Machine-Learning-Ingenieure

Name: Machine-Learning-Ingenieure — published AI exposure indices
Creator: AI Changing Work

Computer und Mathematik

KI-Exposition

Datenquelle: BLSVeröffentlicht: 2026-08
Sehr hoch· relativ
NiedrigVier relative BänderSehr hoch
Wert auf Berufsgruppenebene
Skala, Bezugsmenge und Quelle
Vier relative Bänder (Niedrig / Mittel / Hoch / Sehr hoch)
831 detaillierte Berufe in der BLS-Beschäftigungsprojektionstabelle. Der Wert wird je Code der National Employment Matrix (NEM) vergeben, daher erhalten Berufe mit demselben NEM-Code dasselbe Band
Quelldatensatz (XLSX-Download)
Datenquelle: AnthropicVeröffentlicht: 2026-03
0.461
0.000Spannweite der hier geführten Werte0.745
Skala, Bezugsmenge und Quelle
Index der beobachteten Exposition, 0–1 wie veröffentlicht
Auf O*NET-Aufgaben abgebildet
Quelldatensatz
Datenquelle: ILOVeröffentlicht: 2025
0.55
0.09Spannweite der hier geführten Werte0.70
Wert auf Berufsgruppenebene
Skala, Bezugsmenge und Quelle
Index der Exposition gegenüber generativer KI, 0–1 wie veröffentlicht
ISCO-08-Berufsgattung — alle Berufe mit demselben Code erhalten diesen Wert
Von dieser Website berechnet, nicht von der IAO veröffentlicht: Von den 1.012 Berufen, die diese Website mit dem IAO-Datensatz verknüpft, erreichen oder übertreffen 12% diesen Wert.
Quelldatensatz

Welche Art von Wert diese Quelle veröffentlicht

Die Kategorie von BLS ist ein relativer Rang und kein absolutes Niveau, und sie ist keine eigene Messung: Sie fasst die Perzentilränge des Berufs aus mehreren veröffentlichten Studien in vier Bänder zusammen. Sie ist weder eine Beschäftigungs- oder Lohnprognose noch eine Einführungswahrscheinlichkeit und unterscheidet nicht zwischen Automatisierung und Augmentierung.

