica esta fuente

La categoría de BLS es un rango relativo, no un nivel absoluto, y tampoco es una medición de primera mano: agrupa en cuatro bandas los rangos percentiles de la ocupación en varios estudios publicados. No es una previsión de empleo ni de salarios, no es una probabilidad de adopción y no distingue entre automatización y aumento.

Task-level exposure

Ver 147 tareas ocultas

Task	Claude.aiRaw / share %
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source. 15-1199	2.009719.5
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies. 15-1199	1.459114.2
Determine sources of web page or server problems, and take action to correct such problems. 15-1199	0.88828.6
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks. 15-1199	0.33693.3
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction. 15-1199	0.29712.9
Design databases to support business applications, ensuring system scalability, security, performance and reliability. 15-1199	0.24952.4
Consult with multiple stakeholders to define requirements and implement online features. 15-1199	0.24382.4
Provide technical guidance or support for the development or troubleshooting of systems. 15-1199	0.24122.3
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders. 15-1199	0.20272.0
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements. 15-1199	0.18801.8
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	0.18211.8
Help programmers and systems analysts test and debug new programs. 43-9011	0.16101.6
Create, analyze, report, convert, or transfer data, using specialized applications program software. 15-1199	0.15711.5
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements. 15-1199	0.14411.4
Demonstrate database technical functionality, such as performance, security and reliability. 15-1199	0.14191.4
Configure servers to meet functional specifications. 15-1199	0.13981.4
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions. 15-1199	0.13581.3
Respond to program error messages by finding and correcting problems or terminating the program. 43-9011	0.13281.3
Provide feedback and recommendations to developers on software usability and functionality. 15-1199	0.13241.3
Document and communicate database schemas, using accepted notations. 15-1199	0.12981.3
Analyze, interpret, or disseminate system performance data. 15-1199	0.11821.1
Provide guidelines for implementing secure systems to customers or installation teams. 15-1199	0.10981.1
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	0.10281.0
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow. 15-1199	0.09120.9
Document software defects, using a bug tracking system, and report defects to software developers. 15-1199	0.08640.8
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs. 15-1199	0.08200.8
Document technical functions and specifications for new or proposed content management systems. 15-1199	0.08070.8
Develop and document database architectures. 15-1199	0.07990.8
Synthesize current business intelligence or trend data to support recommendations for action. 15-1199	0.07790.8
Test system modifications to prepare for implementation. 15-1199	0.07110.7
Develop system engineering, software engineering, system integration, or distributed system architectures. 15-1199	0.06940.7
Create content strategies for digital media. 15-1199	0.05370.5
Develop application-specific software. 15-1199	0.05290.5
Evaluate or recommend server hardware or software. 15-1199	0.05150.5
Verify stability, interoperability, portability, security, or scalability of system architecture. 15-1199	0.05020.5
Record information such as computer operating time, problems that occurred, and actions taken. 43-9011	0.04500.4
Review or update web page content or links in a timely manner, using appropriate tools. 15-1199	0.04290.4
Develop or implement procedures for ongoing web site revision. 15-1199	0.04230.4
Analyze competitive market strategies through analysis of related product, market, or share trends. 15-1199	0.04090.4
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources. 15-1199	0.04070.4
Create and enforce database development standards. 15-1199	0.03860.4
Develop or document style guidelines for web site content. 15-1199	0.03820.4
Design or develop automated testing tools. 15-1199	0.03800.4
Identify methods for interfacing Web application technologies with enterprise resource planning or other system software. 15-1199	0.03450.3
Identify, standardize, and communicate levels of access and security. 15-1199	0.03440.3
Search electronic sources, such as databases or repositories, or manual sources for information. 15-1199	0.03100.3
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance. 15-1199	0.03060.3
Administer document and system access rights and revision control to ensure security of system and integrity of master documents. 15-1199	0.03050.3
Create visual representations of geospatial data using complex procedures, such as analytical modeling, three-dimensional renderings, or plot creation. 15-1199	0.02830.3
Retrieve, separate and sort program output as needed, and send data to specified users. 43-9011	0.02630.3
