क्वांटम कंप्यूटिंग शोधकर्ता
💻कंप्यूटर और गणितAI एक्सपोजर
- डेटा स्रोत: BLSप्रकाशन: 2026-08
बहुत उच्च· सापेक्ष
कमचार सापेक्ष श्रेणियाँबहुत उच्चव्यवसाय-समूह स्तर का मान
मापक्रम, आधार और स्रोत
चार सापेक्ष बैंड (कम / मध्यम / उच्च / बहुत उच्च)
BLS रोज़गार पूर्वानुमान तालिका के 831 विस्तृत व्यवसायों के आधार पर। मान NEM (नेशनल एम्प्लॉयमेंट मैट्रिक्स) कोड के स्तर पर दिया जाता है, इसलिए एक ही NEM कोड वाले व्यवसायों को वही बैंड मिलता है
- डेटा स्रोत: Anthropicप्रकाशन: 2026-03
0.311
0.000यहाँ दिए गए मानों की सीमा0.745मापक्रम, आधार और स्रोत
- डेटा स्रोत: ILOप्रकाशन: 2025
0.49
0.09यहाँ दिए गए मानों की सीमा0.70व्यवसाय-समूह स्तर का मान
मापक्रम, आधार और स्रोत
जेनरेटिव AI एक्सपोजर सूचकांक, प्रकाशित रूप में 0–1
ISCO-08 यूनिट समूह — समान कोड वाले सभी व्यवसायों को यही मान मिलता है
यह इस साइट की गणना है, ILO द्वारा प्रकाशित आँकड़ा नहीं: इस साइट द्वारा ILO डेटासेट से जोड़े गए 1,012 व्यवसायों में से 21% इस मान के बराबर या उससे अधिक हैं।
यह स्रोत किस प्रकार का आँकड़ा प्रकाशित करता है
BLS की श्रेणी सापेक्ष रैंक है, निरपेक्ष स्तर नहीं, और यह प्रथम-हस्त माप भी नहीं है: यह कई प्रकाशित अध्ययनों में व्यवसाय की पर्सेंटाइल रैंकों को चार बैंडों में बांटती है। यह रोज़गार या वेतन का पूर्वानुमान नहीं है, न अपनाए जाने की संभावना, और यह स्वचालन और संवर्धन में अंतर नहीं करती।
Task-level exposure
147 छिपे कार्य दिखाएँ| Task | Claude.aiRaw / share % |
|---|---|
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.Details15-1199 | 2.009719.5 |
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.Details15-1199 | 1.459114.2 |
Determine sources of web page or server problems, and take action to correct such problems.Details15-1199 | 0.88828.6 |
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.Details15-1199 | 0.33693.3 |
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.Details15-1199 | 0.29712.9 |
Design databases to support business applications, ensuring system scalability, security, performance and reliability.Details15-1199 | 0.24952.4 |
Consult with multiple stakeholders to define requirements and implement online features.Details15-1199 | 0.24382.4 |
Provide technical guidance or support for the development or troubleshooting of systems.Details15-1199 | 0.24122.3 |
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.Details15-1199 | 0.20272.0 |
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.Details15-1199 | 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.Details15-1199 | 0.18211.8 |
Help programmers and systems analysts test and debug new programs.Details43-9011 | 0.16101.6 |
Create, analyze, report, convert, or transfer data, using specialized applications program software.Details15-1199 | 0.15711.5 |
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.Details15-1199 | 0.14411.4 |
Demonstrate database technical functionality, such as performance, security and reliability.Details15-1199 | 0.14191.4 |
Configure servers to meet functional specifications.Details15-1199 | 0.13981.4 |
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.Details15-1199 | 0.13581.3 |
Respond to program error messages by finding and correcting problems or terminating the program.Details43-9011 | 0.13281.3 |
Provide feedback and recommendations to developers on software usability and functionality.Details15-1199 | 0.13241.3 |
Document and communicate database schemas, using accepted notations.Details15-1199 | 0.12981.3 |
Analyze, interpret, or disseminate system performance data.Details15-1199 | 0.11821.1 |
Provide guidelines for implementing secure systems to customers or installation teams.Details15-1199 | 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).Details15-1199 | 0.10281.0 |
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.Details15-1199 | 0.09120.9 |
Document software defects, using a bug tracking system, and report defects to software developers.Details15-1199 | 0.08640.8 |
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.Details15-1199 | 0.08200.8 |
Document technical functions and specifications for new or proposed content management systems.Details15-1199 | 0.08070.8 |
Develop and document database architectures.Details15-1199 | 0.07990.8 |
Synthesize current business intelligence or trend data to support recommendations for action.Details15-1199 | 0.07790.8 |
Test system modifications to prepare for implementation.Details15-1199 | 0.07110.7 |
Develop system engineering, software engineering, system integration, or distributed system architectures.Details15-1199 | 0.06940.7 |
