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Database Administrator: AI job impact

AI can assist with SQL changes, diagnosis and documentation. Access decisions, recovery and deployment approval need a database owner.

U.S. occupation dataData checked October 25, 2026Methodology
Database Administrator at work

AI applicability

0.297 / 1

How applicable AI was to this occupation’s work in Microsoft’s study. This is an index, not a probability.

Observed activity coverage

68.2%

Share of work activities above the study’s usage threshold, weighted by importance. Not the share of workers using AI.

Direct occupation matchDatabase Administrators · 15-1242.00

Covers database operation, access, performance and recovery.

Microsoft v1.1 · U.S. Bing Copilot conversations, Jan–Sep 2024. These indicators do not predict job losses and do not change with your task selections. Measurement details

Your daily tasks

Set how often you do each task to update your task mix, plan and tool suggestions.

8 of 8 tasks selectedFrequency-weighted task mix
Partial automation
0.0%0 tasks
AI assistance
50.0%4 tasks
Human-led
50.0%4 tasks

Frequency weights: occasionally 1, regularly 2, often 3. These shares do not represent working hours, time saved or job-loss risk.

AI roles are AI IDE List editorial assessments of O*NET tasks, not measured automation rates. Partial automation requires review.

Set database use standards

Draft a standards checklist; the data owner decides acceptable access, retention and recovery requirements.

Task source

O*NET original task statement (English)

Develop standards and guidelines for the use and acquisition of software and to protect vulnerable information.

O*NET 31.0, task 1298 · Importance 3.43 / 5. View occupation tasks

AI roleHuman-led

Modify database systems

Draft a migration; test locking, data conversion and rollback on a disposable copy.

Task source

O*NET original task statement (English)

Modify existing databases and database management systems or direct programmers and analysts to make changes.

O*NET 31.0, task 1299 · Importance 4.00 / 5. View occupation tasks

AI roleAI assistance

Test database changes

Generate integrity tests; verify both expected results and failure cases.

Task source

O*NET original task statement (English)

Test programs or databases, correct errors, and make necessary modifications.

O*NET 31.0, task 1300 · Importance 3.68 / 5. View occupation tasks

AI roleAI assistance

Implement security measures

Compare control options; review least privilege and audit results before applying them.

Task source

O*NET original task statement (English)

Plan, coordinate, and implement security measures to safeguard information in computer files against accidental or unauthorized damage, modification or disclosure.

O*NET 31.0, task 1301 · Importance 3.93 / 5. View occupation tasks

AI roleHuman-led

Approve database deployments

Draft a deployment checklist; an accountable reviewer approves the change and recovery plan.

Task source

O*NET original task statement (English)

Approve, schedule, plan, and supervise the installation and testing of new products and improvements to computer systems, such as the installation of new databases.

O*NET 31.0, task 1302 · Importance 3.45 / 5. View occupation tasks

AI roleHuman-led

Train database users

Draft a short guide; verify commands and adapt the explanation to the user's permissions.

Task source

O*NET original task statement (English)

Train users and answer questions.

O*NET 31.0, task 1303 · Importance 3.56 / 5. View occupation tasks

AI roleAI assistance

Assign access levels

Summarize requested access; the responsible owner authorizes privileges and records the decision.

Task source

O*NET original task statement (English)

Specify users and user access levels for each segment of database.

O*NET 31.0, task 1305 · Importance 3.80 / 5. View occupation tasks

AI roleHuman-led

Describe data models

Draft entity relationships; validate keys and business rules against actual data.

Task source

O*NET original task statement (English)

Develop data models describing data elements and how they are used, following procedures and using pen, template, or computer software.

O*NET 31.0, task 1306 · Importance 3.14 / 5. View occupation tasks

AI roleAI assistance

Your selections are saved in this browser. Sharing a link includes only the occupation and selected frequencies.

Your AI adaptation plan

Start with one recurring task. Test the output before expanding the workflow.

  1. Review generated code

    For: Modify database systems

    Prepare
    Start with a small task, a stated interface and acceptance criteria.
    Try
    Draft a migration; test locking, data conversion and rollback on a disposable copy.
    Verify
    Inspect the diff, run independent tests and check dependencies before using the change.

  2. Check whether tests detect failures

    For: Test database changes

    Prepare
    Use a requirement and a known failing example, without showing the proposed implementation first.
    Try
    Generate integrity tests; verify both expected results and failure cases.
    Verify
    Confirm the tests fail on the broken example and pass on the corrected behavior.

  3. Communicate verified decisions

    For: Train database users

    Prepare
    Provide verified facts, the audience and the decision that needs discussion.
    Try
    Draft a short guide; verify commands and adapt the explanation to the user's permissions.
    Verify
    Confirm commitments and context with the people concerned before sending or acting.

Review changes for recoverability

Use a disposable database to test an AI-drafted migration. Verify locks, permissions, rollback and recovery from a backup.

Skills and career outlook

Skills in the occupation data

Importance · 1–5
  • Critical Thinking3.88 / 5
  • Complex Problem Solving3.88 / 5
  • Reading Comprehension3.75 / 5
  • Active Listening3.75 / 5
  • Judgment and Decision Making3.75 / 5

Top O*NET essential and transferable skills by importance. Ratings describe occupational requirements, not future demand.

U.S. employment projection

-0.1%

Projected employment change, 2025–2035

Database administrators

BLS projects total employment change from many factors. This is not an AI-specific forecast or a UK projection.

BLS employment projections

What to keep evaluating

A syntactically valid command can lock a table or destroy data. Review the execution plan, permissions and recovery path before applying changes.

Tools to try with your tasks

Matched to the tasks you selected. Test on a small example and compare output quality and review effort.

Claude Opus 5.5

Model

A model to evaluate on a small, verified example of this task. Compare quality and review effort before adopting it.

Try for: Modify database systems; Test database changes.

Cursor

Tool

Draft and review small code, SQL and test changes in your project.

Try for: Modify database systems; Test database changes.

GPT-6 Astra

Model

A model to evaluate on a small, verified example of this task. Compare quality and review effort before adopting it.

Try for: Modify database systems; Test database changes.

Claude Code

Tool

Explore a codebase and propose a bounded change with tests.

Try for: Modify database systems; Test database changes.

Claude Code commands
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Sources and limits

Matched occupation: Database Administrators (15-1242.00). Published research group: Database Administrators (SOC 15-1242).

Microsoft’s study uses O*NET 29.0; the task descriptions here use O*NET 31.0. The original study score is preserved. Editorial suggestions are not results reported by these sources.

Read the methodology, attribution and update record