Task-level exposure

138 ausgeblendete Aufgaben anzeigen

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	2.845334.3	2.840920.7
Provide feedback and recommendations to developers on software usability and functionality. 15-1199	0.49125.9	0.49793.6
Determine sources of web page or server problems, and take action to correct such problems. 15-1199	0.44045.3	0.36932.7
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks. 15-1199	0.37994.6	2.809020.5
Consult with multiple stakeholders to define requirements and implement online features. 15-1199	0.28483.4	0.08500.6
Search electronic sources, such as databases or repositories, or manual sources for information. 15-1199	0.21672.6	0.10390.8
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	0.18952.3	0.09370.7
Provide technical guidance or support for the development or troubleshooting of systems. 15-1199	0.18382.2	0.02020.1
Configure servers to meet functional specifications. 15-1199	0.15971.9	0.20981.5
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source. 15-1199	0.15711.9	0.64864.7
Design databases to support business applications, ensuring system scalability, security, performance and reliability. 15-1199	0.15581.9	0.06930.5
Evaluate or recommend server hardware or software. 15-1199	0.14821.8	0.08660.6
Document software defects, using a bug tracking system, and report defects to software developers. 15-1199	0.14401.7	1.08017.9
Develop or implement procedures for ongoing web site revision. 15-1199	0.12191.5	0.13531.0
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction. 15-1199	0.11011.3	0.11270.8
Develop application-specific software. 15-1199	0.10841.3	0.14041.0
Evaluate or recommend software for testing or bug tracking. 15-1199	0.09371.1	0.02890.2
Demonstrate database technical functionality, such as performance, security and reliability. 15-1199	0.08071.0	0.03420.2
Perform security analyses of developed or packaged software components. 15-1199	0.07590.9	1.06847.8
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	0.07450.9	0.05350.4
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions. 15-1199	0.07210.9	0.04970.4
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements. 15-1199	0.07150.9	0.07470.5
Identify methods for interfacing Web application technologies with enterprise resource planning or other system software. 15-1199	0.07000.8	0.06670.5
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance. 15-1199	0.06980.8	0.01890.1
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements. 15-1199	0.06850.8	0.03070.2
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources. 15-1199	0.06440.8	0.20631.5
Develop or document style guidelines for web site content. 15-1199	0.05410.7	0.02230.2
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow. 15-1199	0.05160.6	0.08910.6
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs. 15-1199	0.04680.6	0.04030.3
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders. 15-1199	0.04670.6	0.06490.5
Develop system engineering, software engineering, system integration, or distributed system architectures. 15-1199	0.04540.5	0.01140.1
Document and communicate database schemas, using accepted notations. 15-1199	0.04290.5	0.10270.7
Create content strategies for digital media. 15-1199	0.04270.5	0.01160.1
Identify, standardize, and communicate levels of access and security. 15-1199	0.03770.5	0.04580.3
Develop and document database architectures. 15-1199	0.03390.4	0.02620.2
Prepare project status reports by collecting, analyzing, and summarizing information and trends. 15-1199	0.03230.4	0.04190.3
Develop data models for applications, metadata tables, views or related database structures. 15-1199	0.03190.4	0.02600.2
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures. 15-1199	0.03130.4	0.04120.3
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	0.03110.4	0.02050.1
Analyze, interpret, or disseminate system performance data. 15-1199	0.02990.4	0.13101.0
Provide or coordinate troubleshooting support for data warehouses. 15-1199	0.02720.3	0.00760.1
Design or develop automated testing tools. 15-1199	0.02590.3	0.11930.9
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims. 15-1199	0.02360.3	0.03380.2
Provide guidelines for implementing secure systems to customers or installation teams. 15-1199	0.02330.3	0.00580.0
Review or update web page content or links in a timely manner, using appropriate tools. 15-1199	0.02280.3	0.07700.6
Synthesize current business intelligence or trend data to support recommendations for action. 15-1199	0.02140.3	0.01070.1
Disseminate information regarding tools, reports, or metadata enhancements. 15-1199	0.02110.3	0.01050.1
Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs). 15-1199	0.01990.2	0.02380.2
Create, analyze, report, convert, or transfer data, using specialized applications program software. 15-1199	0.01940.2	0.13731.0
Analyze competitive market strategies through analysis of related product, market, or share trends. 15-1199	0.01920.2	0.00380.0
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software. 15-1199	0.01860.2	0.01760.1
Provide advice on project costs, design concepts, or design changes. 15-1199	0.01810.2	—0
Identify and analyze industry or geographic trends with business strategy implications. 15-1199	0.01730.2	0.00260.0
Design and implement warehouse database structures. 15-1199	0.01620.2	0.01370.1
Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility. 15-1199	0.01490.2	0.01450.1
Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications. 15-1199	0.01480.2	0.00480.0
Provide technical support to junior staff or clients. 15-1199	0.01480.2	0.00330.0
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel. 15-1199	0.01420.2	0.11440.8
Identify system data, hardware, or software components required to meet user needs. 15-1199	0.01420.2	0.00670.0
Prepare functional or technical documentation for data warehouses. 15-1199	0.01360.2	0.00260.0
Document technical functions and specifications for new or proposed content management systems. 15-1199	0.01330.2	0.00570.0
Execute or manage social media campaigns to inform search marketing tactics. 15-1199	0.01310.2	0.01190.1
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	0.01300.2	0.00530.0
Implement web site security measures, such as firewalls or message encryption. 15-1199	0.01230.1	0.00440.0
Create visual representations of geospatial data using complex procedures, such as analytical modeling, three-dimensional renderings, or plot creation. 15-1199	0.01220.1	0.00350.0
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	0.01160.1	0.01350.1
Test system modifications to prepare for implementation. 15-1199	0.01140.1	0.24481.8
Provide training or technical assistance in web site implementation or use. 15-1199	0.01120.1	0.00210.0
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements. 15-1199	0.01040.1	0.00610.0
Map data between source systems, data warehouses, and data marts. 15-1199	0.01020.1	0.03490.3
Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications. 15-1199	0.00990.1	0.01090.1
Analyze technology trends to identify markets for future product development or to improve sales of existing products. 15-1199	0.00990.1	—0
Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content. 15-1199	0.00950.1	0.00720.1
Assist in the assessment, acquisition, or deployment of new electronic document management systems. 15-1199	0.00930.1	0.01600.1
Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns. 15-1199	0.00920.1	0.01570.1
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	0.00920.1	0.00660.0
Gather, analyze, or document user feedback to locate or resolve sources of problems. 15-1199	0.00890.1	0.03480.3
