Data Architects
Computer & MathematicalWe are checking this occupation's data links, so some figures are temporarily hidden.
AI exposure
- Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.579
0.000Range of values carried here0.745Scale, basis and source
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Exposed tasks only| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.15-1243 | 1.470080.8 | 1.350081.8 |
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.15-1243 | 0.09004.9 | 0.08004.8 |
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow.15-1243 | 0.07003.8 | 0.01000.6 |
Train users and answer questions.15-1243 | 0.06003.3 | 0.00000.0 |
Provide technical support to junior staff or clients.15-1243 | 0.04002.2 | 0.00000.0 |
Develop and document database architectures.15-1243 | 0.02001.1 | 0.01000.6 |
Write and code logical and physical database descriptions, and specify identifiers of database to management system or direct others in coding descriptions.15-1243 | 0.02001.1 | 0.01000.6 |
Test software systems or applications for software enhancements or new products.15-1243 | 0.01000.5 | 0.10006.1 |
Design databases to support business applications, ensuring system scalability, security, performance, and reliability.15-1243 | 0.01000.5 | 0.01000.6 |
Provide or coordinate troubleshooting support for data warehouses.15-1243 | 0.01000.5 | 0.01000.6 |
Identify and correct deviations from database development standards.15-1243 | 0.00000.0 | 0.00000.0 |
Develop data model describing data elements and their use, following procedures and using pen, template or computer software.15-1243 | 0.00000.0 | 0.00000.0 |
Identify, evaluate and recommend hardware or software technologies to achieve desired database performance.15-1243 | 0.00000.0 | —0 |
Document and communicate database schemas, using accepted notations.15-1243 | 0.00000.0 | —0 |
Develop data models for applications, metadata tables, views or related database structures.15-1243 | 0.00000.0 | —0 |
Map data between source systems, data warehouses, and data marts.15-1243 | 0.00000.0 | —0 |
Design and implement warehouse database structures.15-1243 | 0.00000.0 | —0 |
Develop or maintain archived procedures, procedural codes, or queries for applications. | —0 | 0.00000.0 |
Develop methods for integrating different products so they work properly together, such as customizing commercial databases to fit specific needs. | —0 | 0.00000.0 |
| Not observed on any surface — 20 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Set up database clusters, backup, or recovery processes. | —0 | —0 |
Plan and install upgrades of database management system software to enhance database performance. | —0 | —0 |
Develop load-balancing processes to eliminate down time for backup processes. | —0 | —0 |
Demonstrate database technical functionality, such as performance, security and reliability. | —0 | —0 |
Create and enforce database development standards. | —0 | —0 |
Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements. | —0 | —0 |
Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements. | —0 | —0 |
Establish and calculate optimum values for database parameters, using manuals and calculators. | —0 | —0 |
Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management. | —0 | —0 |
Review project requests describing database user needs to estimate time and cost required to accomplish project. | —0 | —0 |
Work as part of a project team to coordinate database development and determine project scope and limitations. | —0 | —0 |
Review designs, codes, test plans, or documentation to ensure quality. | —0 | —0 |
Prepare functional or technical documentation for data warehouses. | —0 | —0 |
Select methods, techniques, or criteria for data warehousing evaluative procedures. | —0 | —0 |
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims. | —0 | —0 |
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. | —0 | —0 |
Create plans, test files, and scripts for data warehouse testing, ranging from unit to integration testing. | —0 | —0 |
Create or implement metadata processes and frameworks. | —0 | —0 |
Develop data warehouse process models, including sourcing, loading, transformation, and extraction. | —0 | —0 |
Design, implement, or operate comprehensive data warehouse systems to balance optimization of data access with batch loading and resource utilization factors, according to customer requirements. | —0 | —0 |
Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page