AI exposure: Database Architects
Design strategies for enterprise databases, data warehouse systems, and multidimensional networks. Set standards for database operations, programming, query processes, and security. Model, design, and construct large relational databases or data warehouses. Create and optimize data models for warehouse infrastructure and workflow. Integrate new systems with existing warehouse structure and refine system performance and functionality.
Reading this score
computedDatabase Architects sits in the top 3% of every occupation measured. 63.4% of what this job consists of, weighted by how important each task is to the role, is work current AI systems can produce with little standing in the way. Very few occupations score this high. The ones that do tend to share a trait: the output is a document, a calculation or a message, and nobody has to be in a particular room for it to count.
What holds the line here is context. Across this occupation's 25 tasks it averages 1.90 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Identify and evaluate industry trends in database systems to serve as a source of information..., at 83.3%. The least is Work as part of a project team to coordinate database development and determine project scope..., at 26.7%. A gap of 56.7% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within computer and mathematical occupations, this one is more exposed than most. The median across the 36 roles in the group is 56.7%, and only 9 of them score higher than this. Occupational families are not uniform, and the spread inside them is often wider than the gap between them.
What would move this score. Of 25 tasks, 25 are currently banded exposed, 0 assisted and 0 untouched. For that distribution to shift materially would take systems being given deeper access to the organisation's own records and history, which is already happening. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Task by task
25 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Identify and evaluate industry trends in database systems to serve as a source of information and advice for upper management. | 83.3% | 16.7% | 0.0% | 3.85 | exposed |
| Develop load-balancing processes to eliminate down time for backup processes. | 80.0% | 20.0% | 0.0% | 3.70 | exposed |
| Identify, evaluate and recommend hardware or software technologies to achieve desired database performance. | 76.7% | 23.3% | 0.0% | 3.67 | exposed |
| Develop database architectural strategies at the modeling, design and implementation stages to address business or industry requirements. | 73.3% | 26.7% | 0.0% | 4.45 | exposed |
| Design databases to support business applications, ensuring system scalability, security, performance, and reliability. | 73.3% | 26.7% | 0.0% | 4.40 | exposed |
| Create and enforce database development standards. | 73.3% | 26.7% | 0.0% | 4.00 | exposed |
| Document and communicate database schemas, using accepted notations. | 73.3% | 26.7% | 0.0% | 3.95 | exposed |
| Develop data model describing data elements and their use, following procedures and using pen, template or computer software. | 73.3% | 26.7% | 0.0% | 3.95 | exposed |
| Demonstrate database technical functionality, such as performance, security and reliability. | 73.3% | 26.7% | 0.0% | 3.76 | exposed |
| Develop or maintain archived procedures, procedural codes, or queries for applications. | 73.3% | 26.7% | 0.0% | 3.25 | exposed |
| Provide technical support to junior staff or clients. | 73.3% | 26.7% | 0.0% | 3.21 | exposed |
| Plan and install upgrades of database management system software to enhance database performance. | 67.1% | 20.4% | 12.5% | 3.70 | exposed |
| Develop and document database architectures. | 66.7% | 33.3% | 0.0% | 4.52 | exposed |
| Develop data models for applications, metadata tables, views or related database structures. | 61.3% | 26.2% | 12.5% | 4.10 | exposed |
| 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. | 61.3% | 26.2% | 12.5% | 4.10 | exposed |
| Test programs or databases, correct errors, and make necessary modifications. | 61.3% | 26.2% | 12.5% | 3.60 | exposed |
| Write and code logical and physical database descriptions, and specify identifiers of database to management system or direct others in coding descriptions. | 61.3% | 26.2% | 12.5% | 3.45 | exposed |
| Develop methods for integrating different products so they work properly together, such as customizing commercial databases to fit specific needs. | 55.0% | 20.0% | 25.0% | 4.05 | exposed |
| Train users and answer questions. | 55.0% | 20.0% | 25.0% | 2.53 | exposed |
| Set up database clusters, backup, or recovery processes. | 50.0% | 25.0% | 25.0% | 3.85 | exposed |
| Identify and correct deviations from database development standards. | 50.0% | 25.0% | 25.0% | 3.57 | exposed |
| Review project requests describing database user needs to estimate time and cost required to accomplish project. | 50.0% | 25.0% | 25.0% | 3.47 | exposed |
| Establish and calculate optimum values for database parameters, using manuals and calculators. | 50.0% | 25.0% | 25.0% | 3.15 | exposed |
| Collaborate with system architects, software architects, design analysts, and others to understand business or industry requirements. | 40.0% | 35.0% | 25.0% | 4.48 | exposed |
| Work as part of a project team to coordinate database development and determine project scope and limitations. | 26.7% | 23.3% | 50.0% | 3.90 | exposed |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 3.54 | 0-4 |
| Embodiment | 0.10 | 0-3 |
| Presence | 0.22 | 0-3 |
| Accountability | 0.88 | 0-3 |
| Context | 1.90 | 0-3 |
| Verification cost | 1.28 | 0-3 |
What this means in practice
Where most of a role's weighted task load is exposed, the work that survives is usually the part of the job nobody wrote into the job description: deciding what should be produced rather than producing it, and being answerable for the result. The tasks lowest on this page are a better guide to where to spend your time than any general advice about the future of work.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.