Administer document and system access rights and revision control to ensure security of system and integrity of master documents. 15-1199	0.00880.1	0.03410.2
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures. 15-1199	0.00870.1	0.36762.7
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	0.00850.1	0.01320.1
Verify stability, interoperability, portability, security, or scalability of system architecture. 15-1199	0.00830.1	0.00490.0
Develop data warehouse process models, including sourcing, loading, transformation, and extraction. 15-1199	0.00820.1	0.00690.1
Plan and install upgrades of database management system software to enhance database performance. 15-1199	0.00820.1	0.00400.0
Provide technical support for existing reports, dashboards, or other tools. 15-1199	0.00810.1	0.01260.1
Monitor bug resolution efforts and track successes. 15-1199	0.00790.1	0.18241.3
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	0.00790.1	0.00850.1
Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods. 15-1199	0.00770.1	0.02140.2
Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users. 15-1199	0.00770.1	0.00150.0
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI). 15-1199	0.00740.1	—0
Provide technical support for computer-based Geographic Information Systems (GIS) mapping software. 15-1199	0.00730.1	0.00250.0
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	0.00720.1	0.00350.0
Communicate with staff or clients to understand specific system requirements. 15-1199	0.00710.1	—0
Maintain library of model documents, templates, or other reusable knowledge assets. 15-1199	0.00670.1	0.00860.1
Track, compile, and analyze web site usage data. 15-1199	0.00610.1	0.03350.2
Create and enforce database development standards. 15-1199	0.00610.1	0.00640.0
Document design specifications, installation instructions, and other system-related information. 15-1199	0.00590.1	0.00460.0
Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies. 15-1199	0.00580.1	0.00330.0
Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability. 15-1199	0.00560.1	—0
Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software. 15-1199	0.00530.1	0.00320.0
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	0.00530.1	0.00170.0
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components. 15-1199	0.00520.1	0.00190.0
Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends. 15-1199	0.00520.1	0.00190.0
Collaborate with artists to achieve appropriate visual style. 15-1199	0.00510.1	0.00610.0
Develop or maintain archived procedures, procedural codes, or queries for applications. 15-1199	0.00500.1	0.01090.1
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	0.00500.1	0.01000.1
Update automated test scripts to ensure currency. 15-1199	0.00490.1	0.07690.6
Prepare support documentation and training materials for end users of document management systems. 15-1199	0.00440.1	—0
Recommend procedures or equipment or software upgrades to increase data accessibility or ease of use. 15-1199	0.00430.1	—0
Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information. 15-1199	0.00370.0	—0
Confer with users to analyze, configure, or troubleshoot applications. 15-1199	0.00360.0	0.00580.0
Maintain or modify existing Geographic Information Systems (GIS) databases. 15-1199	0.00360.0	0.00580.0
Design, program, or model Geographic Information Systems (GIS) applications or procedures. 15-1199	0.00360.0	—0
Monitor or track project milestones and deliverables. 15-1199	0.00350.0	0.01860.1
Select cartographic elements needed for effective presentation of information. 15-1199	0.00350.0	—0
Assess current or future customer needs and priorities through communicating directly with customers, conducting surveys, or other methods. 15-1199	0.00340.0	0.00590.0
Define and analyze objectives, scope, issues, or organizational impact of information systems. 15-1199	0.00340.0	0.00190.0
Manage timely flow of business intelligence information to users. 15-1199	0.00300.0	0.00440.0
Identify, review, or select vendors or consultants to meet project needs. 15-1199	0.00280.0	0.00210.0
Create and manage documentation, production schedules, prototyping goals, and communication plans in collaboration with production staff. 15-1199	0.00280.0	—0
Direct or coordinate activities of project personnel. 15-1199	0.00270.0	0.01330.1
Analyze Geographic Information Systems (GIS) data to identify spatial relationships or display results of analyses, using maps, graphs, or tabular data. 15-1199	0.00260.0	0.01060.1
Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts. 15-1199	0.00250.0	0.00170.0
Define product requirements, based on market research analysis, in collaboration with user interface design and engineering staff. 15-1199	0.00250.0	—0
Create or implement metadata processes and frameworks. 15-1199	0.00240.0	0.02360.2
Implement business rules via stored procedures, middleware, or other technologies. 15-1199	0.00220.0	0.02800.2
Conduct needs assessments to identify document management requirements of departments or end users. 15-1199	0.00220.0	0.00210.0
Develop or approve project plans, schedules, or budgets. 15-1199	0.00220.0	—0
Check and analyze operating system or application logfiles regularly to verify proper system performance. 15-1199	0.00210.0	0.03980.3
Select methods, techniques, or criteria for data warehousing evaluative procedures. 15-1199	0.00210.0	0.00210.0
Write, review, or execute plans for testing new or established document management systems. 15-1199	0.00190.0	0.00200.0
Prepare training materials for or make presentations to Geographic Information Systems (GIS) users. 15-1199	0.00190.0	—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. 15-1199	0.00180.0	0.01330.1
Identify, evaluate, or procure hardware or software for implementing online marketing campaigns. 15-1199	0.00180.0	0.00270.0
Execute or manage banner, video, or other non-text link ad campaigns. 15-1199	0.00180.0	0.00250.0
Provide technical support during software installation or configuration. 15-1199	0.00180.0	0.00160.0
Collaborate with other marketing staff to integrate and complement marketing strategies across multiple sales channels. 15-1199	0.00180.0	—0
Confer with project personnel to identify and resolve problems. 15-1199	0.00170.0	0.00250.0
Participate in the development or implementation of online marketing strategy. 15-1199	0.00160.0	—0
Initiate, review, or approve modifications to project plans. 15-1199	0.00150.0	—0
Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.	—0	0.01440.1
Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.	—0	0.00760.1
Investigate customer problems referred by technical support.	—0	0.00580.0
Maintain or update business intelligence tools, databases, dashboards, systems, or methods.	—0	0.00520.0
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	0.00440.0
Manage project execution to ensure adherence to budget, schedule, and scope.	—0	0.00400.0
Identify or monitor current and potential customers, using business intelligence tools.	—0	0.00350.0
Combine secondary data sources with keyword research to more accurately profile and satisfy user intent.	—0	0.00260.0
Monitor the performance of project team members, providing and documenting performance feedback.	—0	0.00220.0
Operate data capture technology to import digitized documents into document management system.	—0	0.00210.0
Consult with end users regarding problems in accessing electronic content.	—0	0.00190.0
Implement online customer service processes to ensure positive and consistent user experiences.	—0	0.00170.0
Execute and manage communications with digital journalists or bloggers.	—0	0.00170.0
142 weitere Aufgaben anzeigen ▾Weniger anzeigen ▴