Create content strategies for digital media.Details15-1199 | 0.05370.5 |
Develop application-specific software.Details15-1199 | 0.05290.5 |
Evaluate or recommend server hardware or software.Details15-1199 | 0.05150.5 |
Verify stability, interoperability, portability, security, or scalability of system architecture.Details15-1199 | 0.05020.5 |
Record information such as computer operating time, problems that occurred, and actions taken.Details43-9011 | 0.04500.4 |
Review or update web page content or links in a timely manner, using appropriate tools.Details15-1199 | 0.04290.4 |
Develop or implement procedures for ongoing web site revision.Details15-1199 | 0.04230.4 |
Analyze competitive market strategies through analysis of related product, market, or share trends.Details15-1199 | 0.04090.4 |
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.Details15-1199 | 0.04070.4 |
Create and enforce database development standards.Details15-1199 | 0.03860.4 |
Develop or document style guidelines for web site content.Details15-1199 | 0.03820.4 |
Design or develop automated testing tools.Details15-1199 | 0.03800.4 |
Identify methods for interfacing Web application technologies with enterprise resource planning or other system software.Details15-1199 | 0.03450.3 |
Identify, standardize, and communicate levels of access and security.Details15-1199 | 0.03440.3 |
Search electronic sources, such as databases or repositories, or manual sources for information.Details15-1199 | 0.03100.3 |
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.Details15-1199 | 0.03060.3 |
Administer document and system access rights and revision control to ensure security of system and integrity of master documents.Details15-1199 | 0.03050.3 |
Create visual representations of geospatial data using complex procedures, such as analytical modeling, three-dimensional renderings, or plot creation.Details15-1199 | 0.02830.3 |
Retrieve, separate and sort program output as needed, and send data to specified users.Details43-9011 | 0.02630.3 |
Design and implement warehouse database structures.Details15-1199 | 0.02620.3 |
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements.Details15-1199 | 0.02610.3 |
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures.Details15-1199 | 0.02440.2 |
Operate spreadsheet programs and other types of software to load and manipulate data and to produce reports.Details43-9011 | 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.Details15-1199 | 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.Details15-1199 | 0.02310.2 |
Maintain library of model documents, templates, or other reusable knowledge assets.Details15-1199 | 0.02290.2 |
Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility.Details15-1199 | 0.02270.2 |
Perform security analyses of developed or packaged software components.Details15-1199 | 0.02180.2 |
Prepare project status reports by collecting, analyzing, and summarizing information and trends.Details15-1199 | 0.02120.2 |
Identify and analyze industry or geographic trends with business strategy implications.Details15-1199 | 0.02050.2 |
Map data between source systems, data warehouses, and data marts.Details15-1199 | 0.02010.2 |
Prepare functional or technical documentation for data warehouses.Details15-1199 | 0.01980.2 |
Execute or manage social media campaigns to inform search marketing tactics.Details15-1199 | 0.01970.2 |
Implement web site security measures, such as firewalls or message encryption.Details15-1199 | 0.01950.2 |
Develop data models for applications, metadata tables, views or related database structures.Details15-1199 | 0.01950.2 |
Document specifications for business intelligence or information technology (IT) reports, dashboards, or other outputs.Details15-1199 | 0.01930.2 |
Implement business rules via stored procedures, middleware, or other technologies.Details15-1199 | 0.01900.2 |
Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.Details15-1199 | 0.01860.2 |
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.Details15-1199 | 0.01820.2 |
Disseminate information regarding tools, reports, or metadata enhancements.Details15-1199 | 0.01820.2 |
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.Details15-1199 | 0.01650.2 |
Develop and maintain design level documentation, including mechanics, guidelines, and mission outlines.Details15-1199 | 0.01520.1 |
