Data Warehouse Architects
Computer & MathematicalAI 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
- Data source: ILOPublished: 2025
0.55
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 12% score at or above this value.
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
Show 29 hidden tasks| 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 |
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 |
|---|---|
Test software systems or applications for software enhancements or new products.O*NET Task ID 16116 | 1.0 |
Review designs, codes, test plans, or documentation to ensure quality.O*NET Task ID 16117 | 1.0 |
Prepare functional or technical documentation for data warehouses.O*NET Task ID 16119 | 1.0 |
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.O*NET Task ID 16120 | 1.0 |
Select methods, techniques, or criteria for data warehousing evaluative procedures.O*NET Task ID 16122 | 1.0 |
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.O*NET Task ID 16123 | 1.0 |
Map data between source systems, data warehouses, and data marts.O*NET Task ID 16124 | 1.0 |
Implement business rules via stored procedures, middleware, or other technologies.O*NET Task ID 16125 | 1.0 |
Develop and implement data extraction procedures from other systems, such as administration, billing, or claims.O*NET Task ID 16126 | 1.0 |
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.O*NET Task ID 16127 | 1.0 |
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