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 for existing reports, dashboards, or other tools. O*NET Task ID 16134	1.0
Maintain library of model documents, templates, or other reusable knowledge assets. O*NET Task ID 16135	1.0
Create or review technical design documentation to ensure the accurate development of reporting solutions. O*NET Task ID 16137	1.0
Maintain or update business intelligence tools, databases, dashboards, systems, or methods. O*NET Task ID 16139	1.0
Document specifications for business intelligence or information technology reports, dashboards, or other outputs. O*NET Task ID 16142	1.0
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs. O*NET Task ID 16144	1.0
Conduct or coordinate tests to ensure that intelligence is consistent with defined needs. O*NET Task ID 16145	1.0
Identify or monitor current and potential customers, using business intelligence tools. O*NET Task ID 16136	0.5
Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends. O*NET Task ID 16138	0.5
Manage timely flow of business intelligence information to users. O*NET Task ID 16140	0.5
Identify and analyze industry or geographic trends with business strategy implications. O*NET Task ID 16141	0.5
Disseminate information regarding tools, reports, or metadata enhancements. O*NET Task ID 16143	0.5
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources. O*NET Task ID 16146	0.5
Analyze technology trends to identify markets for future product development or to improve sales of existing products. O*NET Task ID 16147	0.5
Analyze competitive market strategies through analysis of related product, market, or share trends. O*NET Task ID 16148	0.5
Synthesize current business intelligence or trend data to support recommendations for action. O*NET Task ID 16149	0.5
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders. O*NET Task ID 16150	0.5
7 weitere Aufgaben anzeigen ▾Weniger anzeigen ▴

