منسقو التكنولوجيا الأكاديمية
📚التعليم والتدريبالتعرّض للذكاء الاصطناعي
- مصدر البيانات: BLSتاريخ النشر: 2026-08
مرتفع جدًا· نسبي
منخفضأربع فئات نسبيةمرتفع جدًاقيمة على مستوى المجموعة المهنية
المقياس والأساس والمصدر
أربع فئات نسبية (منخفض / متوسط / مرتفع / مرتفع جدًا)
831 مهنة تفصيلية في جدول توقعات التوظيف لدى BLS. وتُسند القيمة على مستوى رمز مصفوفة التوظيف الوطنية (NEM)، فالمهن التي تشترك في الرمز نفسه تأخذ النطاق نفسه
- مصدر البيانات: Anthropicتاريخ النشر: 2026-03
0.311
0.000نطاق القيم المعروضة هنا0.745المقياس والأساس والمصدر
- مصدر البيانات: ILOتاريخ النشر: 2025
0.39
0.09نطاق القيم المعروضة هنا0.70قيمة على مستوى المجموعة المهنية
المقياس والأساس والمصدر
مؤشر التعرّض للذكاء الاصطناعي التوليدي، 0–1 كما نُشر
وحدة التصنيف ISCO-08 — تأخذ كل المهن ذات الرمز نفسه هذه القيمة
محسوب من قِبل هذا الموقع وليس منشورًا من منظمة العمل الدولية: من بين 1,012 مهنة يربطها هذا الموقع بمجموعة بيانات المنظمة، تبلغ نسبة التي تساوي هذه القيمة أو تتجاوزها 44%.
ما نوع القيمة التي ينشرها هذا المصدر
فئة BLS رتبة نسبية لا مستوى مطلق، وليست قياسًا مباشرًا: فهي تجمع الرتب المئينية للمهنة في عدة دراسات منشورة في أربع فئات. وهي ليست توقّعًا للتوظيف أو الأجور، ولا احتمالًا للتبني، ولا تفرّق بين الأتمتة والتعزيز.
Task-level exposure
عرض 147 مهمة مخفية| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.Details15-1199 | 2.845333.3 | 2.840919.9 |
Provide feedback and recommendations to developers on software usability and functionality.Details15-1199 | 0.49125.8 | 0.49793.5 |
Determine sources of web page or server problems, and take action to correct such problems.Details15-1199 | 0.44045.2 | 0.36932.6 |
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.Details15-1199 | 0.37994.4 | 2.809019.7 |
Consult with multiple stakeholders to define requirements and implement online features.Details15-1199 | 0.28483.3 | 0.08500.6 |
Search electronic sources, such as databases or repositories, or manual sources for information.Details15-1199 | 0.21672.5 | 0.10390.7 |
Develop transactional Web applications, using Web programming software and knowledge of programming languages, such as hypertext markup language (HTML) and extensible markup language (XML).Details15-1199 | 0.18952.2 | 0.09370.7 |
Provide technical guidance or support for the development or troubleshooting of systems.Details15-1199 | 0.18382.2 | 0.02020.1 |
Configure servers to meet functional specifications.Details15-1199 | 0.15971.9 | 0.20981.5 |
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.Details15-1199 | 0.15711.8 | 0.64864.5 |
Design databases to support business applications, ensuring system scalability, security, performance and reliability.Details15-1199 | 0.15581.8 | 0.06930.5 |
Evaluate or recommend server hardware or software.Details15-1199 | 0.14821.7 | 0.08660.6 |
Document software defects, using a bug tracking system, and report defects to software developers.Details15-1199 | 0.14401.7 | 1.08017.6 |
Develop or implement procedures for ongoing web site revision.Details15-1199 | 0.12191.4 | 0.13530.9 |
Help programmers and systems analysts test and debug new programs.Details43-9011 | 0.11571.4 | 0.22441.6 |
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction.Details15-1199 | 0.11011.3 | 0.11270.8 |
Develop application-specific software.Details15-1199 | 0.10841.3 | 0.14041.0 |
Evaluate or recommend software for testing or bug tracking.Details15-1199 | 0.09371.1 | 0.02890.2 |
Demonstrate database technical functionality, such as performance, security and reliability.Details15-1199 | 0.08070.9 | 0.03420.2 |
Perform security analyses of developed or packaged software components.Details15-1199 | 0.07590.9 | 1.06847.5 |
Design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure.Details15-1199 | 0.07450.9 | 0.05350.4 |
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.Details15-1199 | 0.07210.8 | 0.04970.3 |
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements.Details15-1199 | 0.07150.8 | 0.07470.5 |
Identify methods for interfacing Web application technologies with enterprise resource planning or other system software.Details15-1199 | 0.07000.8 | 0.06670.5 |
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.Details15-1199 | 0.06980.8 | 0.01890.1 |
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements.Details15-1199 | 0.06850.8 | 0.03070.2 |