Evaluate or recommend software for testing or bug tracking.Details15-1199 | 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.Details15-1199 | 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.Details15-1199 | 0.01320.1 |
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel.Details15-1199 | 0.01280.1 |
Update automated test scripts to ensure currency.Details15-1199 | 0.01240.1 |
Create and manage documentation, production schedules, prototyping goals, and communication plans in collaboration with production staff.Details15-1199 | 0.01220.1 |
Document design specifications, installation instructions, and other system-related information.Details15-1199 | 0.01190.1 |
Check and analyze operating system or application logfiles regularly to verify proper system performance.Details15-1199 | 0.01170.1 |
Collaborate with artists to achieve appropriate visual style.Details15-1199 | 0.01170.1 |
Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs).Details15-1199 | 0.01170.1 |
Assist in the assessment, acquisition, or deployment of new electronic document management systems.Details15-1199 | 0.01160.1 |
Monitor bug resolution efforts and track successes.Details15-1199 | 0.01110.1 |
Write, review, or execute plans for testing new or established document management systems.Details15-1199 | 0.01090.1 |
Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.Details15-1199 | 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.Details15-1199 | 0.01070.1 |
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.Details15-1199 | 0.01040.1 |
Define and analyze objectives, scope, issues, or organizational impact of information systems.Details15-1199 | 0.01000.1 |
Plan and install upgrades of database management system software to enhance database performance.Details15-1199 | 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.Details15-1199 | 0.00950.1 |
Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods.Details15-1199 | 0.00950.1 |
Identify system data, hardware, or software components required to meet user needs.Details15-1199 | 0.00940.1 |
Select cartographic elements needed for effective presentation of information.Details15-1199 | 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.Details15-1199 | 0.00910.1 |
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.Details15-1199 | 0.00860.1 |
Recommend procedures or equipment or software upgrades to increase data accessibility or ease of use.Details15-1199 | 0.00860.1 |
Provide advice on project costs, design concepts, or design changes.Details15-1199 | 0.00820.1 |
Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.Details15-1199 | 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.Details15-1199 | 0.00790.1 |
Provide technical support for existing reports, dashboards, or other tools.Details15-1199 | 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.Details15-1199 | 0.00780.1 |
Collaborate with other marketing staff to integrate and complement marketing strategies across multiple sales channels.Details15-1199 | 0.00730.1 |
Create or maintain databases of known test defects.Details15-1199 | 0.00660.1 |
Create or implement metadata processes and frameworks.Details15-1199 | 0.00660.1 |
Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends.Details15-1199 | 0.00660.1 |
Develop data warehouse process models, including sourcing, loading, transformation, and extraction.Details15-1199 | 0.00640.1 |
Assess current or future customer needs and priorities through communicating directly with customers, conducting surveys, or other methods.Details15-1199 | 0.00640.1 |
Provide or coordinate troubleshooting support for data warehouses.Details15-1199 | 0.00610.1 |
Confer with users to analyze, configure, or troubleshoot applications.Details15-1199 | 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.Details15-1199 | 0.00570.1 |
Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns.Details15-1199 | 0.00570.1 |
Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content.Details15-1199 | 0.00530.1 |
Test software systems or applications for software enhancements or new products.Details15-1199 | 0.00510.0 |
Implement online customer service processes to ensure positive and consistent user experiences.Details15-1199 | 0.00510.0 |
Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies.Details15-1199 | 0.00470.0 |