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

Berufsinformationen

ILO

ESCO-Berufsvokabular

IT-Testanalytiker/IT-TestanalytikerinESCO 2519.5
IT-Testanalytiker arbeiten in Testumgebungen. Dort bewerten sie Produkte, überprüfen deren Qualität und Genauigkeit oder erstellen Testskripts. Sie entwickeln Tests, die anschließend von Testern durchgeführt werden.
Analytiker für IT-Notfallwiederherstellung/Analytikerin für IT-NotfallwiederherstellungESCO 2519.3
Analytiker für IT-Notfallwiederherstellung entwickeln, warten und implementieren Strategien und Lösungen für die Kontinuität des IT-Betriebs und die Datenwiederherstellung im Falle eines Systemabsturzes. Sie unterstützen die technischen Teams und bewerten die Risiken. Sie konzipieren und entwickeln Verfahren, Dokumentationen und Strategien für die Notfallwiederherstellung, damit die Geschäftsfunktionen fortgesetzt bzw. mit minimalen Datenverlusten wiederaufgenommen werden können. Außerdem koordinieren sie die Tests der Sicherungen und die Validierungen des Systems.
Softwareprüfer/SoftwareprüferinESCO 2519.6
Softwareprüfer prüfen Software. Bisweilen planen und konzipieren sie diese auch. Außerdem können sie Softwarefehler beheben und Software reparieren, obgleich diese Aufgaben hauptsächlich von Designern und Entwicklern übernommen werden. Softwareprüfer stellen sicher, dass die Anwendungen ordnungsgemäß funktionieren, bevor sie internen und externen Kunden übergeben werden.
Spieletester/SpieletesterinESCO 2519.6.1
Spieletester überprüfen und testen verschiedene Genres von digitalen Spielen, indem sie durch Spielen Fehler oder Mängel bei Funktionen oder Grafiken aufdecken. Bisweilen bewerten sie auch die Attraktivität und Spielbarkeit von Spielen. Manchmal beheben sie Fehler auch selbst.
IT-Accessibility-Prüfer/IT-Accessibility-PrüferinESCO 2519.6.2
IT-Accessibility-Prüfer bewerten Websites, Softwareanwendungen, Systeme oder Benutzerschnittstellenkomponenten im Hinblick auf ihre Benutzerfreundlichkeit, Einsatzfähigkeit und Sichtbarkeit für alle Arten von Nutzern, insbesondere solche mit besonderen Bedürfnissen oder Behinderungen.
IT-Systemprüfer/IT-SystemprüferinESCO 2519.6.4
IT-Systemprüfer führen Tests und einige Testplanungen durch. Bisweilen debuggen und reparieren sie auch IKT-Systeme und -Komponenten, obgleich diese Aufgaben hauptsächlich von Designern und Entwicklern übernommen werden. Sie stellen sicher, dass alle Systeme und Komponenten ordnungsgemäß funktionieren, bevor sie internen und externen Kunden übergeben werden.
IT-Usability-EngineerESCO 2519.6.5
IT-Usability Engineers gewährleisten die Einhaltung der Anforderungen und bemühen sich um eine optimale Nutzbarkeit innerhalb der Phasen des Softwareentwicklungszyklus (Analyse, Konzeption, Umsetzung und Einführung). Sie arbeiten auch eng mit den Nutzern (Analysten) zusammen, um Nutzerprofile zu erforschen und zu dokumentieren sowie Aufgaben, Workflows und Nutzerszenarien zu analysieren.
Datenqualitätsexperte/DatenqualitätsexpertinESCO 2519.1
Datenqualitätsexperten überprüfen die Daten der Organisation auf ihre Richtigkeit, empfehlen Verbesserungen der Aufzeichnungssysteme und Datenerfassungsprozesse und bewerten die Bezugsbasis sowie die historische Integrität der Daten. Darüber hinaus entwickeln sie die Dokumentation, pflegen Datenqualitätsziele und -standards und überwachen die Datenschutzpolitik einer Organisation sowie die Einhaltung der Datenqualitätsstandards.
IT-Integrationstester/IT-IntegrationstesterinESCO 2519.6.3
IT-Integrationstester führen Tests in Gruppen von Systemkomponenten, Einheiten oder sogar Anwendungen durch. Sie fassen diese in größeren Gruppen zusammen und prüfen deren Integration durch spezielle Testpläne. Sie überwachen die Komplexität der Beziehungen zwischen den verschiedenen Komponenten.
IT-Audit-Manager/IT-Audit-ManagerinESCO 2519.2
IT-Audit-Manager überwachen IT-Prüfer, die für die Prüfung von Informationssystemen, Plattformen und Betriebsverfahren zuständig sind, unter Berücksichtigung etablierter Standards für Effizienz, Genauigkeit und Sicherheit. Sie bewerten die IKT-Infrastruktur in Bezug auf Risiken für die Organisation und legen Kontrollen fest, um Verluste zu minimieren. Sie stellen fest, wie die aktuelle Risikosteuerung verbessert werden kann, und geben entsprechende Empfehlungen ab. Ebenso empfehlen sie bei Bedarf Systemänderungen oder Upgrades.
IT-Qualitätssicherungsmanager/IT-QualitätssicherungsmanagerinESCO 2519.4
IKT-Qualitätssicherungsmanager entwickeln und betreiben mittels Qualitätsmanagementsystemen einen IKT-Qualitätsansatz in Übereinstimmung mit internen und externen Standards und der Unternehmenskultur. Sie stellen sicher, dass die Vorgaben des Managements korrekt umgesetzt werden, um die Vermögenswerte, die Datenintegrität und die operativen Abläufe zu schützen. Sie kümmern sich um die Erreichung der Qualitätsziele, z. B. um die externe Zertifizierung nach Qualitätsnormen und die Überwachung der Statistiken zur Prognose der Qualitätsergebnisse.