Respond to program error messages by finding and correcting problems or terminating the program.Details43-9011 | 0.06480.8 | 0.09250.6 |
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.Details15-1199 | 0.06440.8 | 0.20631.4 |
Develop or document style guidelines for web site content.Details15-1199 | 0.05410.6 | 0.02230.2 |
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.Details15-1199 | 0.05160.6 | 0.08910.6 |
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.Details15-1199 | 0.04680.5 | 0.04030.3 |
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.Details15-1199 | 0.04670.5 | 0.06490.5 |
Develop system engineering, software engineering, system integration, or distributed system architectures.Details15-1199 | 0.04540.5 | 0.01140.1 |
Document and communicate database schemas, using accepted notations.Details15-1199 | 0.04290.5 | 0.10270.7 |
Create content strategies for digital media.Details15-1199 | 0.04270.5 | 0.01160.1 |
Record information such as computer operating time, problems that occurred, and actions taken.Details43-9011 | 0.03960.5 | 0.15741.1 |
Identify, standardize, and communicate levels of access and security.Details15-1199 | 0.03770.4 | 0.04580.3 |
Develop and document database architectures.Details15-1199 | 0.03390.4 | 0.02620.2 |
Prepare project status reports by collecting, analyzing, and summarizing information and trends.Details15-1199 | 0.03230.4 | 0.04190.3 |
Develop data models for applications, metadata tables, views or related database structures.Details15-1199 | 0.03190.4 | 0.02600.2 |
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures.Details15-1199 | 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.Details15-1199 | 0.03110.4 | 0.02050.1 |
Analyze, interpret, or disseminate system performance data.Details15-1199 | 0.02990.4 | 0.13100.9 |
Provide or coordinate troubleshooting support for data warehouses.Details15-1199 | 0.02720.3 | 0.00760.1 |
Design or develop automated testing tools.Details15-1199 | 0.02590.3 | 0.11930.8 |
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.Details15-1199 | 0.02360.3 | 0.03380.2 |
Provide guidelines for implementing secure systems to customers or installation teams.Details15-1199 | 0.02330.3 | 0.00580.0 |
Review or update web page content or links in a timely manner, using appropriate tools.Details15-1199 | 0.02280.3 | 0.07700.5 |
Synthesize current business intelligence or trend data to support recommendations for action.Details15-1199 | 0.02140.3 | 0.01070.1 |
Disseminate information regarding tools, reports, or metadata enhancements.Details15-1199 | 0.02110.2 | 0.01050.1 |
Retrieve, separate and sort program output as needed, and send data to specified users.Details43-9011 | 0.02040.2 | 0.06270.4 |
Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs).Details15-1199 | 0.01990.2 | 0.02380.2 |
Create, analyze, report, convert, or transfer data, using specialized applications program software.Details15-1199 | 0.01940.2 | 0.13731.0 |
Analyze competitive market strategies through analysis of related product, market, or share trends.Details15-1199 | 0.01920.2 | 0.00380.0 |
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.Details15-1199 | 0.01860.2 | 0.01760.1 |
Provide advice on project costs, design concepts, or design changes.Details15-1199 | 0.01810.2 | —0 |
Identify and analyze industry or geographic trends with business strategy implications.Details15-1199 | 0.01730.2 | 0.00260.0 |
Design and implement warehouse database structures.Details15-1199 | 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.Details15-1199 | 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.Details15-1199 | 0.01480.2 | 0.00480.0 |
Provide technical support to junior staff or clients.Details15-1199 | 0.01480.2 | 0.00330.0 |
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel.Details15-1199 | 0.01420.2 | 0.11440.8 |
Identify system data, hardware, or software components required to meet user needs.Details15-1199 | 0.01420.2 | 0.00670.0 |
Prepare functional or technical documentation for data warehouses.Details15-1199 | 0.01360.2 | 0.00260.0 |
Document technical functions and specifications for new or proposed content management systems.Details15-1199 | 0.01330.2 | 0.00570.0 |
Execute or manage social media campaigns to inform search marketing tactics.Details15-1199 | 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.Details15-1199 | 0.01300.2 | 0.00530.0 |
