AI・機械学習スペシャリスト

Name: AI・機械学習スペシャリスト — published AI exposure indices
Creator: AI Changing Work

コンピュータ・数学

この職業のデータ連携を点検中のため、一部の数値を一時的に表示していません。

AI露出度

データ出典: BLS公表時点: 2026-08
非常に高い· 相対
低い4段階の相対区分非常に高い
職業群単位の値
尺度・母数・出典
4段階の相対区分（低い / 中程度 / 高い / 非常に高い）
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
出典データセット（XLSX ファイルのダウンロード）
データ出典: Anthropic公表時点: 2026-03
0.461
0.000ここに掲載された値の範囲0.745
尺度・母数・出典
観測エクスポージャー指数、公開されたまま0–1
O*NETタスクへの対応づけが基準
出典データセット

この出典がどのような性格の値か

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

Task-level exposure

非表示の作業 137 件を表示

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	3.672942.5	3.472227.1
Provide feedback and recommendations to developers on software usability and functionality. 15-1199	0.41494.8	0.49653.9
Determine sources of web page or server problems, and take action to correct such problems. 15-1199	0.39964.6	0.22081.7
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks. 15-1199	0.33323.9	2.414118.8
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	0.27833.2	0.13161.0
Consult with multiple stakeholders to define requirements and implement online features. 15-1199	0.20422.4	0.08160.6
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source. 15-1199	0.17402.0	0.38843.0
Search electronic sources, such as databases or repositories, or manual sources for information. 15-1199	0.16852.0	0.15241.2
Configure servers to meet functional specifications. 15-1199	0.16611.9	0.15381.2
Design databases to support business applications, ensuring system scalability, security, performance and reliability. 15-1199	0.15501.8	0.07380.6
Provide technical guidance or support for the development or troubleshooting of systems. 15-1199	0.15321.8	0.01480.1
Document software defects, using a bug tracking system, and report defects to software developers. 15-1199	0.13321.5	0.75795.9
Develop application-specific software. 15-1199	0.12671.5	0.16031.2
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions. 15-1199	0.12621.5	0.03210.3
Evaluate or recommend server hardware or software. 15-1199	0.12391.4	0.06100.5
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction. 15-1199	0.11771.4	0.20811.6
Demonstrate database technical functionality, such as performance, security and reliability. 15-1199	0.10361.2	0.03580.3
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	0.10181.2	0.04380.3
Develop or implement procedures for ongoing web site revision. 15-1199	0.09611.1	0.11000.9
Perform security analyses of developed or packaged software components. 15-1199	0.06900.8	1.05008.2
Evaluate or recommend software for testing or bug tracking. 15-1199	0.06770.8	0.03140.2
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance. 15-1199	0.05670.7	0.02480.2
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements. 15-1199	0.05560.6	0.03860.3
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow. 15-1199	0.05430.6	0.05500.4
Identify methods for interfacing Web application technologies with enterprise resource planning or other system software. 15-1199	0.05210.6	0.04560.4
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements. 15-1199	0.05070.6	0.02110.2
Document and communicate database schemas, using accepted notations. 15-1199	0.04350.5	0.06890.5
Develop or document style guidelines for web site content. 15-1199	0.04310.5	0.03460.3
Develop and document database architectures. 15-1199	0.03890.5	0.02210.2
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources. 15-1199	0.03820.4	0.20681.6
Develop data models for applications, metadata tables, views or related database structures. 15-1199	0.03570.4	0.02270.2
Identify, standardize, and communicate levels of access and security. 15-1199	0.03480.4	0.06720.5
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders. 15-1199	0.03230.4	0.05690.4
Develop system engineering, software engineering, system integration, or distributed system architectures. 15-1199	0.02890.3	0.00650.1
Design or develop automated testing tools. 15-1199	0.02710.3	0.10470.8
Create content strategies for digital media. 15-1199	0.02700.3	0.01630.1
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	0.02620.3	0.02800.2
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs. 15-1199	0.02550.3	0.04010.3
Provide guidelines for implementing secure systems to customers or installation teams. 15-1199	0.02500.3	0.00610.0
Prepare project status reports by collecting, analyzing, and summarizing information and trends. 15-1199	0.02430.3	0.03550.3
Provide or coordinate troubleshooting support for data warehouses. 15-1199	0.02430.3	0.01190.1
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures. 15-1199	0.02410.3	0.03870.3
Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications. 15-1199	0.02290.3	0.00510.0
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims. 15-1199	0.02260.3	0.03110.2
Analyze, interpret, or disseminate system performance data. 15-1199	0.02060.2	0.08200.6
Document technical functions and specifications for new or proposed content management systems. 15-1199	0.02020.2	0.00480.0
Review or update web page content or links in a timely manner, using appropriate tools. 15-1199	0.01950.2	0.07450.6
Create, analyze, report, convert, or transfer data, using specialized applications program software. 15-1199	0.01800.2	0.14631.1
Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility. 15-1199	0.01800.2	0.01470.1
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software. 15-1199	0.01710.2	0.01080.1
Design and implement warehouse database structures. 15-1199	0.01690.2	0.01310.1
