数据库架构师

计算机与数学

AI暴露度

数据来源: BLS发布时间: 2026-08
很高· 相对
低四级相对区间很高
职业群单位数值
尺度 · 母数 · 来源
四级相对类别（低 / 中等 / 高 / 很高）
以BLS就业预测表中831个细分职业为基数。取值按 NEM（全国就业矩阵）代码给定，因此共用同一 NEM 代码的职业得到相同分档
来源数据集（XLSX 文件下载）
数据来源: Anthropic发布时间: 2026-03
0.579
0.000此处所载数值的范围0.745
尺度 · 母数 · 来源
观测暴露度指数，按发布原值0–1
以O*NET任务映射为基准
来源数据集
数据来源: ILO发布时间: 2025
0.57
0.09此处所载数值的范围0.70
职业群单位数值
尺度 · 母数 · 来源
生成式AI暴露度指数，按发布原值0–1
ISCO-08职业小类单位 — 共用同一代码的职业取值相同
本站计算，并非国际劳工组织发布的数值。在本站与 ILO 数据集相连的 1,012 个职业中，达到或高于此值的占 7%。
来源数据集

该来源发布的是什么性质的数值

BLS的类别是相对排位而非绝对水平，也不是一手测量：它把多项已发表研究给出的职业百分位排名归并为四个等级。它不是就业或工资预测，不是采用概率，也不区分自动化与增强。