Implement web site security measures, such as firewalls or message encryption.Details15-1199 | 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.Details15-1199 | 0.01220.1 | 0.00350.0 |
Operate spreadsheet programs and other types of software to load and manipulate data and to produce reports.Details43-9011 | 0.01170.1 | 0.00690.0 |
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.Details15-1199 | 0.01160.1 | 0.01350.1 |
Test system modifications to prepare for implementation.Details15-1199 | 0.01140.1 | 0.24481.7 |
Provide training or technical assistance in web site implementation or use.Details15-1199 | 0.01120.1 | 0.00210.0 |
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements.Details15-1199 | 0.01040.1 | 0.00610.0 |
Map data between source systems, data warehouses, and data marts.Details15-1199 | 0.01020.1 | 0.03490.2 |
Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.Details15-1199 | 0.00990.1 | 0.01090.1 |
Analyze technology trends to identify markets for future product development or to improve sales of existing products.Details15-1199 | 0.00990.1 | —0 |
Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content.Details15-1199 | 0.00950.1 | 0.00720.1 |
Assist in the assessment, acquisition, or deployment of new electronic document management systems.Details15-1199 | 0.00930.1 | 0.01600.1 |
Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns.Details15-1199 | 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.Details15-1199 | 0.00920.1 | 0.00660.0 |
Gather, analyze, or document user feedback to locate or resolve sources of problems.Details15-1199 | 0.00890.1 | 0.03480.2 |
Administer document and system access rights and revision control to ensure security of system and integrity of master documents.Details15-1199 | 0.00880.1 | 0.03410.2 |
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.Details15-1199 | 0.00870.1 | 0.36762.6 |
Conduct online marketing initiatives, such as paid ad placement, affiliate programs, sponsorship programs, email promotions, or viral marketing campaigns on social media Web sites.Details15-1199 | 0.00850.1 | 0.01320.1 |
Verify stability, interoperability, portability, security, or scalability of system architecture.Details15-1199 | 0.00830.1 | 0.00490.0 |
Develop data warehouse process models, including sourcing, loading, transformation, and extraction.Details15-1199 | 0.00820.1 | 0.00690.0 |
Plan and install upgrades of database management system software to enhance database performance.Details15-1199 | 0.00820.1 | 0.00400.0 |
Provide technical support for existing reports, dashboards, or other tools.Details15-1199 | 0.00810.1 | 0.01260.1 |
Monitor bug resolution efforts and track successes.Details15-1199 | 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.Details15-1199 | 0.00790.1 | 0.00850.1 |
Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods.Details15-1199 | 0.00770.1 | 0.02140.1 |
Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.Details15-1199 | 0.00770.1 | 0.00150.0 |
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI).Details15-1199 | 0.00740.1 | —0 |
Provide technical support for computer-based Geographic Information Systems (GIS) mapping software.Details15-1199 | 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.Details15-1199 | 0.00720.1 | 0.00350.0 |
Communicate with staff or clients to understand specific system requirements.Details15-1199 | 0.00710.1 | —0 |
Maintain library of model documents, templates, or other reusable knowledge assets.Details15-1199 | 0.00670.1 | 0.00860.1 |
Track, compile, and analyze web site usage data.Details15-1199 | 0.00610.1 | 0.03350.2 |
Create and enforce database development standards.Details15-1199 | 0.00610.1 | 0.00640.0 |
Document design specifications, installation instructions, and other system-related information.Details15-1199 | 0.00590.1 | 0.00460.0 |
Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies.Details15-1199 | 0.00580.1 | 0.00330.0 |
Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability.Details15-1199 | 0.00560.1 | —0 |
Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.Details15-1199 | 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.Details15-1199 | 0.00530.1 | 0.00170.0 |
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.Details15-1199 | 0.00520.1 | 0.00190.0 |
Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends.Details15-1199 | 0.00520.1 | 0.00190.0 |
Collaborate with artists to achieve appropriate visual style.Details15-1199 | 0.00510.1 | 0.00610.0 |
Develop or maintain archived procedures, procedural codes, or queries for applications.Details15-1199 | 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.Details15-1199 | 0.00500.1 | 0.01000.1 |
Update automated test scripts to ensure currency.Details15-1199 | 0.00490.1 | 0.07690.5 |
Prepare support documentation and training materials for end users of document management systems.Details15-1199 | 0.00440.1 | —0 |
Recommend procedures or equipment or software upgrades to increase data accessibility or ease of use.Details15-1199 | 0.00430.1 | —0 |
Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information.Details15-1199 | 0.00370.0 | —0 |
Confer with users to analyze, configure, or troubleshoot applications.Details15-1199 | 0.00360.0 | 0.00580.0 |
Maintain or modify existing Geographic Information Systems (GIS) databases.Details15-1199 | 0.00360.0 | 0.00580.0 |
Design, program, or model Geographic Information Systems (GIS) applications or procedures.Details15-1199 | 0.00360.0 | —0 |
Monitor or track project milestones and deliverables.Details15-1199 | 0.00350.0 | 0.01860.1 |
Notify supervisor or computer maintenance technicians of equipment malfunctions.Details43-9011 | 0.00350.0 | 0.00510.0 |
Select cartographic elements needed for effective presentation of information.Details15-1199 | 0.00350.0 | —0 |
Assess current or future customer needs and priorities through communicating directly with customers, conducting surveys, or other methods.Details15-1199 | 0.00340.0 | 0.00590.0 |
Define and analyze objectives, scope, issues, or organizational impact of information systems.Details15-1199 | 0.00340.0 | 0.00190.0 |
Manage timely flow of business intelligence information to users.Details15-1199 | 0.00300.0 | 0.00440.0 |
Identify, review, or select vendors or consultants to meet project needs.Details15-1199 | 0.00280.0 | 0.00210.0 |
Create and manage documentation, production schedules, prototyping goals, and communication plans in collaboration with production staff.Details15-1199 | 0.00280.0 | —0 |
Direct or coordinate activities of project personnel.Details15-1199 | 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.Details15-1199 | 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.Details15-1199 | 0.00250.0 | 0.00170.0 |
Define product requirements, based on market research analysis, in collaboration with user interface design and engineering staff.Details15-1199 | 0.00250.0 | —0 |
Create or implement metadata processes and frameworks.Details15-1199 | 0.00240.0 | 0.02360.2 |
Implement business rules via stored procedures, middleware, or other technologies.Details15-1199 | 0.00220.0 | 0.02800.2 |
Conduct needs assessments to identify document management requirements of departments or end users.Details15-1199 | 0.00220.0 | 0.00210.0 |
Develop or approve project plans, schedules, or budgets.Details15-1199 | 0.00220.0 | —0 |
Check and analyze operating system or application logfiles regularly to verify proper system performance.Details15-1199 | 0.00210.0 | 0.03980.3 |
Select methods, techniques, or criteria for data warehousing evaluative procedures.Details15-1199 | 0.00210.0 | 0.00210.0 |
Write, review, or execute plans for testing new or established document management systems.Details15-1199 | 0.00190.0 | 0.00200.0 |
Prepare training materials for or make presentations to Geographic Information Systems (GIS) users.Details15-1199 | 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.Details15-1199 | 0.00180.0 | 0.01330.1 |
Identify, evaluate, or procure hardware or software for implementing online marketing campaigns.Details15-1199 | 0.00180.0 | 0.00270.0 |
Execute or manage banner, video, or other non-text link ad campaigns.Details15-1199 | 0.00180.0 | 0.00250.0 |
Provide technical support during software installation or configuration.Details15-1199 | 0.00180.0 | 0.00160.0 |
Collaborate with other marketing staff to integrate and complement marketing strategies across multiple sales channels.Details15-1199 | 0.00180.0 | —0 |
Confer with project personnel to identify and resolve problems.Details15-1199 | 0.00170.0 | 0.00250.0 |
Participate in the development or implementation of online marketing strategy.Details15-1199 | 0.00160.0 | —0 |
