データベースアーキテクト

コンピュータ・数学

AI露出度

データ出典: BLS公表時点: 2026-08
非常に高い· 相対
低い4段階の相対区分非常に高い
職業群単位の値
尺度・母数・出典
4段階の相対区分（低い / 中程度 / 高い / 非常に高い）
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
出典データセット（XLSX ファイルのダウンロード）
データ出典: Anthropic公表時点: 2026-03
0.579
0.000ここに掲載された値の範囲0.745
尺度・母数・出典
観測エクスポージャー指数、公開されたまま0–1
O*NETタスクへの対応づけが基準
出典データセット
データ出典: ILO公表時点: 2025
0.57
0.09ここに掲載された値の範囲0.70
職業群単位の値
尺度・母数・出典
生成AI露出度指数、公開されたまま0–1
ISCO-08の職業小分類単位 — 同じコードの職業はすべて同じ値
当サイトの算出であり、ILOが公表した数値ではありません。当サイトがILOデータセットに結び付けた職業1,012件のうち、この値以上のものは7%です。
出典データセット

この出典がどのような性格の値か

BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。

Task-level exposure

非表示の作業 144 件を表示

Task	Claude.aiRaw / share %
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source. 15-1199	2.009718.1
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies. 15-1199	1.459113.2
Determine sources of web page or server problems, and take action to correct such problems. 15-1199	0.88828.0
Modify existing databases and database management systems or direct programmers and analysts to make changes. 15-1141	0.55025.0
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks. 15-1199	0.33693.0
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction. 15-1199	0.29712.7
Design databases to support business applications, ensuring system scalability, security, performance and reliability. 15-1199	0.24952.3
Consult with multiple stakeholders to define requirements and implement online features. 15-1199	0.24382.2
Test programs or databases, correct errors, and make necessary modifications. 15-1141	0.24312.2
Provide technical guidance or support for the development or troubleshooting of systems. 15-1199	0.24122.2
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders. 15-1199	0.20271.8
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements. 15-1199	0.18801.7
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	0.18211.6
Create, analyze, report, convert, or transfer data, using specialized applications program software. 15-1199	0.15711.4
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements. 15-1199	0.14411.3
Demonstrate database technical functionality, such as performance, security and reliability. 15-1199	0.14191.3
Configure servers to meet functional specifications. 15-1199	0.13981.3
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions. 15-1199	0.13581.2
Provide feedback and recommendations to developers on software usability and functionality. 15-1199	0.13241.2
Document and communicate database schemas, using accepted notations. 15-1199	0.12981.2
Develop standards and guidelines to guide the use and acquisition of software and to protect vulnerable information. 15-1141	0.12101.1
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	0.10981.0
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	0.10280.9
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow. 15-1199	0.09120.8
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	0.08200.7
Document technical functions and specifications for new or proposed content management systems. 15-1199	0.08070.7
Develop and document database architectures. 15-1199	0.07990.7
Synthesize current business intelligence or trend data to support recommendations for action. 15-1199	0.07790.7
Develop methods for integrating different products so they work properly together such as customizing commercial databases to fit specific needs. 15-1141	0.07610.7
Test system modifications to prepare for implementation. 15-1199	0.07110.6
Develop system engineering, software engineering, system integration, or distributed system architectures. 15-1199	0.06940.6
Plan, coordinate and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure. 15-1141	0.05600.5
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
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	0.03860.3
Develop or document style guidelines for web site content. 15-1199	0.03820.3
Design or develop automated testing tools. 15-1199	0.03800.3
Write and code logical and physical database descriptions and specify identifiers of database to management system or direct others in coding descriptions. 15-1141	0.03580.3
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
Develop data model describing data elements and how they are used, following procedures and using pen, template or computer software. 15-1141	0.03170.3
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
Review procedures in database management system manuals for making changes to database. 15-1141	0.02800.3
Design and implement warehouse database structures. 15-1199	0.02620.2
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements. 15-1199	0.02610.2
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures. 15-1199	0.02440.2
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
Specify users and user access levels for each segment of database. 15-1141	0.02200.2
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	0.01650.1
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
Establish and calculate optimum values for database parameters, using manuals and calculator. 15-1141	0.00790.1
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	0.00530.0
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
Review project requests describing database user needs to estimate time and cost required to accomplish project. 15-1141	0.00330.0
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
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
Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management. 15-1141	0.00220.0
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
他 154 件の作業を表示 ▾折りたたむ ▴