Create visual representations of geospatial data using complex procedures, such as analytical modeling, three-dimensional renderings, or plot creation. 15-1199	0.01650.2	0.00360.0
Provide technical support to junior staff or clients. 15-1199	0.01500.2	0.00470.0
Prepare functional or technical documentation for data warehouses. 15-1199	0.01470.2	0.00250.0
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel. 15-1199	0.01440.2	0.06380.5
Implement web site security measures, such as firewalls or message encryption. 15-1199	0.01270.1	0.00410.0
Synthesize current business intelligence or trend data to support recommendations for action. 15-1199	0.01260.1	0.01010.1
Analyze competitive market strategies through analysis of related product, market, or share trends. 15-1199	0.01240.1	0.00400.0
Provide advice on project costs, design concepts, or design changes. 15-1199	0.01220.1	0.00150.0
Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs). 15-1199	0.01210.1	0.03500.3
Identify and analyze industry or geographic trends with business strategy implications. 15-1199	0.01140.1	0.00230.0
Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications. 15-1199	0.01110.1	0.00850.1
Identify system data, hardware, or software components required to meet user needs. 15-1199	0.01080.1	0.01030.1
Provide technical support for computer-based Geographic Information Systems (GIS) mapping software. 15-1199	0.01060.1	0.00200.0
Execute or manage social media campaigns to inform search marketing tactics. 15-1199	0.01050.1	0.01300.1
Map data between source systems, data warehouses, and data marts. 15-1199	0.00980.1	0.03220.3
Plan and install upgrades of database management system software to enhance database performance. 15-1199	0.00970.1	0.00550.0
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	0.00950.1	0.00500.0
Test system modifications to prepare for implementation. 15-1199	0.00930.1	0.17351.4
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	0.00830.1	0.00860.1
Disseminate information regarding tools, reports, or metadata enhancements. 15-1199	0.00780.1	0.01170.1
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements. 15-1199	0.00770.1	0.00510.0
Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software. 15-1199	0.00770.1	0.00420.0
Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users. 15-1199	0.00770.1	0.00160.0
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures. 15-1199	0.00760.1	0.26792.1
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	0.00760.1	0.01400.1
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	0.00760.1	0.00690.1
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	0.00750.1	0.00420.0
Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods. 15-1199	0.00740.1	0.01380.1
Update automated test scripts to ensure currency. 15-1199	0.00730.1	0.08270.6
Develop data warehouse process models, including sourcing, loading, transformation, and extraction. 15-1199	0.00730.1	0.00510.0
Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns. 15-1199	0.00690.1	0.01550.1
Document design specifications, installation instructions, and other system-related information. 15-1199	0.00690.1	0.00410.0
Provide training or technical assistance in web site implementation or use. 15-1199	0.00680.1	0.00160.0
Create and enforce database development standards. 15-1199	0.00660.1	0.00720.1
Administer document and system access rights and revision control to ensure security of system and integrity of master documents. 15-1199	0.00650.1	0.03090.2
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	0.00650.1	0.01300.1
Collaborate with artists to achieve appropriate visual style. 15-1199	0.00620.1	0.01250.1
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI). 15-1199	0.00620.1	—0
Monitor bug resolution efforts and track successes. 15-1199	0.00600.1	0.10810.8
Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content. 15-1199	0.00590.1	0.01690.1
Develop or maintain archived procedures, procedural codes, or queries for applications. 15-1199	0.00590.1	0.00950.1
Gather, analyze, or document user feedback to locate or resolve sources of problems. 15-1199	0.00580.1	0.04050.3
Select cartographic elements needed for effective presentation of information. 15-1199	0.00570.1	0.00220.0
Provide technical support for existing reports, dashboards, or other tools. 15-1199	0.00560.1	0.01270.1
Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies. 15-1199	0.00550.1	0.00410.0
Verify stability, interoperability, portability, security, or scalability of system architecture. 15-1199	0.00520.1	0.00370.0
Track, compile, and analyze web site usage data. 15-1199	0.00510.1	0.02600.2
Prepare support documentation and training materials for end users of document management systems. 15-1199	0.00470.1	0.00170.0
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components. 15-1199	0.00460.1	0.00210.0
Analyze technology trends to identify markets for future product development or to improve sales of existing products. 15-1199	0.00440.1	—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	0.00420.0	0.00840.1
Analyze Geographic Information Systems (GIS) data to identify spatial relationships or display results of analyses, using maps, graphs, or tabular data. 15-1199	0.00410.0	0.00970.1
Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends. 15-1199	0.00400.0	0.00150.0
Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information. 15-1199	0.00400.0	—0
Create or implement metadata processes and frameworks. 15-1199	0.00390.0	0.01970.2