Initiate, review, or approve modifications to project plans.Details15-1199 | 0.00150.0 | —0 |
Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.Details | —0 | 0.01440.1 |
Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.Details | —0 | 0.00760.1 |
Investigate customer problems referred by technical support.Details | —0 | 0.00580.0 |
Maintain or update business intelligence tools, databases, dashboards, systems, or methods.Details | —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.Details | —0 | 0.00440.0 |
Manage project execution to ensure adherence to budget, schedule, and scope.Details | —0 | 0.00400.0 |
Identify or monitor current and potential customers, using business intelligence tools.Details | —0 | 0.00350.0 |
Combine secondary data sources with keyword research to more accurately profile and satisfy user intent.Details | —0 | 0.00260.0 |
Monitor the performance of project team members, providing and documenting performance feedback.Details | —0 | 0.00220.0 |
Operate data capture technology to import digitized documents into document management system.Details | —0 | 0.00210.0 |
Consult with end users regarding problems in accessing electronic content.Details | —0 | 0.00190.0 |
Implement online customer service processes to ensure positive and consistent user experiences.Details | —0 | 0.00170.0 |
Execute and manage communications with digital journalists or bloggers.Details | —0 | 0.00170.0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Submit project deliverables, ensuring adherence to quality standards.DetailsO*NET Task ID 16152 | 1.0 |
Initiate, review, or approve modifications to project plans.DetailsO*NET Task ID 16159 | 1.0 |
Develop and manage work breakdown structure (WBS) of information technology projects.DetailsO*NET Task ID 16171 | 1.0 |
Perform risk assessments to develop response strategies.DetailsO*NET Task ID 16151 | 0.5 |
Monitor the performance of project team members, providing and documenting performance feedback.DetailsO*NET Task ID 16153 | 0.5 |
Confer with project personnel to identify and resolve problems.DetailsO*NET Task ID 16154 | 0.5 |
Assess current or future customer needs and priorities by communicating directly with customers, conducting surveys, or other methods.DetailsO*NET Task ID 16155 | 0.5 |
Schedule and facilitate meetings related to information technology projects.DetailsO*NET Task ID 16156 | 0.5 |
Monitor or track project milestones and deliverables.DetailsO*NET Task ID 16157 | 0.5 |
Negotiate with project stakeholders or suppliers to obtain resources or materials.DetailsO*NET Task ID 16158 | 0.5 |
Identify, review, or select vendors or consultants to meet project needs.DetailsO*NET Task ID 16160 | 0.5 |
Establish and execute a project communication plan.DetailsO*NET Task ID 16161 | 0.5 |
Identify need for initial or supplemental project resources.DetailsO*NET Task ID 16162 | 0.5 |
Direct or coordinate activities of project personnel.DetailsO*NET Task ID 16163 | 0.5 |
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI).DetailsO*NET Task ID 16164 | 0.5 |
Coordinate recruitment or selection of project personnel.DetailsO*NET Task ID 16165 | 0.5 |
Develop and manage annual budgets for information technology projects.DetailsO*NET Task ID 16166 | 0.5 |
Assign duties, responsibilities, and spans of authority to project personnel.DetailsO*NET Task ID 16167 | 0.5 |
Prepare project status reports by collecting, analyzing, and summarizing information and trends.DetailsO*NET Task ID 16168 | 0.5 |
Manage project execution to ensure adherence to budget, schedule, and scope.DetailsO*NET Task ID 16169 | 0.5 |
Develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.DetailsO*NET Task ID 16170 | 0.5 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
معلومات مهنية
الوصف المهني لمنظمة العمل الدولية (ILO)
Education Methods Specialists
اختصاصيو أساليب التعليم
ILOSTAT — ISCO-08 Structure EN AR v1.0 (2021), translated by the Regional Working Group on Labour Indicators in the Arab Region / ILO Dept. of Statistics + ROAS
Education methods specialists conduct research and develop or advise on teaching methods, courses and aids. They review and examine teachers' work, the functioning of educational institutions and the results achieved and recommend changes and improvements.