Provide technical support for computer-based Geographic Information Systems (GIS) mapping software.Details15-1199 | 0.00440.0 |
Prepare support documentation and training materials for end users of document management systems.Details15-1199 | 0.00430.0 |
Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.Details15-1199 | 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.Details15-1199 | 0.00420.0 |
Communicate with staff or clients to understand specific system requirements.Details15-1199 | 0.00400.0 |
Analyze technology trends to identify markets for future product development or to improve sales of existing products.Details15-1199 | 0.00400.0 |
Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.Details15-1199 | 0.00390.0 |
Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.Details15-1199 | 0.00390.0 |
Review designs, codes, test plans, or documentation to ensure quality.Details15-1199 | 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.Details15-1199 | 0.00390.0 |
Develop or maintain archived procedures, procedural codes, or queries for applications.Details15-1199 | 0.00380.0 |
Participate in the development or implementation of online marketing strategy.Details15-1199 | 0.00380.0 |
Gather, analyze, or document user feedback to locate or resolve sources of problems.Details15-1199 | 0.00360.0 |
Monitor or track project milestones and deliverables.Details15-1199 | 0.00360.0 |
Set up database clusters, backup, or recovery processes.Details15-1199 | 0.00350.0 |
Conduct financial modeling for online marketing programs or Web site revenue forecasting.Details15-1199 | 0.00350.0 |
Provide technical support to junior staff or clients.Details15-1199 | 0.00330.0 |
Design, program, or model Geographic Information Systems (GIS) applications or procedures.Details15-1199 | 0.00330.0 |
Notify supervisor or computer maintenance technicians of equipment malfunctions.Details43-9011 | 0.00310.0 |
Combine secondary data sources with keyword research to more accurately profile and satisfy user intent.Details15-1199 | 0.00310.0 |
Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability.Details15-1199 | 0.00300.0 |
Develop or approve project plans, schedules, or budgets.Details15-1199 | 0.00300.0 |
Develop efficient and effective system controllers.Details15-1199 | 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.Details15-1199 | 0.00300.0 |
Maintain or modify existing Geographic Information Systems (GIS) databases.Details15-1199 | 0.00300.0 |
Select methods, techniques, or criteria for data warehousing evaluative procedures.Details15-1199 | 0.00290.0 |
Guide design discussions between development teams.Details15-1199 | 0.00290.0 |
Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.Details15-1199 | 0.00260.0 |
Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information.Details15-1199 | 0.00260.0 |
Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.Details15-1199 | 0.00260.0 |
Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.Details15-1199 | 0.00260.0 |
Analyze Geographic Information Systems (GIS) data to identify spatial relationships or display results of analyses, using maps, graphs, or tabular data.Details15-1199 | 0.00250.0 |
Verify the structure, accuracy, or quality of warehouse data.Details15-1199 | 0.00250.0 |
Identify, review, or select vendors or consultants to meet project needs.Details15-1199 | 0.00250.0 |
Conduct historical analyses of test results.Details15-1199 | 0.00230.0 |
Establish and execute a project communication plan.Details15-1199 | 0.00220.0 |
Develop, document, or maintain standards, best practices, or system usage procedures.Details15-1199 | 0.00220.0 |
Provide technical support during software installation or configuration.Details15-1199 | 0.00200.0 |
Submit project deliverables, ensuring adherence to quality standards.Details15-1199 | 0.00200.0 |
Define product requirements, based on market research analysis, in collaboration with user interface design and engineering staff.Details15-1199 | 0.00200.0 |
Assist in setting up or optimizing analytics tools for tracking visitors' behaviors.Details15-1199 | 0.00200.0 |
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
व्यावसायिक जानकारी
आईएलओ व्यावसायिक विवरण
Systems Analysts
प्रणाली विश्लेषक
स्वयं अनूदित
स्वयं अनूदित — यह आधिकारिक ISCO शब्दावली नहीं है (ILO द्वारा समीक्षित नहीं)।
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.
कार्य
- (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.