Design and implement warehouse database structures. 15-1199	0.02620.3
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements. 15-1199	0.02610.3
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures. 15-1199	0.02440.2
Operate spreadsheet programs and other types of software to load and manipulate data and to produce reports. 43-9011	0.02370.2
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	0.02330.2
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	0.02310.2
Maintain library of model documents, templates, or other reusable knowledge assets. 15-1199	0.02290.2
Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility. 15-1199	0.02270.2
Perform security analyses of developed or packaged software components. 15-1199	0.02180.2
Prepare project status reports by collecting, analyzing, and summarizing information and trends. 15-1199	0.02120.2
Identify and analyze industry or geographic trends with business strategy implications. 15-1199	0.02050.2
Map data between source systems, data warehouses, and data marts. 15-1199	0.02010.2
Prepare functional or technical documentation for data warehouses. 15-1199	0.01980.2
Execute or manage social media campaigns to inform search marketing tactics. 15-1199	0.01970.2
Implement web site security measures, such as firewalls or message encryption. 15-1199	0.01950.2
Develop data models for applications, metadata tables, views or related database structures. 15-1199	0.01950.2
Document specifications for business intelligence or information technology (IT) reports, dashboards, or other outputs. 15-1199	0.01930.2
Implement business rules via stored procedures, middleware, or other technologies. 15-1199	0.01900.2
Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software. 15-1199	0.01860.2
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components. 15-1199	0.01820.2
Disseminate information regarding tools, reports, or metadata enhancements. 15-1199	0.01820.2
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures. 15-1199	0.01650.2
Develop and maintain design level documentation, including mechanics, guidelines, and mission outlines. 15-1199	0.01520.1
Evaluate or recommend software for testing or bug tracking. 15-1199	0.01380.1
Conduct online marketing initiatives, such as paid ad placement, affiliate programs, sponsorship programs, email promotions, or viral marketing campaigns on social media Web sites. 15-1199	0.01380.1
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	0.01320.1
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel. 15-1199	0.01280.1
Update automated test scripts to ensure currency. 15-1199	0.01240.1
Create and manage documentation, production schedules, prototyping goals, and communication plans in collaboration with production staff. 15-1199	0.01220.1
Document design specifications, installation instructions, and other system-related information. 15-1199	0.01190.1
Check and analyze operating system or application logfiles regularly to verify proper system performance. 15-1199	0.01170.1
Collaborate with artists to achieve appropriate visual style. 15-1199	0.01170.1
Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs). 15-1199	0.01170.1
Assist in the assessment, acquisition, or deployment of new electronic document management systems. 15-1199	0.01160.1
Monitor bug resolution efforts and track successes. 15-1199	0.01110.1
Write, review, or execute plans for testing new or established document management systems. 15-1199	0.01090.1
Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists. 15-1199	0.01090.1
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. 15-1199	0.01070.1
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims. 15-1199	0.01040.1
Define and analyze objectives, scope, issues, or organizational impact of information systems. 15-1199	0.01000.1
Plan and install upgrades of database management system software to enhance database performance. 15-1199	0.00990.1
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	0.00950.1
Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods. 15-1199	0.00950.1
Identify system data, hardware, or software components required to meet user needs. 15-1199	0.00940.1
Select cartographic elements needed for effective presentation of information. 15-1199	0.00940.1
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. 15-1199	0.00910.1
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software. 15-1199	0.00860.1
Recommend procedures or equipment or software upgrades to increase data accessibility or ease of use. 15-1199	0.00860.1
Provide advice on project costs, design concepts, or design changes. 15-1199	0.00820.1
Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions. 15-1199	0.00790.1
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	0.00790.1
Provide technical support for existing reports, dashboards, or other tools. 15-1199	0.00780.1
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	0.00780.1
Collaborate with other marketing staff to integrate and complement marketing strategies across multiple sales channels. 15-1199	0.00730.1
Create or maintain databases of known test defects. 15-1199	0.00660.1