المهام
- (a) researching into current developments in curricula, teaching methods and other educational practices, and advising on necessary changes and possible improvements;
- (b) evaluating and advising on contents of courses and methods of examination;
- (c) researching into audiovisual and other teaching aids and advising on, planning and organizing their introduction in educational establishments;
- (d) documenting subjects and courses developed, and evaluating new courses;
- (e) providing ongoing professional development, training and consultative services to teachers;
- (f) organizing and conducting workshops and conferences to train teachers in new programmes and methods;
- (g) developing the structure, content and objectives of new educational courses and programmes;
- (h) visiting schools periodically and conferring with administrative and teaching staff on questions relating to curricula, teaching methods, equipment and other matters;
- (i) visiting classrooms to observe teaching techniques and to evaluate teachers performance, and scholastic results obtained;
- (j) preparing reports and making recommendations to educational authorities concerning possible changes and improvements in curricula, teaching methods, and other matters.
أمثلة على المهن
Curriculum coordinator · Curriculum developer · Education methods specialist · Schools inspector · Teaching aids specialist
Sources: ILO ISCO-08 — details: Credits
مفردات ESCO المهنية
- باحث تربوي / باحثة تربويةESCO 2351.2
يُجري الباحث التربويون الأبحاث التعليمية في مجال التعليم. فهُم يسعون إلى توسيع نطاق المعرفة حول كيفية سير العمليات التعليمية والأنظمة التعليمية والأفراد (المعلمين والمتعلمين). ويتوقعون مجالات التحسين ويطورون خططًا لتنفيذ الابتكارات. ويقدمون المشورة للمشرعين وصانعي السياسات بشأن القضايا التعليمية ويساعدون في تخطيط السياسات التعليمية.
- منسق الاحتياجات التعليمية الخاصة / منسقة الاحتياجات التعليمية الخاصةESCO 2351.4
يتولى منسقو الاحتياجات التعليمية الخاصة الإشراف على البرامج والأنشطة التي توفر الدعم التعليمي للأطفال ذوي الإعاقات المتنوعة. ويضمنون أنهم على اطلاع دائم على أحدث التطورات في مجال أبحاث ذوي الاحتياجات الخاصة بهدف تسهيل عمليات التعليم الخاصة اللازمة لتحقيق أقصى قدر من النمو والتعلم لدى الطلاب ذوي الاحتياجات التعليمية الخاصة، وتقديم المشورة لمدير التعليم الخاص بخصوص هذه التطورات ومقترحات البرامج الجديدة.
- مفتش التعليم / مفتشة التعليمESCO 2351.3
يزور مفتشو التعليم المدارس للتأكد من أن الموظفين يؤدون مهامهم وفقًا للقواعد واللوائح التعليمية، فضلاً عن الإشراف على أن إدارة المدرسة ومبانيها ومعداتها تتوافق مع اللوائح. وهم يلاحظون الدروس ويفحصون السجلات لتقييم عملية المدرسة ويكتبون تقارير عن نتائجهم. كما يقدمون الملاحظات المشورة بشأن التحسين، فضلاً عن الإبلاغ عن النتائج إلى المسؤولين الأعلى. في بعض الأحيان، يقومون بإعداد دورات تدريبية وتنظيم اجتماعات يجب على مدرسي المواد الحضور إليها.
- مدير المناهج الدراسية / مديرة المناهج الدراسيةESCO 2351.1
يتولى مديرو المناهج الدراسية تطوير مناهج المؤسسات التعليمية وتحسينها. ويقومون بتحليل جودة المناهج الحالية ويعملون على تحسينها. ويتواصلون مع متخصصي التعليم لضمان تحليل دقيق. ويقومون بإعداد تقارير عن تطورات المناهج وأداء المهام الإدارية.
المصدر: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
الترخيص: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
- 보조교사KNOW K000000849
Job outlook: 증가(10%) 현상유지(13%) 감소(77%)
Wages (10,000 KRW): lower(25%) 2.475K average(50%) 2.8K upper(25%) 3.125K
minacross 461 KNOW occupationsmaxJob satisfaction: 63.1
minacross 461 KNOW occupationsmaxDetails ▾▴
Duties
- -신체적·정신적 장애가 있는 특별한 도움을 필요로 하는 학생들을 도와준다.