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
Provide technical support to junior staff or clients. O*NET Task ID 16099	1.0
Set up database clusters, backup, or recovery processes. O*NET Task ID 16100	1.0
Plan and install upgrades of database management system software to enhance database performance. O*NET Task ID 16102	1.0
Identify and correct deviations from database development standards. O*NET Task ID 16104	1.0
Document and communicate database schemas, using accepted notations. O*NET Task ID 16105	1.0
Develop or maintain archived procedures, procedural codes, or queries for applications. O*NET Task ID 16106	1.0
Develop load-balancing processes to eliminate down time for backup processes. O*NET Task ID 16107	1.0
Develop data models for applications, metadata tables, views or related database structures. O*NET Task ID 16108	1.0
Design databases to support business applications, ensuring system scalability, security, performance, and reliability. O*NET Task ID 16109	1.0
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. O*NET Task ID 16110	1.0
Demonstrate database technical functionality, such as performance, security and reliability. O*NET Task ID 16111	1.0
Create and enforce database development standards. O*NET Task ID 16112	1.0
Develop and document database architectures. O*NET Task ID 16115	1.0
Develop data model describing data elements and their use, following procedures and using pen, template or computer software. O*NET Task ID 21652	1.0
Develop methods for integrating different products so they work properly together, such as customizing commercial databases to fit specific needs. O*NET Task ID 21653	1.0
Establish and calculate optimum values for database parameters, using manuals and calculator. O*NET Task ID 21654	1.0
Test programs or databases, correct errors, and make necessary modifications. O*NET Task ID 21657	1.0
Write and code logical and physical database descriptions, and specify identifiers of database to management system or direct others in coding descriptions. O*NET Task ID 21660	1.0
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance. O*NET Task ID 16101	0.5
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements. O*NET Task ID 16113	0.5
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements. O*NET Task ID 16114	0.5
Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management. O*NET Task ID 21655	0.5
Review project requests describing database user needs to estimate time and cost required to accomplish project. O*NET Task ID 21656	0.5
Train users and answer questions. O*NET Task ID 21658	0.5
Work as part of a project team to coordinate database development and determine project scope and limitations. O*NET Task ID 21659	0.5
他 15 件の作業を表示 ▾折りたたむ ▴

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

職業情報

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.

데이터 시스템 전문가KNOW K000001134
Job outlook: 증가(27%) 현상유지(27%) 감소(46%)
Wages (10,000 KRW): lower(25%) 6.375K average(50%) 7.35K upper(25%) 10.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 74.1
minacross 461 KNOW occupationsmax
Details
Duties
- -데이터베이스의 사용자를 등록 관리하고 모니터링을 실시한다.
- -데이터베이스의 자료에 대한 백업 및 복구절차를 마련하고 백업 주기에 따른 데이터의 백업을 실시한다.
- -데이터베이스의 보안 정책을 수립하고, 이에 따른 보안 관리를 준수해 나간다.
- -데이터베이스의 성능을 모니터링하고, 성능 향상을 위한 시스템 튜닝을 실시하여 최대 성능을 유지시켜 나간다.
- -데이터베이스 시스템의 고장 및 사용상의 문제가 발생 되었을 시, 신속히 원인을 파악하여 이를 최단 복구시킨다.
- -데이터베이스 시스템의 기술적, 환경적 변화의 추세에 따른 지속적인 시스템의 업그레이드를 계획하고 이를 추진한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
전산(99) · 기술 설계(99) · 기술 분석(99) · 범주화(99) · 문제 해결(98)
Knowledge
컴퓨터와 전자공학(89) · 영어(78) · 산수와 수학(78) · 통신(78) · 공학과 기술(72)
Work environment
재택근무(97) · 자동화 정도(96) · 정확성, 정밀성 유지(95) · 실수의 심각성(86) · 앉아서 근무(86)
Related occupations
데이터분석가(빅데이터분석가)
데이터분석가(빅데이터분석가)KNOW K000001080
Job outlook: 증가(33%) 현상유지(7%) 감소(60%)
Wages (10,000 KRW): lower(25%) 5.0K average(50%) 6.1K upper(25%) 10.25K
minacross 461 KNOW occupationsmax
Job satisfaction: 70.4
minacross 461 KNOW occupationsmax
Details
Duties
- -분석 목표에 따라 데이터의 분석 방법을 기획한다.
- -분석할 데이터 자원을 수집한다.
- -대용량의 데이터를 처리하는 플랫폼을 활용하여 처리·분석한다.
- -분석 방법에 따라 마이닝, 네트워크 분석, 복잡계기법 분석, 클러스터 분석 등을 활용한다.
- -프로그램을 사용하여 분석 결과를 시각화한다.
- -데이터와 관련된 새로운 기술, 유행, 트렌드 등을 수시로 파악한다.
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Work abilities
추리력(99) · 기술 분석(99) · 전산(99) · 논리적 분석(99) · 수리력(99)
Knowledge
산수와 수학(93) · 컴퓨터와 전자공학(87) · 영어(75) · 공학과 기술(72) · 사무(63)
Work environment
재택근무(98) · 앉아서 근무(91) · 연설, 발표, 회의하기(84) · 이메일 이용하기(82) · 자동화 정도(82)
Related occupations
데이터 시스템 전문가

The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.

データベースアーキテクト

AI露出度

Task-level exposure

職業情報

ILO（国際労働機関）の職業説明

ESCO 職業語彙