Quelle: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

Lizenz: CC BY 4.0 (EU Reuse Notice)

Original ansehen

ESCO reuse terms and the modification notice are in Credits.

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.

시스템 소프트웨어 개발자(프로그래머)KNOW K000000853
Job outlook: 증가(27%) 현상유지(0%) 감소(73%)
Wages (10,000 KRW): lower(25%) 4.9K average(50%) 8.1K upper(25%) 11.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 73.5
minacross 461 KNOW occupationsmax
Details
Duties
- -유닉스(Unix), 리눅스(Linux), 윈도우(windows) 등과 같은 컴퓨터시스템의 운영체계를 설계하고 개발한다.
- -FORTRAN, C, C++, JAVA 등과 같은 컴퓨터 프로그램 언어의 컴파일러(compiler : 고급언어로 쓰인 프로그램을 그와 의미적으로 동등하며 컴퓨터에서 즉시 실행될 수 있는 형태의 목적 프로그램으로 바꾸어 주는 번역 프로그램)를 설계하고 개발한다.
- -응용소프트웨어를 개발하기 위한 델파이(Delphi), 파워빌더(PowerBuilder) 등과 같은 개발용 도구를 설계하고 개발한다.
- -네트워크시스템에서 운영되는 네트워크 프로토콜 처리에 관련된 소프트웨어를 설계하고 개발한다.
- -정보보호에 필요한 방화벽, 인증, 인가 관련 소프트웨어를 설계하고 개발한다.
- -각종 산업용 제어시스템에서 운영되는 산업 설비의 제어, 모니터링 및 관리용 유틸리티 소프트웨어를 설계하고 개발한다.
- -컴퓨터시스템의 각종 주변 장치의 제어 및 인터페이스에 관련된 소프트웨어를 설계하고 개발한다.
- -컴퓨터시스템에서 운용되는 각종 유틸리티 소프트웨어를 설계하고 개발한다.
- -운영체계를 해당 컴퓨터 하드웨어 시스템에 이식(Potting)시키고 기능과 성능을 종합적으로 평가한다.
- -개발된 시스템소프트웨어에 대한 단계별 과정을 기록하고, 사용자의 교육과 기술 자문에 응한다.
- -지속적으로 컴퓨터의 하드웨어 및 소프트웨어에 대한 새로운 기술을 연구한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
기술 설계(100) · 기술 분석(98) · 문제 해결(97) · 전산(97) · 조작 및 통제(97)
Knowledge
컴퓨터와 전자공학(96) · 통신(90) · 산수와 수학(89) · 공학과 기술(87) · 영어(80)
Work environment
재택근무(88) · 자동화 정도(85) · 앉아서 근무(84) · 연설, 발표, 회의하기(84) · 이메일 이용하기(80)
Personality
혁신(76) · 분석적 사고(76) · 신뢰성(68) · 성취/노력(67) · 책임과 진취성(66)
Interests
진취형(Enterprising)(68) · 탐구형(Investigative)(58)
Work values
자기개발(100) · 경제적 보상(98) · 성취(92) · 자율성(91) · 사회적 인정(77)
Work activities — importance
컴퓨터 업무(98) · 창조적 생각(95) · 새로운 지식의 습득, 활용(84) · 상사, 동료, 부하직원과 소통(83) · 업무, 활동에 대한 일정관리(79)
Work activities — level
창조적 생각(98) · 컴퓨터 업무(97) · 상사, 동료, 부하직원과 소통(91) · 새로운 지식의 습득, 활용(89) · 사람들의 능력 개발, 지도(83)
Related majors
공학교육과 · 물리·과학과 · 수학과 · 응용소프트웨어공학과 · 전자공학과 · 정보·통신공학과 · 제어계측공학과 · 컴퓨터공학과 · 통계학과
Related certifications
MCSD(외국) · MCSE(외국) · SCJP(외국) · 전자계산기기능사, 기사, 기술사(국가기술) · 전자계산기조직응용기사, 기술사(국가기술) · 전자계산조직응용기사, 기술사(국가기술) · 정보처리기능사, 산업기사, 기사(국가기술)
How to enter
시스템소프트웨어개발자가 되기 위해서는 전문대학 및 대학교의 컴퓨터공학과, 전산(공학)과, 전자공학과, 전기공학과, 통신공학과 등의 학과에서 소프트웨어를 비롯해 컴퓨터하드웨어에 대한 공부를 하고 진출할 수 있다. 요즘은 소프트웨어를 집중적으로 공부하는 학과들이 별도로 개설되기도 한다. 이들 학과에서는 시스템소프트웨어 설계에 필요한 C언어, JAVA와 같은 프로그래밍 언어, 데이터베이스, 소프트웨어공학이론 등을 공부하고 실제 소프트웨어 개발 실습을 하기도 한다. 또한, 비전공자들은 정보통신 관련 사설 교육기관이나 직업훈련학교 등에서 임베디드전문가 양성과정 등을 통해 관련 교육을 받을 수 있다. 시스템소프트웨어개발자는 개발·설계에 필요한 프로그래밍언어뿐만 아니라 각종 OS, 장비의 전자신호 등에 대한 충분한 이해가 필요하다. - 관련 자격증으로는 국가기술자격으로 컴퓨터시스템응용기술사(기사, 산업기사), 정보처리기술사(기사, 산업기사) 등이 있다. 해외 민간 기업에서 수행하는 자격증으로는 OCP, SCJP, CCNA같은 자격증이 있으며, 이러한 자격증은 민간 자격증이지만 국제적으로 권위가 인정되고 업계에서 통용되므로 국내 및 해외 취업에 도움이 된다.
Related occupations
모바일앱개발자 · 웹개발자(웹 프로그래머) · IT테스터 및 IT QA전문가 · 웹기획자 · 응용소프트웨어개발자 · 가상현실전문가 · 게임프로그래머
모바일앱개발자KNOW K000001042
Job outlook: 증가(17%) 현상유지(3%) 감소(80%)
Wages (10,000 KRW): lower(25%) 4.405K average(50%) 5.4K upper(25%) 8.075K
minacross 461 KNOW occupationsmax
Job satisfaction: 70.5
minacross 461 KNOW occupationsmax
Details
Duties
- -Palm, Windows, iOS, Android, bada, symbian 등의 개발툴을 활용하여 PDA, 스마트폰 등 모바일 기기에서 사용되는 프로그램을 개발한다.
- -새로운 어플리케이션 시스템 개발 혹은 기존 어플리케이션 시스템의 개선을 위한 업무분석 및 설계 업무에 참여한다.
- -어플리케이션의 성능을 검사하고 실행시간을 개선한다.
- -사용자와의 창구 역할을 수행한다.
- -회사에서 추천하는 방법론에 기초하여 고객의 요구사항을 수집·분석하고 문제점 및 대책을 확인·지원한다.
- -새로운 어플리케이션 시스템 개발이나 기존 어플리케이션 시스템의 개선을 위해 문제점을 찾고 개선한다.
- -개발된 어플리케이션 시스템에 필요한 사용자 교육, 장비, 하드웨어, 소프트웨어의 설치 또는 전환 작업을 주도한다.
- -소규모 개발의 경우 기획, 설계, 개발, 테스트 및 유지보수 작업 등을 담당한다.
- -회사 또는 개인의 의뢰를 받아 개발하기도 하며, 모바일 마켓에 등록하여 판매하기도 한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