- -교실, 운동장, 체육관, 식당 등에서 학생들의 행동을 지휘한다.
- -선생님이 내준 숙제를 하거나 학습개념을 익히는 것을 돕기 위해 개별적으로 학생들을 가르치고 지원한다.
- -학생들이 규칙을 위배하는 것을 감시한다.
- -학생들에게 더 나은 수업을 하기 위해서 교사와 협의하여 할당할 과제에 대해 토의한다.
- -부상을 방지하기 위해 장비나 재료의 사용방법에 대해서 알려주고 모니터링한다.
- -학생들이 얼마나 진전이 있었는가를 평가하기 위해서 관련 기록을 하고 학생들의 수행을 관찰한다.
- -선생님의 지시와 안내에 따라 강의, 토의 혹은 역할수행 등의 방법을 사용하여 학생들에게 어떠한 주제에 대하여 발표한다.
- -수업자재, 게시판 그리고 장비 등을 준비한다.
- -학생들의 신체적·정신적·사회적 발달을 위하여 게임이나 레크레이션 활동을 기획하고 진행한다.
- -학생들에게 교과서, 워크북, 종이와 펜과 같은 학습도구를 나누어 준다.
- -학생들의 눈높이와 개념발달 수준에 맞추어 학생들이 수업 중에 한 일을 배열한다.
- -발표를 보충하기 위하여 컴퓨터 시청각자료 그리고 다른 장비나 재료를 사용한다.
- -필요한 경우에 교사 모임에 참석하여 발언한다
- -자료들을 컴퓨터에 입력하고 파일로 만들고 복사한다.
- -반복적으로 사용되는 학습도구의 내구성을 높이기 위해 코팅한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
가르치기(99) · 물적자원 관리(90) · 청력(87) · 학습전략(85) · 시력(80)
Knowledge
교육 및 훈련(79) · 상담(68) · 심리(65) · 사회와 인류(58) · 영어(56)
Work environment
서서 근무(77) · 다른 사람과 신체적 접촉(73) · 갈등 상황(71) · 걷거나 뛰기(71) · 연설, 발표, 회의하기(69)
Related occupations
교재·교구 및 이러닝전문가
- 교재·교구 및 이러닝전문가KNOW K000001149
Job outlook: 증가(25%) 현상유지(22%) 감소(51%)
Wages (10,000 KRW): lower(25%) 3.9K average(50%) 4.5K upper(25%) 7.2K
minacross 461 KNOW occupationsmaxJob satisfaction: 68.2
minacross 461 KNOW occupationsmaxDetails ▾▴
Duties
- -교육대상자의 특성에 대해 연구한다.
- -교수 효과를 최대화 할 수 있는 교재나 교구에 대해 연구·개발한다.
- -이러닝 교육과목이 선정되면 요구사항을 반영하여 교육대상, 교육방법, 효과적인 구성, 시간안배 등을 기획하고 설계한 뒤 사이버 공간이라는 환경에 맞게 학습내용을 가공한다.
- -내용전문가(SME)가 제시한 학습내용 및 학습자원 등을 교수설계 원리에 기초하여 최적의 학습전략을 세우고 학습방법을 설계한다.
- -그림이나 동영상, 텍스트 등 학습자가 가장 잘 이해하고 받아들일 수 있는 형태로 스토리보드를 작성한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
학습전략(99) · 가르치기(97) · 서비스 지향(94) · 글쓰기(93) · 창의력(92)
Knowledge
교육 및 훈련(89) · 사무(83) · 인사(83) · 경영 및 행정(80) · 디자인(79)
Work environment
재택근무(97) · 앉아서 근무(87) · 연설, 발표, 회의하기(86) · 이메일 이용하기(86) · 공문, 문서 주고받기(86)
Related occupations
보조교사
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: +1.6%
Median wage: $77K
Employment: 249K
Typical entry-level education: Master's degree
BLS Employment Projections 2025–35 (SOC 25-9031 occupational group)
Details ▾▴
Employment: 2025 249K → 2035 253K
Median annual wage (exact): $77,440
BLS occupational group: Instructional coordinators