उदाहरण व्यवसाय
Business analyst (IT) · Computer scientist · Information systems analyst · Systems consultant · Systems designer (IT)
अप्रत्यक्ष मानचित्रण — यह व्यवसाय नियम-आधारित फ़ॉलबैक द्वारा ISCO इकाई समूह से जुड़ा है।
Sources: ILO ISCO-08 — details: Credits
ESCO व्यावसायिक शब्दावली
- integration engineerESCO 2511.16
Integration engineers develop and implement solutions which coordinate applications across the enterprise or its units and departments. They evaluate existing components or systems to determine integration requirements and ensure that the final solutions meet organisational needs. They reuse components when possible and assist management in taking decisions. They perform ICT system integration troubleshooting.
- embedded system designerESCO 2511.4
Embedded system designers translate and design requirements and the high-level plan or architecture of an embedded control system according to technical software specifications.
- green ICT consultantESCO 2511.6
Green ICT consultants advise organisations on their green ICT strategy and its implementation in the most effective and efficient manner to allow the organisation to reach their short, mid, and long term ICT environmental objectives.
- data scientistESCO 2511.3
Data scientists find and interpret rich data sources, manage large amounts of data, merge data sources, ensure consistency of data-sets, and create visualisations to aid in understanding data. They build mathematical models using data, present and communicate data insights and findings to specialists and scientists in their team and if required, to a non-expert audience, and recommend ways to apply the data.
- enterprise architectESCO 2511.5
Enterprise architects balance technological opportunities with business requirements. They also maintain a holistic view of the organisation's strategy, processes, information and ICT assets and link the business mission, strategy and processes to the ICT strategy.
- ICT intelligent systems designerESCO 2511.10
ICT intelligent systems designers apply methods of artificial intelligence in engineering, robotics and computer science to design programs which simulate intelligence including thinking models, cognitive and knowledge-based systems, problem solving, and decision making. They also integrate structured knowledge into computer systems (ontologies, knowledge bases) in order to solve complex problems normally requiring a high level of human expertise or artificial intelligence methods.
- ICT business analysis managerESCO 2511.7
ICT business analysis managers identify areas where information system changes are needed to support business plans and monitor the impact in terms of change management. They contribute to the general ICT functional requirements of the business organisation. ICT business analysis managers analyse business needs and translate them into ICT solutions.
- ICT research consultantESCO 2511.11
ICT research consultants perform targeted ICT research and provide a final report to the client. They also use ICT tools to design questionnaires for surveys, analyse the results, write reports, present the results and make recommendations based on the research findings.
- ICT system analystESCO 2511.12
ICT system analysts specify the system needs to meet the end user requirements. They analyse system functions in order to define their goals or purposes and to discover operations and procedures for accomplishing them most efficiently. They also design new IT solutions to improve business efficiency and productivity, produce outline designs and estimate costs of new systems, specify the operations the system will perform, and the way data will be viewed by the end user. They present the design to the users and work closely with the users to implement the solution.
- ICT system developerESCO 2511.14
ICT system developers maintain, audit and improve organisational support systems. They use existing or new technologies to meet particular needs. They test both hardware and software system components, diagnose and resolve system faults.
- ICT consultantESCO 2511.9
ICT consultants provide advice on how to optimise the use of existing tools and systems, make recommendations for the development and implementation of a business project or technological solution and contribute to project definitions. They raise awareness on information technology innovations and their potential value to a business. They also participate in the assessment and choice of ICT solutions.
- ICT system integration consultantESCO 2511.15
ICT system integration consultants advise on bringing together different systems to interoperate within an organisation for enabling data sharing and reducing redundancy.
स्रोत: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
लाइसेंस: 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: +21.8%
Median wage: $140K
Employment: 39K
Typical entry-level education: Master's degree
BLS Employment Projections 2025–35 (SOC 15-1221 occupational group)
Details ▾▴
Employment: 2025 39K → 2035 47K
Median annual wage (exact): $140,300
BLS occupational group: Computer and information research scientists