Task-level exposure

显示隐藏的 156 项工作

Task	Claude.aiRaw / share %	APIRaw / share %
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies. 15-1199	4.872141.9	4.306231.1
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source. 15-1199	0.90047.7	1.10028.0
Search electronic sources, such as databases or repositories, or manual sources for information. 15-1199	0.48534.2	0.20441.5
Determine sources of web page or server problems, and take action to correct such problems. 15-1199	0.36333.1	0.26291.9
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	0.32932.8	0.29362.1
Provide technical guidance or support for the development or troubleshooting of systems. 15-1199	0.32322.8	0.03020.2
Test programs or databases, correct errors, and make necessary modifications. 15-1141	0.30262.6	1.13188.2
Provide feedback and recommendations to developers on software usability and functionality. 15-1199	0.29202.5	0.21741.6
Develop application-specific software. 15-1199	0.27242.3	0.48553.5
Modify existing databases and database management systems or direct programmers and analysts to make changes. 15-1141	0.25532.2	0.15071.1
Consult with multiple stakeholders to define requirements and implement online features. 15-1199	0.24192.1	0.04230.3
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks. 15-1199	0.16241.4	0.63624.6
Configure servers to meet functional specifications. 15-1199	0.15681.3	0.17041.2
Design databases to support business applications, ensuring system scalability, security, performance and reliability. 15-1199	0.13011.1	0.07060.5
Create, analyze, report, convert, or transfer data, using specialized applications program software. 15-1199	0.12051.0	1.05437.6
Evaluate or recommend software for testing or bug tracking. 15-1199	0.10880.9	0.03200.2
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	0.09980.9	0.04520.3
Develop methods for integrating different products so they work properly together such as customizing commercial databases to fit specific needs. 15-1141	0.09610.8	0.13120.9
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources. 15-1199	0.08750.8	0.31332.3
Evaluate or recommend server hardware or software. 15-1199	0.08520.7	0.02940.2
Develop or implement procedures for ongoing web site revision. 15-1199	0.07800.7	0.08690.6
Demonstrate database technical functionality, such as performance, security and reliability. 15-1199	0.07800.7	0.01770.1
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction. 15-1199	0.07310.6	0.13060.9
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements. 15-1199	0.07310.6	0.03350.2
Document software defects, using a bug tracking system, and report defects to software developers. 15-1199	0.06280.5	0.26531.9
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance. 15-1199	0.06240.5	0.01240.1
Develop system engineering, software engineering, system integration, or distributed system architectures. 15-1199	0.05930.5	0.02530.2
Synthesize current business intelligence or trend data to support recommendations for action. 15-1199	0.05860.5	0.03510.3
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements. 15-1199	0.05850.5	0.03460.3
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders. 15-1199	0.05830.5	0.09030.7
Analyze, interpret, or disseminate system performance data. 15-1199	0.05250.5	0.07400.5
Develop data models for applications, metadata tables, views or related database structures. 15-1199	0.04440.4	0.03150.2
Perform security analyses of developed or packaged software components. 15-1199	0.04290.4	0.80705.8
Develop and document database architectures. 15-1199	0.04280.4	0.02760.2
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow. 15-1199	0.04220.4	0.02660.2
Develop standards and guidelines to guide the use and acquisition of software and to protect vulnerable information. 15-1141	0.03750.3	0.07370.5
Identify methods for interfacing Web application technologies with enterprise resource planning or other system software. 15-1199	0.03680.3	0.03040.2
Review procedures in database management system manuals for making changes to database. 15-1141	0.03530.3	0.00740.1
Design or develop automated testing tools. 15-1199	0.03450.3	0.13151.0
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements. 15-1199	0.03290.3	0.01980.1
Write and code logical and physical database descriptions and specify identifiers of database to management system or direct others in coding descriptions. 15-1141	0.03280.3	0.00690.0
Document and communicate database schemas, using accepted notations. 15-1199	0.03220.3	0.02950.2
Create content strategies for digital media. 15-1199	0.03220.3	0.01510.1
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	0.02790.2	0.03120.2
Provide guidelines for implementing secure systems to customers or installation teams. 15-1199	0.02770.2	0.00730.1
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions. 15-1199	0.02730.2	0.02300.2
Provide or coordinate troubleshooting support for data warehouses. 15-1199	0.02590.2	0.00530.0
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures. 15-1199	0.02430.2	0.03570.3
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims. 15-1199	0.02430.2	0.01770.1
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	0.02410.2	0.02990.2
Document technical functions and specifications for new or proposed content management systems. 15-1199	0.02350.2	0.00680.0
Develop data model describing data elements and how they are used, following procedures and using pen, template or computer software. 15-1141	0.01990.2	0.01660.1
Prepare functional or technical documentation for data warehouses. 15-1199	0.01910.2	0.00370.0
Create visual representations of geospatial data using complex procedures, such as analytical modeling, three-dimensional renderings, or plot creation. 15-1199	0.01720.1	0.00600.0
Design and implement warehouse database structures. 15-1199	0.01710.1	0.01070.1
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures. 15-1199	0.01640.1	0.16651.2
Identify, standardize, and communicate levels of access and security. 15-1199	0.01540.1	0.00370.0
Prepare project status reports by collecting, analyzing, and summarizing information and trends. 15-1199	0.01530.1	0.02210.2
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs. 15-1199	0.01490.1	0.02140.2
Analyze competitive market strategies through analysis of related product, market, or share trends. 15-1199	0.01490.1	0.01020.1
Develop or document style guidelines for web site content. 15-1199	0.01470.1	0.01150.1
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	0.01450.1	0.01040.1
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	0.01430.1	0.01040.1
Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility. 15-1199	0.01400.1	0.01750.1
Plan, coordinate and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure. 15-1141	0.01340.1	0.01090.1
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI). 15-1199	0.01340.1	0.00310.0
Identify system data, hardware, or software components required to meet user needs. 15-1199	0.01180.1	0.00650.0
Provide training or technical assistance in web site implementation or use. 15-1199	0.01060.1	—0
Map data between source systems, data warehouses, and data marts. 15-1199	0.01040.1	0.01580.1
Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications. 15-1199	0.01040.1	0.00200.0
Review or update web page content or links in a timely manner, using appropriate tools. 15-1199	0.01030.1	0.04940.4
Disseminate information regarding tools, reports, or metadata enhancements. 15-1199	0.01020.1	0.00380.0
Specify users and user access levels for each segment of database. 15-1141	0.01020.1	0.00370.0
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	0.00940.1	0.00650.0
Create and enforce database development standards. 15-1199	0.00910.1	0.00320.0
Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software. 15-1199	0.00900.1	0.00620.0
Execute or manage social media campaigns to inform search marketing tactics. 15-1199	0.00880.1	0.00710.1
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	0.00880.1	0.00360.0
Provide advice on project costs, design concepts, or design changes. 15-1199	0.00860.1	—0
