機械学習エンジニア

Name: 機械学習エンジニア — 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 149 件を表示

Task	Claude.aiRaw / share %
Determine sources of web page or server problems, and take action to correct such problems. 15-1199	0.857711.9
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source. 15-1199	0.64609.0
Provide feedback and recommendations to developers on software usability and functionality. 15-1199	0.57888.0
Provide technical guidance or support for the development or troubleshooting of systems. 15-1199	0.32544.5
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies. 15-1199	0.31024.3
Determine supplementary virtual features, such as currency, item catalog, menu design, and audio direction. 15-1199	0.29074.0
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements. 15-1199	0.28093.9
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks. 15-1199	0.27743.8
Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders. 15-1199	0.22563.1
Design databases to support business applications, ensuring system scalability, security, performance and reliability. 15-1199	0.21583.0
Consult with multiple stakeholders to define requirements and implement online features. 15-1199	0.19972.8
Develop application-specific software. 15-1199	0.16872.3
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	0.13691.9
Create, analyze, report, convert, or transfer data, using specialized applications program software. 15-1199	0.13111.8
Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions. 15-1199	0.12461.7
Search electronic sources, such as databases or repositories, or manual sources for information. 15-1199	0.10601.5
Develop or implement procedures for ongoing web site revision. 15-1199	0.10371.4
Configure servers to meet functional specifications. 15-1199	0.10101.4
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow. 15-1199	0.08631.2
Create visual representations of geospatial data using complex procedures, such as analytical modeling, three-dimensional renderings, or plot creation. 15-1199	0.08251.1
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	0.08131.1
Document software defects, using a bug tracking system, and report defects to software developers. 15-1199	0.07901.1
Analyze, interpret, or disseminate system performance data. 15-1199	0.06630.9
Test system modifications to prepare for implementation. 15-1199	0.06510.9
Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs. 15-1199	0.06400.9
Demonstrate database technical functionality, such as performance, security and reliability. 15-1199	0.05850.8
Develop and document database architectures. 15-1199	0.05660.8
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures. 15-1199	0.05630.8
Evaluate or recommend server hardware or software. 15-1199	0.05520.8
Identify, standardize, and communicate levels of access and security. 15-1199	0.05220.7
Review or update web page content or links in a timely manner, using appropriate tools. 15-1199	0.04840.7
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance. 15-1199	0.04840.7
Develop data models for applications, metadata tables, views or related database structures. 15-1199	0.04600.6
Document and communicate database schemas, using accepted notations. 15-1199	0.04330.6
Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software. 15-1199	0.04220.6
Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components. 15-1199	0.04120.6
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements. 15-1199	0.04040.6
Develop or document style guidelines for web site content. 15-1199	0.03730.5
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	0.03370.5
Design or develop automated testing tools. 15-1199	0.03360.5
Synthesize current business intelligence or trend data to support recommendations for action. 15-1199	0.03230.4
Provide guidelines for implementing secure systems to customers or installation teams. 15-1199	0.02780.4
Evaluate or recommend software for testing or bug tracking. 15-1199	0.02620.4
Implement web site security measures, such as firewalls or message encryption. 15-1199	0.02570.4
Document technical functions and specifications for new or proposed content management systems. 15-1199	0.02560.4
Develop system engineering, software engineering, system integration, or distributed system architectures. 15-1199	0.02520.3
Perform security analyses of developed or packaged software components. 15-1199	0.02510.3
Verify stability, interoperability, portability, security, or scalability of system architecture. 15-1199	0.02430.3
Collaborate with artists to achieve appropriate visual style. 15-1199	0.02290.3
Identify methods for interfacing Web application technologies with enterprise resource planning or other system software. 15-1199	0.02190.3
Create content strategies for digital media. 15-1199	0.02150.3
Implement business rules via stored procedures, middleware, or other technologies. 15-1199	0.02080.3
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	0.02080.3
Prepare project status reports by collecting, analyzing, and summarizing information and trends. 15-1199	0.01930.3
Disseminate information regarding tools, reports, or metadata enhancements. 15-1199	0.01820.3
Coordinate with developers to optimize Web site architecture, server configuration, or page construction for search engine consumption and optimal visibility. 15-1199	0.01770.2
Analyze competitive market strategies through analysis of related product, market, or share trends. 15-1199	0.01730.2
Map data between source systems, data warehouses, and data marts. 15-1199	0.01720.2
Design and implement warehouse database structures. 15-1199	0.01620.2
Prepare functional or technical documentation for data warehouses. 15-1199	0.01590.2
Assist in the assessment, acquisition, or deployment of new electronic document management systems. 15-1199	0.01490.2
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	0.01430.2
Provide or coordinate troubleshooting support for data warehouses. 15-1199	0.01420.2
Select cartographic elements needed for effective presentation of information. 15-1199	0.01350.2
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	0.01340.2
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims. 15-1199	0.01250.2
Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel. 15-1199	0.01200.2
Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures. 15-1199	0.01170.2
Develop data warehouse process models, including sourcing, loading, transformation, and extraction. 15-1199	0.01120.2
Identify system data, hardware, or software components required to meet user needs. 15-1199	0.01090.2
Identify and analyze industry or geographic trends with business strategy implications. 15-1199	0.01080.1
Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users. 15-1199	0.01070.1
Maintain library of model documents, templates, or other reusable knowledge assets. 15-1199	0.01040.1
Recommend procedures or equipment or software upgrades to increase data accessibility or ease of use. 15-1199	0.00960.1
Provide technical support for computer-based Geographic Information Systems (GIS) mapping software. 15-1199	0.00920.1