Create or implement metadata processes and frameworks. 15-1199	0.00660.1
Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends. 15-1199	0.00660.1
Develop data warehouse process models, including sourcing, loading, transformation, and extraction. 15-1199	0.00640.1
Assess current or future customer needs and priorities through communicating directly with customers, conducting surveys, or other methods. 15-1199	0.00640.1
Provide or coordinate troubleshooting support for data warehouses. 15-1199	0.00610.1
Confer with users to analyze, configure, or troubleshoot applications. 15-1199	0.00590.1
Install or configure web server software or hardware to ensure that directory structure is well-defined, logical, secure, and that files are named properly. 15-1199	0.00570.1
Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns. 15-1199	0.00570.1
Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content. 15-1199	0.00530.1
Test software systems or applications for software enhancements or new products. 15-1199	0.00510.0
Implement online customer service processes to ensure positive and consistent user experiences. 15-1199	0.00510.0
Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies. 15-1199	0.00470.0
Provide technical support for computer-based Geographic Information Systems (GIS) mapping software. 15-1199	0.00440.0
Prepare support documentation and training materials for end users of document management systems. 15-1199	0.00430.0
Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems. 15-1199	0.00430.0
Prepare and record changes to official documents and confirm changes with legal and compliance management staff, including enterprise-wide records management staff. 15-1199	0.00420.0
Communicate with staff or clients to understand specific system requirements. 15-1199	0.00400.0
Analyze technology trends to identify markets for future product development or to improve sales of existing products. 15-1199	0.00400.0
Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation. 15-1199	0.00390.0
Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications. 15-1199	0.00390.0
Review designs, codes, test plans, or documentation to ensure quality. 15-1199	0.00390.0
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	0.00390.0
Develop or maintain archived procedures, procedural codes, or queries for applications. 15-1199	0.00380.0
Participate in the development or implementation of online marketing strategy. 15-1199	0.00380.0
Gather, analyze, or document user feedback to locate or resolve sources of problems. 15-1199	0.00360.0
Monitor or track project milestones and deliverables. 15-1199	0.00360.0
Set up database clusters, backup, or recovery processes. 15-1199	0.00350.0
Conduct financial modeling for online marketing programs or Web site revenue forecasting. 15-1199	0.00350.0
Provide technical support to junior staff or clients. 15-1199	0.00330.0
Design, program, or model Geographic Information Systems (GIS) applications or procedures. 15-1199	0.00330.0
Notify supervisor or computer maintenance technicians of equipment malfunctions. 43-9011	0.00310.0
Combine secondary data sources with keyword research to more accurately profile and satisfy user intent. 15-1199	0.00310.0
Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability. 15-1199	0.00300.0
Develop or approve project plans, schedules, or budgets. 15-1199	0.00300.0
Develop efficient and effective system controllers. 15-1199	0.00300.0
Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications. 15-1199	0.00300.0
Maintain or modify existing Geographic Information Systems (GIS) databases. 15-1199	0.00300.0
Select methods, techniques, or criteria for data warehousing evaluative procedures. 15-1199	0.00290.0
Guide design discussions between development teams. 15-1199	0.00290.0
Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata. 15-1199	0.00260.0
Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information. 15-1199	0.00260.0
Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications. 15-1199	0.00260.0
Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users. 15-1199	0.00260.0
Analyze Geographic Information Systems (GIS) data to identify spatial relationships or display results of analyses, using maps, graphs, or tabular data. 15-1199	0.00250.0
Verify the structure, accuracy, or quality of warehouse data. 15-1199	0.00250.0
Identify, review, or select vendors or consultants to meet project needs. 15-1199	0.00250.0
Conduct historical analyses of test results. 15-1199	0.00230.0
Establish and execute a project communication plan. 15-1199	0.00220.0
Develop, document, or maintain standards, best practices, or system usage procedures. 15-1199	0.00220.0
Provide technical support during software installation or configuration. 15-1199	0.00200.0
Submit project deliverables, ensuring adherence to quality standards. 15-1199	0.00200.0
Define product requirements, based on market research analysis, in collaboration with user interface design and engineering staff. 15-1199	0.00200.0
Assist in setting up or optimizing analytics tools for tracking visitors' behaviors. 15-1199	0.00200.0
Ver 148 tareas más ▾Ver menos ▴

Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page

Información ocupacional

ILO

KEIS2025

Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.

정보 시스템 운영자KNOW K000001132
Job outlook: 증가(20%) 현상유지(17%) 감소(63%)
Wages (10,000 KRW): lower(25%) 5.5K average(50%) 6.4K upper(25%) 7.15K
minacross 461 KNOW occupationsmax
Job satisfaction: 67.6
minacross 461 KNOW occupationsmax
Details
Duties
- -정보시스템의 관리와 운영에 대한 지침서를 작성한다.
- -컴퓨터시스템의 구성요소에 대한 유지, 보수 등 관리방안을 마련한다.
- -전산실의 온도, 습도 분진 등을 체크하여 적정 수준을 유지시켜 시스템장비를 보호한다.
- -정보시스템의 사용자를 등록, 관리하고 이들에 대하여 시스템 접근을 관리한다.
- -정보시스템의 자원을 보호하기 위한 관리적·기술적 보안 조치를 마련하고, 이를 관리·통제한다.
- -정보시스템의 안정적인 운영을 위하여 수시로 시스템의 성능 및 기능을 점검하고, 문제를 해결한다.
- -시스템에서 운영되고 있는 실제 데이터를 정기적으로 백업한다.
- -시스템 운영상의 문제점 및 고장이 발생되었을 경우 원인을 파악하여 시스템을 최단 시간 내에 복구한다.
- -정보시스템의 관리 현황을 문서로 기록·관리한다.
- -시스템 성능 향상 시 종합적으로 시스템의 기능 및 성능을 평가한다.
- -사용자의 불편 및 요구 사항을 수시로 점검하고, 개선책을 마련한다.
- -사용자의 기술 관련 문의에 응대하고, 시스템 사용 교육을 실시한다. -정보시스템의 가동 및 정지의 권한을 갖고 필요시 시스템을 가동 및 정지시킨다.
- -하드웨어 및 소프트웨어에 대한 정보기술의 발전 동향과 추세를 분석하여 향후 시스템의 성능 향상 시 반영한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
전산(99) · 조작 및 통제(98) · 장비의 유지(97) · 고장의 발견.수리(97) · 문제 해결(95)
Knowledge
컴퓨터와 전자공학(95) · 통신(86) · 공학과 기술(75) · 영어(72) · 법(63)
Work environment
이메일 이용하기(88) · 재택근무(88) · 전화 대화하기(85) · 앉아서 근무(85) · 자동화 정도(84)
Related occupations
IT기술지원전문가 · 웹 운영자(홈페이지 관리자)
IT기술지원전문가KNOW K000000978
Job outlook: 증가(15%) 현상유지(22%) 감소(61%)
Wages (10,000 KRW): lower(25%) 4.5K average(50%) 6.5K upper(25%) 8.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 66.7
minacross 461 KNOW occupationsmax
Details
Duties
- -설치지시서에 따라 컴퓨터에 소프트웨어를 설치하거나 하드웨어의 가벼운 고장을 수리한다.
- -새로운 시스템을 구성하거나 시스템 변경에 필요한 것을 결정하기 위하여 사용자와 관리자, 간부 등과 협의한다.
- -매뉴얼을 읽고 사용자와 협의하며 컴퓨터에 나타난 문제를 진단하고 전문적인 기술지원을 해준다.
- -사용자가 상품을 사용하는 데 불편이 없는지를 평가하기 위해 소프트웨어, 하드웨어, 주변장치 등을 검사하고 모니터링한다.
- -소프트웨어나 하드웨어를 평가한 보고서를 준비하여 관리자가 참고할 수 있는 제언을 한다.
- -일상적인 데이터 전송기록과 문제 유무를 살펴 문제가 있을 경우에 이를 어떻게 처리했으며, 소프트웨어를 어떻게 설치했는지에 대한 기록을 남긴다.
- -하드웨어나 소프트웨어에 관한 지식을 최신화하기 위해 전문잡지나 매뉴얼을 읽고, 회의나 세미나에 참석한다.
- -문제해결을 수행하는 작업자, 모니터링 담당자, 자료 전송장비와 소프트웨어를 다루는 사람 등과 협조하거나 이들에게 지시한다.
- -사용자에게 전달할 서류를 준비하거나 장비를 조사한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
설치(99) · 전산(99) · 고장의 발견.수리(97) · 조작 및 통제(95) · 기술 분석(95)
Knowledge
컴퓨터와 전자공학(93) · 통신(88) · 영어(80) · 고객서비스(78) · 상품 제조 및 공정(78)
Work environment
재택근무(92) · 이메일 이용하기(88) · 외부 고객 대하기(87) · 자동화 정도(85) · 다른 사람들을 조율하거나 이끌기(83)
Related occupations
웹 운영자(홈페이지 관리자) · 정보 시스템 운영자
웹 운영자(홈페이지 관리자)KNOW K000001061
Job outlook: 증가(33%) 현상유지(26%) 감소(39%)
Wages (10,000 KRW): lower(25%) 3.95K average(50%) 4.45K upper(25%) 6.275K
minacross 461 KNOW occupationsmax
Job satisfaction: 68.6
minacross 461 KNOW occupationsmax
Details
Duties
- -홈페이지 운영 전반에 관한 책임을 진다.
- -서비스될 내용을 선택한다.
- -서비스 내용에 대한 기획을 한다.
- -홈페이지 제작 및 구성 디자인 업무를 책임진다.
- -사용자 인터페이스와 레이아웃, 가이드라인을 적용한다.
- -웹서버 구축 및 운영에 대한 기술적인 책임을 진다.
- -새로운 웹 관련 기술의 적용에 대한 책임을 진다.
- -홈페이지에서 운영될 각종 응용 프로그램을 개발한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
전산(97) · 모니터링(Monitoring)(94) · 기술 설계(94) · 조작 및 통제(90) · 창의력(90)
Knowledge
컴퓨터와 전자공학(91) · 디자인(83) · 통신(76) · 고객서비스(69) · 의사소통과 미디어(66)
Work environment
갈등 상황(98) · 다른 사람들을 조율하거나 이끌기(97) · 재택근무(96) · 앉아서 근무(91) · 다른 사람과의 접촉(90)
Related occupations
IT기술지원전문가 · 정보 시스템 운영자

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.

Arquitectos Empresariales

Exposición a la IA

Task-level exposure

Información ocupacional

Descripción ocupacional de la OIT

Vocabulario ocupacional ESCO