Plan and install upgrades of database management system software to enhance database performance. 15-1199	0.00840.1	0.00580.0
Develop or maintain archived procedures, procedural codes, or queries for applications. 15-1199	0.00800.1	0.00800.1
Develop data warehouse process models, including sourcing, loading, transformation, and extraction. 15-1199	0.00790.1	0.00410.0
Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users. 15-1199	0.00730.1	—0
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software. 15-1199	0.00710.1	0.02720.2
Gather, analyze, or document user feedback to locate or resolve sources of problems. 15-1199	0.00690.1	0.04890.4
Identify and analyze industry or geographic trends with business strategy implications. 15-1199	0.00680.1	0.00220.0
Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods. 15-1199	0.00650.1	0.01380.1
Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs). 15-1199	0.00630.1	0.00970.1
Update automated test scripts to ensure currency. 15-1199	0.00570.0	0.05920.4
Implement web site security measures, such as firewalls or message encryption. 15-1199	0.00560.0	0.00360.0
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	0.00550.0	0.00340.0
Analyze technology trends to identify markets for future product development or to improve sales of existing products. 15-1199	0.00510.0	0.00160.0
Establish and calculate optimum values for database parameters, using manuals and calculator. 15-1141	0.00500.0	0.00190.0
Document design specifications, installation instructions, and other system-related information. 15-1199	0.00460.0	0.00240.0
Create and manage documentation, production schedules, prototyping goals, and communication plans in collaboration with production staff. 15-1199	0.00460.0	0.00160.0
Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content. 15-1199	0.00450.0	0.00670.0
Develop or approve project plans, schedules, or budgets. 15-1199	0.00450.0	0.00190.0
Recommend procedures or equipment or software upgrades to increase data accessibility or ease of use. 15-1199	0.00450.0	0.00180.0
Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies. 15-1199	0.00450.0	—0
Provide technical support to junior staff or clients. 15-1199	0.00410.0	0.00360.0
Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability. 15-1199	0.00400.0	0.00160.0
Test system modifications to prepare for implementation. 15-1199	0.00390.0	0.07640.6
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel. 15-1199	0.00380.0	0.01320.1
Provide technical support for computer-based Geographic Information Systems (GIS) mapping software. 15-1199	0.00380.0	—0
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	0.00370.0	0.00430.0
Develop and maintain design level documentation, including mechanics, guidelines, and mission outlines. 15-1199	0.00360.0	—0
Collect and analyze Web metrics, such as visits, time on site, page views per visit, transaction volume and revenue, traffic mix, click-through rates, conversion rates, cost per acquisition, or cost per click. 15-1199	0.00350.0	0.00790.1
Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns. 15-1199	0.00330.0	0.00470.0
Write, review, or execute plans for testing new or established document management systems. 15-1199	0.00320.0	—0
Maintain library of model documents, templates, or other reusable knowledge assets. 15-1199	0.00310.0	0.00170.0
Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists. 15-1199	0.00300.0	0.00860.1
Administer document and system access rights and revision control to ensure security of system and integrity of master documents. 15-1199	0.00300.0	0.00690.0
Select methods, techniques, or criteria for data warehousing evaluative procedures. 15-1199	0.00300.0	0.00320.0
Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information. 15-1199	0.00300.0	—0
Collaborate with artists to achieve appropriate visual style. 15-1199	0.00290.0	0.00250.0
Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications. 15-1199	0.00290.0	0.00250.0
Provide technical support for existing reports, dashboards, or other tools. 15-1199	0.00280.0	0.01240.1
Identify, review, or select vendors or consultants to meet project needs. 15-1199	0.00280.0	0.00330.0
Check and analyze operating system or application logfiles regularly to verify proper system performance. 15-1199	0.00280.0	—0
Provide technical support during software installation or configuration. 15-1199	0.00270.0	0.00370.0
Direct or coordinate activities of project personnel. 15-1199	0.00260.0	0.01670.1
Assess current or future customer needs and priorities through communicating directly with customers, conducting surveys, or other methods. 15-1199	0.00250.0	0.01360.1
Track, compile, and analyze web site usage data. 15-1199	0.00250.0	0.00790.1
Monitor or track project milestones and deliverables. 15-1199	0.00240.0	0.00960.1
Confer with users to analyze, configure, or troubleshoot applications. 15-1199	0.00240.0	0.00570.0
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components. 15-1199	0.00240.0	0.00290.0
Create or implement metadata processes and frameworks. 15-1199	0.00230.0	0.00280.0
Design, program, or model Geographic Information Systems (GIS) applications or procedures. 15-1199	0.00230.0	—0
Analyze Geographic Information Systems (GIS) data to identify spatial relationships or display results of analyses, using maps, graphs, or tabular data. 15-1199	0.00220.0	0.00570.0
Train users and answer questions. 15-1141	0.00210.0	0.00190.0
Implement business rules via stored procedures, middleware, or other technologies. 15-1199	0.00200.0	0.01210.1
Select and enter codes to monitor database performance and to create production database. 15-1141	0.00190.0	—0
Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management. 15-1141	0.00190.0	—0
Define and analyze objectives, scope, issues, or organizational impact of information systems. 15-1199	0.00190.0	—0
Monitor bug resolution efforts and track successes. 15-1199	0.00180.0	0.02160.2
Verify stability, interoperability, portability, security, or scalability of system architecture. 15-1199	0.00180.0	0.00340.0
Manage timely flow of business intelligence information to users. 15-1199	0.00180.0	0.00280.0
Select cartographic elements needed for effective presentation of information. 15-1199	0.00170.0	—0
Conduct financial modeling for online marketing programs or Web site revenue forecasting. 15-1199	0.00160.0	—0
Investigate customer problems referred by technical support.	—0	0.00800.1
Maintain or update business intelligence tools, databases, dashboards, systems, or methods.	—0	0.00740.1
Manage project execution to ensure adherence to budget, schedule, and scope.	—0	0.00670.0
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.	—0	0.00670.0
Implement scanning or other automated data entry procedures, using imaging devices and document imaging software.	—0	0.00410.0
Assist in the assessment, acquisition, or deployment of new electronic document management systems.	—0	0.00410.0
Identify or monitor current and potential customers, using business intelligence tools.	—0	0.00280.0
Combine secondary data sources with keyword research to more accurately profile and satisfy user intent.	—0	0.00260.0
Implement online customer service processes to ensure positive and consistent user experiences.	—0	0.00240.0
Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.	—0	0.00210.0
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	0.00200.0
Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.	—0	0.00190.0
Maintain or modify existing Geographic Information Systems (GIS) databases.	—0	0.00170.0
再显示 142 项工作 ▾收起 ▴

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
再显示 15 项工作 ▾收起 ▴

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

职业信息

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.
See details on KNOW (Korea Employment Information Service) (external site)
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)
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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.

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