Evaluate existing systems to determine effectiveness and suggest changes to meet organizational requirements. 15-1199	0.00910.1
Collect business intelligence data from available industry reports, public information, field reports, or purchased sources. 15-1199	0.00890.1
Administer document and system access rights and revision control to ensure security of system and integrity of master documents. 15-1199	0.00890.1
Document specifications for business intelligence or information technology (IT) reports, dashboards, or other outputs. 15-1199	0.00860.1
Provide advice on project costs, design concepts, or design changes. 15-1199	0.00850.1
Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software. 15-1199	0.00850.1
Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications. 15-1199	0.00820.1
Coordinate sales or other promotional strategies with merchandising, operations, or inventory control staff to ensure product catalogs are current, accurate, and organized for best findability against user intent. 15-1199	0.00820.1
Optimize shopping cart experience or Web site conversion rates against Key Performance Indicators (KPIs). 15-1199	0.00800.1
Conduct financial modeling for online marketing programs or Web site revenue forecasting. 15-1199	0.00780.1
Create or maintain databases of known test defects. 15-1199	0.00750.1
Create and enforce database development standards. 15-1199	0.00730.1
Document design specifications, installation instructions, and other system-related information. 15-1199	0.00720.1
Provide technical support for existing reports, dashboards, or other tools. 15-1199	0.00700.1
Develop or maintain archived procedures, procedural codes, or queries for applications. 15-1199	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	0.00680.1
Create and manage documentation, production schedules, prototyping goals, and communication plans in collaboration with production staff. 15-1199	0.00640.1
Develop or maintain standards, such as organization, structure, or nomenclature, for the design of data warehouse elements, such as data architectures, models, tools, and databases. 15-1199	0.00620.1
Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends. 15-1199	0.00580.1
Prepare support documentation and training materials for end users of document management systems. 15-1199	0.00550.1
Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications. 15-1199	0.00540.1
Monitor bug resolution efforts and track successes. 15-1199	0.00530.1
Update automated test scripts to ensure currency. 15-1199	0.00510.1
Combine secondary data sources with keyword research to more accurately profile and satisfy user intent. 15-1199	0.00490.1
Optimize Web site exposure by analyzing search engine patterns to direct online placement of keywords or other content. 15-1199	0.00480.1
Analyze Geographic Information Systems (GIS) data to identify spatial relationships or display results of analyses, using maps, graphs, or tabular data. 15-1199	0.00460.1
Write, review, or execute plans for testing new or established document management systems. 15-1199	0.00460.1
Develop and maintain design level documentation, including mechanics, guidelines, and mission outlines. 15-1199	0.00430.1
Assess current or future customer needs and priorities through communicating directly with customers, conducting surveys, or other methods. 15-1199	0.00420.1
Track, compile, and analyze web site usage data. 15-1199	0.00410.1
Identify appropriate Key Performance Indicators (KPIs) and report key metrics from digital campaigns. 15-1199	0.00410.1
Create or implement metadata processes and frameworks. 15-1199	0.00400.1
Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI). 15-1199	0.00400.1
Purchase or negotiate placement of listings in local search engines, directories, or digital mapping technologies. 15-1199	0.00400.1
Conduct online marketing initiatives, such as paid ad placement, affiliate programs, sponsorship programs, email promotions, or viral marketing campaigns on social media Web sites. 15-1199	0.00380.1
Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists. 15-1199	0.00360.0
Improve search-related activities through ongoing analysis, experimentation, or optimization tests, using A/B or multivariate methods. 15-1199	0.00360.0
Design, program, or model Geographic Information Systems (GIS) applications or procedures. 15-1199	0.00340.0
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	0.00320.0
Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions. 15-1199	0.00300.0
Maintain or modify existing Geographic Information Systems (GIS) databases. 15-1199	0.00300.0
Communicate project information through presentations, technical reports or white papers. 15-1199	0.00290.0
Install or configure web server software or hardware to ensure that directory structure is well-defined, logical, secure, and that files are named properly. 15-1199	0.00280.0
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	0.00280.0
Set up database clusters, backup, or recovery processes. 15-1199	0.00260.0
Test software systems or applications for software enhancements or new products. 15-1199	0.00260.0
Verify the structure, accuracy, or quality of warehouse data. 15-1199	0.00260.0
Participate in the development or implementation of online marketing strategy. 15-1199	0.00250.0
Prepare and record changes to official documents and confirm changes with legal and compliance management staff, including enterprise-wide records management staff. 15-1199	0.00250.0
Analyze technology trends to identify markets for future product development or to improve sales of existing products. 15-1199	0.00240.0
Assist in setting up or optimizing analytics tools for tracking visitors' behaviors. 15-1199	0.00240.0
Execute or manage social media campaigns to inform search marketing tactics. 15-1199	0.00230.0
Schedule and facilitate meetings related to information technology projects. 15-1199	0.00220.0
Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications. 15-1199	0.00210.0
Identify, review, or select vendors or consultants to meet project needs. 15-1199	0.00210.0
Develop and implement marketing plans for home pages, including print advertising or advertisement rotation. 15-1199	0.00200.0
Confer with project personnel to identify and resolve problems. 15-1199	0.00200.0
Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata. 15-1199	0.00180.0
Develop or approve project plans, schedules, or budgets. 15-1199	0.00170.0
Check and analyze operating system or application logfiles regularly to verify proper system performance. 15-1199	0.00170.0
Provide technical support to junior staff or clients. 15-1199	0.00170.0
Recommend web site improvements, and develop budgets to support recommendations. 15-1199	0.00160.0
Inform web site users of problems, problem resolutions or application changes and updates. 15-1199	0.00160.0
Plan and install upgrades of database management system software to enhance database performance. 15-1199	0.00160.0
Define and analyze objectives, scope, issues, or organizational impact of information systems. 15-1199	0.00150.0
Monitor or track project milestones and deliverables. 15-1199	0.00150.0
他 131 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.