전산(97) · 기술 분석(95) · 기술 설계(92) · 문제 해결(91) · 수리력(89)
Knowledge
컴퓨터와 전자공학(95) · 통신(89) · 영어(85) · 공학과 기술(80) · 산수와 수학(78)
Work environment
재택근무(90) · 앉아서 근무(88) · 실내 근무(77) · 연설, 발표, 회의하기(76) · 다른 사람과의 상호작용(75)
Related occupations
시스템 소프트웨어 개발자(프로그래머) · 웹개발자(웹 프로그래머) · IT테스터 및 IT QA전문가 · 웹기획자 · 응용소프트웨어개발자 · 가상현실전문가 · 게임프로그래머
웹개발자(웹 프로그래머)KNOW K000001106
Job outlook: 증가(16%) 현상유지(10%) 감소(73%)
Wages (10,000 KRW): lower(25%) 4.975K average(50%) 6.39K upper(25%) 8.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 67.4
minacross 461 KNOW occupationsmax
Details
Duties
- -웹상에 올릴 자료의 성격과 형태에 대한 요구를 파악하고 분석한다.
- -프로그래밍언어(Php, Asp, Java, Jsp 등)를 이용하여 프로그램을 코딩한다.
- -웹상에서 테스트한 후 문제점을 확인하고 수정한다.
- -기존에 개발된 프로그램을 유지 및 보수한다.
- -웹디자이너와 업무를 협의한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
기술 설계(100) · 전산(99) · 문제 해결(99) · 기술 분석(99) · 논리적 분석(95)
Knowledge
컴퓨터와 전자공학(94) · 통신(86) · 공학과 기술(83) · 산수와 수학(77) · 영어(72)
Work environment
앉아서 근무(90) · 재택근무(88) · 다른 사람과의 상호작용(80) · 자동화 정도(77) · 이메일 이용하기(74)
Related occupations
시스템 소프트웨어 개발자(프로그래머) · 모바일앱개발자 · IT테스터 및 IT QA전문가 · 웹기획자 · 응용소프트웨어개발자 · 가상현실전문가 · 게임프로그래머
IT테스터 및 IT QA전문가KNOW K000001153
Job outlook: 증가(12%) 현상유지(15%) 감소(71%)
Wages (10,000 KRW): lower(25%) 4.3K average(50%) 5.6K upper(25%) 7.0K
minacross 461 KNOW occupationsmax
Job satisfaction: 56.9
minacross 461 KNOW occupationsmax
Details
Duties
- -소프트웨어 등 테스트 대상 IT제품 개발 회의에 참석하여 제품에 대한 정보를 습득하고 소비자 경향, 최근 기술 경향 등을 파악한다.
- -개발자가 만든 제품을 여러 가지 상황을 설정하여 자체 테스트, 고객 대상 테스트 등 테스트를 수행한다.
- -테스트 결과 발견된 문제점과 보완점을 취합하여 개발자에게 수정을 의뢰한다.
- -제품에 대한 고객의 반응 등을 지속적으로 모니터링하여 개발자나 관련 부서에 전달한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
품질관리분석(100) · 기술 분석(96) · 시간 관리(94) · 읽고 이해하기(93) · 모니터링(Monitoring)(92)
Knowledge
컴퓨터와 전자공학(91) · 통신(79) · 공학과 기술(77) · 사무(66) · 의사소통과 미디어(64)
Work environment
재택근무(95) · 다른 사람들을 조율하거나 이끌기(91) · 앉아서 근무(88) · 다른 사람과의 상호작용(85) · 의사결정 권한(85)
Related occupations
시스템 소프트웨어 개발자(프로그래머) · 모바일앱개발자 · 웹개발자(웹 프로그래머) · 웹기획자 · 응용소프트웨어개발자 · 가상현실전문가 · 게임프로그래머
웹기획자KNOW K000001172
Job outlook: 증가(20%) 현상유지(20%) 감소(60%)
Wages (10,000 KRW): lower(25%) 4.3K average(50%) 6.0K upper(25%) 8.075K
minacross 461 KNOW occupationsmax
Job satisfaction: 68
minacross 461 KNOW occupationsmax
Details
Duties
- -웹사이트에서 제공할 구성 내용을 기획한다.
- -웹사이트의 구축을 위해 웹 엔지니어, 웹 디자이너, 웹 프로그래머 등과 업무를 협의한다.
- -웹사이트의 자료를 갱신한다.
- -웹사이트의 게시판과 전자우편을 통한 사용자의 요구와 불만 사항을 신속히 처리한다.
- -사용자의 성향과 접속 현황 등을 분석하여 웹사이트의 내용을 수정·보완하여 개편한다.
- -웹사이트의 구축을 외부업체에 맡겼을 때, 외부업체 개발자들과의 긴밀한 의사소통을 통해 사이트 구축 목적이 정확하게 구현될 수 있도록 지속적으로 작업 과정과 결과물을 확인한다.
- -서비스 제공형 사이트에서는 주로 기술적인 부분을 담당한다.
- -커뮤니티형 사이트에서는 회원간의 커뮤니티 활동을 촉진할 수 있도록 다양한 이벤트를 기획한다.
- -전자상거래형 사이트에서는 고객의 요구 분석을 통해 상품의 디스플레이와 온라인 판매촉진을 담당한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
서비스 지향(98) · 문제 해결(98) · 설득(98) · 듣고 이해하기(97) · 시간 관리(97)
Knowledge
디자인(90) · 컴퓨터와 전자공학(82) · 통신(75) · 국어(75) · 심리(74)
Work environment
재택근무(97) · 다른 사람과의 상호작용(96) · 다른 사람들을 조율하거나 이끌기(95) · 갈등 상황(91) · 앉아서 근무(91)
Related occupations
시스템 소프트웨어 개발자(프로그래머) · 모바일앱개발자 · 웹개발자(웹 프로그래머) · IT테스터 및 IT QA전문가 · 응용소프트웨어개발자 · 가상현실전문가 · 게임프로그래머
응용소프트웨어개발자KNOW K000001176
Job outlook: 증가(33%) 현상유지(27%) 감소(40%)
Wages (10,000 KRW): lower(25%) 6.7K average(50%) 9.15K upper(25%) 10.9K
minacross 461 KNOW occupationsmax
Job satisfaction: 71.2
minacross 461 KNOW occupationsmax
Details
Duties
- -응용소프트웨어의 개발 범위와 목표를 설정한다.
- -소프트웨어를 개발·완성시키기 위한 전체적인 개발 계획과 자원 조달 계획을 편성한다.
- -응용시스템에 대한 정보보호의 방법과 계획을 설정한다.
- -소프트웨어의 세부적인 기능 및 사양에 관한 상세 설계를 한다.
- -상세 설계에 따라서 단위 프로그램을 개발하고, 개발된 여러 프로그램들을 모아서 응용시스템으로 결합시킨다.
- -해당 컴퓨터시스템에 개발된 프로그램을 설치하고 기능 및 성능을 종합적으로 평가·분석한다.