Assist in the assessment, acquisition, or deployment of new electronic document management systems. 15-1199	0.00380.0	0.01840.1
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	0.00380.0	0.00250.0
Maintain library of model documents, templates, or other reusable knowledge assets. 15-1199	0.00350.0	0.01000.1
Maintain or modify existing Geographic Information Systems (GIS) databases. 15-1199	0.00310.0	0.00430.0
Recommend procedures or equipment or software upgrades to increase data accessibility or ease of use. 15-1199	0.00310.0	—0
Write, review, or execute plans for testing new or established document management systems. 15-1199	0.00300.0	0.00280.0
Design, program, or model Geographic Information Systems (GIS) applications or procedures. 15-1199	0.00280.0	—0
Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability. 15-1199	0.00240.0	—0
Prepare training materials for or make presentations to Geographic Information Systems (GIS) users. 15-1199	0.00240.0	—0
Document specifications for business intelligence or information technology (IT) reports, dashboards, or other outputs. 15-1199	0.00230.0	—0
Check and analyze operating system or application logfiles regularly to verify proper system performance. 15-1199	0.00210.0	0.02530.2
Identify, review, or select vendors or consultants to meet project needs. 15-1199	0.00210.0	0.00400.0
Develop or approve project plans, schedules, or budgets. 15-1199	0.00210.0	—0
Implement business rules via stored procedures, middleware, or other technologies. 15-1199	0.00200.0	0.03010.2
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	0.00200.0	0.01610.1
Communicate with staff or clients to understand specific system requirements. 15-1199	0.00200.0	0.00200.0
Develop and maintain design level documentation, including mechanics, guidelines, and mission outlines. 15-1199	0.00200.0	—0
Confer with users to analyze, configure, or troubleshoot applications. 15-1199	0.00180.0	0.00720.1
Select methods, techniques, or criteria for data warehousing evaluative procedures. 15-1199	0.00180.0	0.00270.0
Assess current or future customer needs and priorities through communicating directly with customers, conducting surveys, or other methods. 15-1199	0.00170.0	0.00850.1
Implement scanning or other automated data entry procedures, using imaging devices and document imaging software. 15-1199	0.00160.0	0.00810.1
Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems. 15-1199	0.00160.0	0.00150.0
Develop and manage work breakdown structure (WBS) of information technology projects. 15-1199	0.00160.0	—0
Monitor or track project milestones and deliverables. 15-1199	0.00150.0	0.01260.1
Participate in the development or implementation of online marketing strategy. 15-1199	0.00150.0	—0
Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.	—0	0.01000.1
Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.	—0	0.00770.1
Investigate customer problems referred by technical support.	—0	0.00650.1
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	0.00650.1
Direct or coordinate activities of project personnel.	—0	0.00620.0
Identify, evaluate, or procure hardware or software for implementing online marketing campaigns.	—0	0.00520.0
Maintain or update business intelligence tools, databases, dashboards, systems, or methods.	—0	0.00440.0
Manage timely flow of business intelligence information to users.	—0	0.00410.0
Combine secondary data sources with keyword research to more accurately profile and satisfy user intent.	—0	0.00360.0
Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.	—0	0.00300.0
Manage project execution to ensure adherence to budget, schedule, and scope.	—0	0.00260.0
Provide technical support during software installation or configuration.	—0	0.00230.0
Confer with project personnel to identify and resolve problems.	—0	0.00220.0
Define and analyze objectives, scope, issues, or organizational impact of information systems.	—0	0.00210.0
Test software systems or applications for software enhancements or new products.	—0	0.00210.0
Operate data capture technology to import digitized documents into document management system.	—0	0.00210.0
Identify or monitor current and potential customers, using business intelligence tools.	—0	0.00200.0
Exercise security surveillance over document processing, reproduction, distribution, storage, or archiving.	—0	0.00200.0
Execute and manage communications with digital journalists or bloggers.	—0	0.00200.0
Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.	—0	0.00190.0
Implement online customer service processes to ensure positive and consistent user experiences.	—0	0.00170.0
Assist in setting up or optimizing analytics tools for tracking visitors' behaviors.	—0	0.00160.0
他 143 件の作業を表示 ▾折りたたむ ▴

Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page

職業情報

この職業に関わる最近の変化

2026年8月: BLS Occupational Outlook Handbook (updated Aug 2026): employment of data scientists is projected to grow 35% from 2025 to 2035, much faster than the average for all occupations, with about 24,800 openings a year.

[出典: U.S. Bureau of Labor Statistics]

These summaries were written by AI Changing Work from the source linked with each one, and any figures in them are given as AI Changing Work summarised them; they can differ from the source's own wording and from figures shown elsewhere on this page, so check the source before relying on them. AI Changing Work matched this page's occupation to an O*NET occupation and chose, by its own judgment, case by case, which summaries relate to that O*NET occupation; a summary appearing here does not mean that its source names this occupation.