- -패키지성의 개발 소프트웨어에 대해서는 체계적인 버전관리를 한다.
- -테스트를 통해 버그를 수정한다.
- -응용소프트웨어에 대한 사용자의 운영 교육과 기술을 지원한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
전산(99) · 기술 설계(99) · 문제 해결(97) · 수리력(97) · 기술 분석(97)
Knowledge
컴퓨터와 전자공학(94) · 공학과 기술(86) · 산수와 수학(82) · 통신(81) · 영어(75)
Work environment
재택근무(93) · 자동화 정도(91) · 앉아서 근무(88) · 이메일 이용하기(83) · 실내 근무(76)
Personality
혁신(72) · 협조(72) · 분석적 사고(71) · 독립성(62) · 꼼꼼함(62)
Interests
탐구형(Investigative)(79) · 진취형(Enterprising)(53)
Work values
자율성(91) · 경제적 보상(90) · 자기개발(83) · 일과 삶의 균형(76) · 성취(75)
Work activities — importance
컴퓨터 업무(99) · 창조적 생각(99) · 새로운 지식의 습득, 활용(89) · 의사 결정, 문제점 해결(86) · 정보 수집(85)
Work activities — level
창조적 생각(99) · 컴퓨터 업무(96) · 새로운 지식의 습득, 활용(93) · 사람들에게 조언, 상담(91) · 조직 외부인과 소통(91)
Related majors
경영학과 · 공학교육과 · 교육학과 · 물리·과학과 · 수학과 · 응용소프트웨어공학과 · 전자공학과 · 정보·통신공학과 · 제어계측공학과 · 컴퓨터공학과 · 통계학과
Related certifications
MCSD(외국) · MCSE(외국) · SCJP(외국) · 리눅스마스터(국가공인 민간) · 전자계산기조직응용기사, 기술사(국가기술) · 전자계산조직응용기사, 기술사(국가기술) · 정보처리기능사, 산업기사, 기사(국가기술)
How to enter
응용소프트웨어개발자가 되기 위해서는 전문대학 및 대학교의 컴퓨터공학과, 전산(공학)과 등의 관련 학과를 졸업하는 것이 유리하다. 비전공자는 사설교육기관에서 C언어, 자바, 비주얼스튜디오, 델파이, 파워빌더 등 프로그래밍 언어 등을 배우고 진출한다. 최근에 대학에서는 소프트웨어와 관련한 별도의 학과들이 개설되고 있다. 이들 학과에서는 소프트웨어공학, 프로그램언어, 운영체제, 데이터베이스, 자료구조를 비롯해 실제 응용소프트웨어 개발 실습을 한다.
Related occupations
시스템 소프트웨어 개발자(프로그래머) · 모바일앱개발자 · 웹개발자(웹 프로그래머) · IT테스터 및 IT QA전문가 · 웹기획자 · 가상현실전문가 · 게임프로그래머
가상현실전문가KNOW K000007452
Job outlook: 증가(33%) 현상유지(40%) 감소(26%)
Wages (10,000 KRW): lower(25%) 4.15K average(50%) 5.1K upper(25%) 6.85K
minacross 461 KNOW occupationsmax
Job satisfaction: 70
minacross 461 KNOW occupationsmax
Details
Duties
- -사용자가 원하는 가상세계가 무엇인지 파악하고 개발하고자 하는 시스템을 분석하여 개발 방향을 설정한다.
- -신제품에 대한 기획안을 만든다.
- -Visual basic, C++ 등과 같은 컴퓨터프로그램 언어와 3차원 컴퓨터 그래픽 제어기술을 활용하여 프로그래밍한다.
- -그래픽디자이너는 사물을 스케치하고 색 및 질감을 입혀 사용자가 실제의 느낌을 가질 수 있도록 가상현실시스템을 디자인한다.
- -사용 장비에 따라 입력장치, 인터페이스 장치, 입체디스플레이 자세추적장치 등을 제작한다.
- -제작된 3차원 가상현실소프트웨어에 오류는 없는지 테스트하고 수정작업을 거쳐 제품을 완성한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
기술 설계(97) · 추리력(96) · 공간지각력(96) · 기술 분석(93) · 창의력(92)
Knowledge
컴퓨터와 전자공학(94) · 산수와 수학(85) · 영어(77) · 공학과 기술(77) · 디자인(76)
Work environment
재택근무(99) · 이메일 이용하기(88) · 앉아서 근무(88) · 다른 사람들을 조율하거나 이끌기(86) · 다른 사람과의 상호작용(84)
Related occupations
시스템 소프트웨어 개발자(프로그래머) · 모바일앱개발자 · 웹개발자(웹 프로그래머) · IT테스터 및 IT QA전문가 · 웹기획자 · 응용소프트웨어개발자 · 게임프로그래머
게임프로그래머KNOW K000007580
Job outlook: 증가(10%) 현상유지(20%) 감소(70%)
Wages (10,000 KRW): lower(25%) 3.925K average(50%) 6.48K upper(25%) 8.5K
minacross 461 KNOW occupationsmax
Job satisfaction: 70.3
minacross 461 KNOW occupationsmax
Details
Duties
- -게임기획자, 게임그래픽디자이너, 게임음악가 등으로부터 넘겨받을 자료를 기반으로 게임프로그램의 구조를 설계한다.
- -게임을 제작하기 위한 툴인 게임엔진을 개발한다.
- -영상을 컴퓨터 모니터에 출력하는데 필요한 제반 함수들의 집단인 그래픽 라이브러리를 제작한다.
- -그래픽 특수효과를 제작한다.
- -키보드, 마우스 등의 입력장치 제어루틴을 제작한다.
- -그래픽 파일이나 사운드 파일이 정상적으로 게임 속에서 작동될 수 있도록 해 주는 프로그램을 작성한다.
- -게임을 테스트하여 에러를 수정하고 버그를 찾아낸다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
문제 해결(98) · 수리력(98) · 전산(98) · 범주화(98) · 논리적 분석(97)
Knowledge
컴퓨터와 전자공학(95) · 산수와 수학(91) · 영어(78) · 물리(76) · 공학과 기술(75)
Work environment
재택근무(98) · 의사결정 권한(98) · 다른 사람과의 상호작용(90) · 앉아서 근무(89) · 자동화 정도(88)
Related occupations
시스템 소프트웨어 개발자(프로그래머) · 모바일앱개발자 · 웹개발자(웹 프로그래머) · IT테스터 및 IT QA전문가 · 웹기획자 · 응용소프트웨어개발자 · 가상현실전문가

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.

Aktuelle Veränderungen mit Bezug zu diesem Beruf

März 2026: Published evergreen blog analysis: AI exposure 67%, automation risk 40/100 in 2025.

[Quelle: AI Changing Work Blog]

KI-Exposition

Task-level exposure

Berufsinformationen

ILO-Berufsbeschreibung

ESCO-Berufsvokabular

Aktuelle Veränderungen mit Bezug zu diesem Beruf